The I-CAN Tool and Managing Information and Communication Technology (ICT) In...Waqas Tariq
This document summarizes an ongoing research project investigating innovation management in the Australian ICT sector. It aims to foster ICT innovation through developing an application called I-CAN (Innovation by Collaborative Anonymous Networking). I-CAN allows for anonymous collaboration to overcome cultural barriers like "tall poppy syndrome" that inhibit innovation. The paper also analyzes 10 successful ICT innovations to understand common success traits and classify innovation origins. Key findings are that most ICT innovations stem from intrinsic/extrinsic motivation, technological evolution, or improving previous ideas.
Digitalisierungswahnsinn oder Nebeneffekte des Mainstream?Marco Kalz
The document summarizes a presentation about issues with the digitalization debate and how the field of technology-enhanced learning (TEL) research can address them. Some key points discussed include:
- There are deterministic and oversimplified perspectives on digitalization that ignore social realities and contexts.
- TEL research needs to take a more interdisciplinary approach and consider responsibilities like ethics.
- The gap between TEL research and educational practice needs to be reduced through approaches like design-based research.
- Institutions and governance models should promote didactic diversity to support localized development in digitalization.
The document discusses revisions made to the UK's ICT curriculum. It notes that ministers requested amendments including shortening aims, increasing emphasis on computer science and programming, and strengthening links to mathematics. Experts helped implement the changes. The Royal Academy of Engineering and BCS provided additional advice to amplify computer science in the curriculum. The revised curriculum focuses on computer science fundamentals and digital literacy. It outlines learning objectives and expectations for key stages 1 through 2. The rest of the document covers pedagogical approaches and characteristics of good teaching practice for ICT.
MOVING: Applying digital science methodology for TVETMOVING Project
This document provides an overview of the MOVING project, which aims to improve digital information management skills through an open interdisciplinary platform. It discusses two use cases: one focused on legal accountants managing compliance information, and the other on junior researchers managing research literature. For each use case, the document describes the objectives, tasks, relevant personas, and a mock-up of the proposed digital tools. It also provides information on designing the tools using a human-centered approach and testing them through the MOVING technology platform. The overall goal is to empower users across different fields and backgrounds to apply data analytics tools in their work.
Keynote at ICSME 2017, Shanghai, China.
Title: The Elusive Nature of Software Documentation and Why Understanding How Knowledge Flows Matters
Abstract: Many developers consider writing documentation to be a painful and under-appreciated activity, yet the same developers often complain that a lack of documentation significantly hampers their work. Other developers argue that documentation is passé as developers more readily curate and exchange knowledge through networked platforms such as Slack, Twitter, and Stack Overflow. And while the savvy modern developer will know who to follow, who to ask, and where to look when they need software knowledge, finding the right knowledge at the right time remains a serious development bottleneck for many. Recognizing that these platforms contain golden nuggets of useful information, we see tremendous effort being directed at designing methods for capturing, mining, extracting, and distributing software knowledge, but will they succeed if we lack a good understanding of how knowledge flows in software development projects and communities? Through this talk, I will discuss the elusive nature of documentation and why I believe documentation will always be hard to define, capture, distribute, keep up to date, and to find, and I will argue that we should focus more on understanding, supporting, and amplifying knowledge flow in distributed software development.
This document discusses the educational potential of the Internet of Things (IoT). It begins with an overview of what IoT is and provides some background on its history. Examples of current IoT applications are described, such as smart homes and cities. The document outlines some ways IoT could benefit education, such as passive personalization of learning environments and increased immersion. Key IoT technologies like connected appliances, NFC/RFID tags, and beacons are explained. An example of using beacons at Sheffield Hallam University is presented. Challenges and ethical issues of IoT are raised. Useful resources on IoT are provided.
Social media roles in crowdsourcing innovation tasks in B2B-relationshipsJari Jussila
Social media roles in crowdsourcing innovation tasks in B2B-relationships presentation at ISPIM 2013 conference in Helsinki. Co-authors Hannu Kärkkäinen and Jani Multasuo.
The document discusses designing learning environments using social software. It defines social software as web applications that support content, identity, and relationship management through user participation and interaction. The document then presents two perspectives on learning with social software: 1) how social software influences learners based on survey data showing near-ubiquitous usage among youth, and 2) how social software offers potential for designing new learning environments. It analyzes traditional research paradigms and proposes a new approach that generates both practical solutions and new theory by simultaneously developing a learning environment and conducting research.
The I-CAN Tool and Managing Information and Communication Technology (ICT) In...Waqas Tariq
This document summarizes an ongoing research project investigating innovation management in the Australian ICT sector. It aims to foster ICT innovation through developing an application called I-CAN (Innovation by Collaborative Anonymous Networking). I-CAN allows for anonymous collaboration to overcome cultural barriers like "tall poppy syndrome" that inhibit innovation. The paper also analyzes 10 successful ICT innovations to understand common success traits and classify innovation origins. Key findings are that most ICT innovations stem from intrinsic/extrinsic motivation, technological evolution, or improving previous ideas.
Digitalisierungswahnsinn oder Nebeneffekte des Mainstream?Marco Kalz
The document summarizes a presentation about issues with the digitalization debate and how the field of technology-enhanced learning (TEL) research can address them. Some key points discussed include:
- There are deterministic and oversimplified perspectives on digitalization that ignore social realities and contexts.
- TEL research needs to take a more interdisciplinary approach and consider responsibilities like ethics.
- The gap between TEL research and educational practice needs to be reduced through approaches like design-based research.
- Institutions and governance models should promote didactic diversity to support localized development in digitalization.
The document discusses revisions made to the UK's ICT curriculum. It notes that ministers requested amendments including shortening aims, increasing emphasis on computer science and programming, and strengthening links to mathematics. Experts helped implement the changes. The Royal Academy of Engineering and BCS provided additional advice to amplify computer science in the curriculum. The revised curriculum focuses on computer science fundamentals and digital literacy. It outlines learning objectives and expectations for key stages 1 through 2. The rest of the document covers pedagogical approaches and characteristics of good teaching practice for ICT.
MOVING: Applying digital science methodology for TVETMOVING Project
This document provides an overview of the MOVING project, which aims to improve digital information management skills through an open interdisciplinary platform. It discusses two use cases: one focused on legal accountants managing compliance information, and the other on junior researchers managing research literature. For each use case, the document describes the objectives, tasks, relevant personas, and a mock-up of the proposed digital tools. It also provides information on designing the tools using a human-centered approach and testing them through the MOVING technology platform. The overall goal is to empower users across different fields and backgrounds to apply data analytics tools in their work.
Keynote at ICSME 2017, Shanghai, China.
Title: The Elusive Nature of Software Documentation and Why Understanding How Knowledge Flows Matters
Abstract: Many developers consider writing documentation to be a painful and under-appreciated activity, yet the same developers often complain that a lack of documentation significantly hampers their work. Other developers argue that documentation is passé as developers more readily curate and exchange knowledge through networked platforms such as Slack, Twitter, and Stack Overflow. And while the savvy modern developer will know who to follow, who to ask, and where to look when they need software knowledge, finding the right knowledge at the right time remains a serious development bottleneck for many. Recognizing that these platforms contain golden nuggets of useful information, we see tremendous effort being directed at designing methods for capturing, mining, extracting, and distributing software knowledge, but will they succeed if we lack a good understanding of how knowledge flows in software development projects and communities? Through this talk, I will discuss the elusive nature of documentation and why I believe documentation will always be hard to define, capture, distribute, keep up to date, and to find, and I will argue that we should focus more on understanding, supporting, and amplifying knowledge flow in distributed software development.
This document discusses the educational potential of the Internet of Things (IoT). It begins with an overview of what IoT is and provides some background on its history. Examples of current IoT applications are described, such as smart homes and cities. The document outlines some ways IoT could benefit education, such as passive personalization of learning environments and increased immersion. Key IoT technologies like connected appliances, NFC/RFID tags, and beacons are explained. An example of using beacons at Sheffield Hallam University is presented. Challenges and ethical issues of IoT are raised. Useful resources on IoT are provided.
Social media roles in crowdsourcing innovation tasks in B2B-relationshipsJari Jussila
Social media roles in crowdsourcing innovation tasks in B2B-relationships presentation at ISPIM 2013 conference in Helsinki. Co-authors Hannu Kärkkäinen and Jani Multasuo.
The document discusses designing learning environments using social software. It defines social software as web applications that support content, identity, and relationship management through user participation and interaction. The document then presents two perspectives on learning with social software: 1) how social software influences learners based on survey data showing near-ubiquitous usage among youth, and 2) how social software offers potential for designing new learning environments. It analyzes traditional research paradigms and proposes a new approach that generates both practical solutions and new theory by simultaneously developing a learning environment and conducting research.
This is the presentation of the Juan Cruz-Benito’s PhD “On data-driven systems analyzing, supporting and enhancing users’ interaction and experience” that was defended on September 3rd, 2018 in the Faculty of Sciences at University of Salamanca Spain. This PhD was graded with the maximum qualification “Sobresaliente Cum Laude”.
IN140703 service support technologies 26.9.2016Pirita Ihamäki
26.9.2016 Service support technologies lecture go through Internet of Things, Definition of Internet of Things, Overlap of the Internet of Things with field of research, Opportunities and motivations of the Internet of things, Internet of Things - Do-it Yourself (DiY).
The document discusses technology innovation in education through four lenses:
1) Redesigning learning and teaching through intelligent tools for practitioners and flexible apps.
2) Repurposing cultural contexts by creating learning opportunities outside institutions using augmented reality and social media.
3) Rethinking the nature of knowing by providing new ways to engage with ideas through tools like dynamic mathematics and case-based learning.
4) Revisioning knowledge and design by broadening what knowledge is, identifying new learning patterns, and seamlessly integrating technology into work environments.
This slide was introduced ISO/IEC JTC1 SC36 (Information Technology for Learning, Education and Training, ITLET) Prague meeting. Thanks to this brief contribution. SC36 established Ad-hoc Group (AHG) on environments and resources for AR and VR in June 25 2016.
Acronyms:
LET: Learning, Education and Training
AR: Augmented Reality
VR: Virtual Reality
Net centric tacit-knowledge_management_v_mbskillsnetman
Michael Brown presented on developing a net-centric approach to tacit knowledge management. He discussed how organizations are facing challenges retaining tacit knowledge as experienced workers retire. The presentation focused on developing a system called MIKE that uses semantic analysis and social media tools to capture tacit knowledge from electronic artifacts created during employees' daily work. The system aims to make tacit knowledge more visible and accessible across an organization. Testing showed MIKE was able to extract knowledge from collaboration networks and help solve new problems by sharing existing solutions. It also facilitated knowledge sharing without disrupting employees' routines.
Innovation Policy In Lithuanian Enterprises2003gueste881584
This document is a master's thesis by Tomas Pranckevičius from 2009 that examines innovation policy in Lithuanian enterprises. It analyzes factors influencing innovation, including R&D spending, collaboration, education, and technology use. It finds that Lithuania performs poorly in these areas compared to EU averages. It concludes by recommending establishing a national innovation strategy and coordination institution, reducing bureaucracy, promoting foreign investment and collaboration between enterprises and research institutions to improve Lithuania's innovation performance.
Digital Inclusion: Best practices from eLearningeLearning Papers
Author: David Casacuberta Sevilla.
E-learning 4 E-inclusion (EL4EI) is an EU-funded project seeking to build a community for those with valuable expertise regarding the use of eLearning for digital inclusion. The project seeks to gather and catalogue relevant best practice cases and, ultimately, to compose an eLearning charter which will be a reference tool for professionals working towards social inclusion.
Net work creating and sustaining successful networksPatti Anklam
This document provides an overview of networks and how to create and sustain successful networks. It discusses attributes of networks, tools for network management, and how networks relate to leadership, innovation, and social media. The document examines different types of networks that exist in organizations, communities, ideas, the human body, and the internet. It also discusses examining network structure and managing a network's context. The key aspects of "net work" are creating, examining, and shaping a network's properties as well as stewarding the connections within the network.
Blockchain and its Potential in Education. Cristina Turcu , Cornel Turcu , Iu...eraser Juan José Calderón
Blockchain and its Potential in Education. Cristina Turcu , Cornel Turcu , Iuliana Chiuchișan.
Abstract
The proposed paper presents a literature review regarding the status of integrating the dynamic blockchain technology in the educational field. Blockchain is a relatively new technology and the same is its implementation in education. The emerging need in this area of research, which still is in its infancy, is justified by the possible use cases; some of these cases are in piloting phase, while others have already been adopted by educational institutions. This paper focuses on extending knowledge about blockchain and on identifying the benefits, risks and the associated challenges regarding the successful implementation of blockchain-based solutions in the field of education, fully in line with standards and guidelines for quality assurance.
O poema incentiva o leitor a refletir sobre o passado, o presente e o futuro, sempre buscando superação pessoal de forma ética e espiritual, sem esquecer de ajudar os outros.
Este documento describe los recursos compartidos y sus ventajas. Los recursos compartidos permiten a los usuarios acceder a información de otras cuentas de manera gratuita y fácil. Pueden incluir presentaciones, fotos, videos y estar disponibles para todos los usuarios o solo algunos de manera privada. Las ventajas incluyen poder encontrar y compartir información de manera gratuita y rápida. Programas populares para compartir recursos son YouTube, Flickr y SlideShare.
This document describes three bicycle models - Mik, Mei, and Anna. It provides specifications for the materials and components used to construct each bicycle, which include a chromoly steel frame, aluminum or stainless steel for many parts, and leather saddles. The bikes are handcrafted in Buenos Aires and aim for simplicity, quality, comfort, and style.
Katherine Tucker is seeking full-time employment that offers career advancement opportunities. She has over 10 years of experience in customer service and administrative roles, including as an independent weight loss consultant, resource planner, receptionist, and supervisor at a cake shop. Tucker has a Certificate III in Business Administration and Fitness. She has strong computer, research, customer service, and problem-solving skills.
Lodha New Cuffe Parade, Luxury 2/3 & 4 Bhk Apartment in Wadala, Call- 9967244449Dilep P Neupane
LODHA NEW CUFFE PARADE
Exclusive opportunity to own Sky Garden Residences - Rarely Seen on Earth
Project Highlights:- Lodha New Cuffe Parade
Jewels in the Crown
Private Sky Gardens at New Cuffe Parade are truly a unique product with vertical green walls, a Frangipani tree, under planters and side planters; providing you with an opportunity to own a piece of garden in the sky.
Only garden residences in the neighbourhood, at New Cuffe Parade.
Owning a Sky Garden Residence has its own benefits
Amplified oxygen supply – A healthier lifestyle for the whole family
Grand and unobstructed views owing to the double/triple height of the garden
Enhanced natural ventilation
Live 3 degrees cooler than the rest of the city
No need to take elevators to go to the garden 50 floors below
Only residences to have 2 entrances – a separate entrance for the garden area. Help keeps one’s private life truly private!
Private Moments at your Sky Garden Residence
Sip your early morning tea in the fresh surrounding of your private sky garden
Enjoy a blissful, peaceful and tranquil ambience in the rush of life
Treat your guests with a moonlit dinner and mocktail in the garden.
Revive ‘Gardening’ as a hobby.
Enjoy the fragrance of your Frangipani tree.
Meditate under the tree. Exercise and yoga in the open.
Unwind with a book on a lazy Sunday afternoon.
Play the perfect host for all your kitty parties at the garden.
Experience the monsoon in a new light.
Enjoy a quiet sun set with cold coffee.
Lodha New Cuffe Parade About the Project:
Investment Destination
Garden Residences are ensconced within New Cuffe Parade which has been rated India’s no.1 real estate investment option in value terms, with an expected increase of Rs. 20,000 psf or 133% by 2017 by Knight Frank’s 2012 Investment Report.
This document provides guidance on writing phrases using appositives. It lists the key components to include in a phrase such as who, what, when, where, and why. It emphasizes the importance of using adjectives and appositives properly in a phrase, and notes that commas should not be forgotten when including appositives. Sources for more information on appositive phrases are also provided.
A pessoa oferece serviços de tradução entre português e espanhol, incluindo dissertações e trabalhos científicos. O contato é feito pelo e-mail mymonimar@gmail.com.
This document appears to be a presentation by Jakob Nikolas Kather from 2015 about color in data visualization and imaging. It discusses RGB and LAB color spaces, criteria for good colormaps including traversing a long path and having linear lightness, examples of different colormaps, and an example of using color in an fMRI brain scan image. The presentation provides information on color coding, RGB and LAB color models, guidelines for effective colormaps, examples of colormaps meeting those guidelines, and a demonstration of using color in a neuroscience image.
El documento presenta el plan de reprogramación del plan de desarrollo de Marinilla "Somos Todos" con las fechas, horas, barrios, veredas, lugares de encuentro y responsables de cada actividad programada entre el 24 y 26 de febrero. Se realizarán reuniones en escuelas y la casa de la cultura para hablar sobre temas como educación, obras públicas, sistemas y acueductos con los secretarios de despacho y las comunidades.
Training Slides of Coaching and Counseling for Modern Project Management, discussing the importance of Project Management.
For further information regarding the course, please contact:
info@asia-masters.com
www.asia-masters.com
Master Thesis presentation (MSc. Managament @ Solvay Brussels School of Economics & Management) Brice Moureau: "Creating a Venture Capital Fund in Cleantech: a Case Study"
This is the presentation of the Juan Cruz-Benito’s PhD “On data-driven systems analyzing, supporting and enhancing users’ interaction and experience” that was defended on September 3rd, 2018 in the Faculty of Sciences at University of Salamanca Spain. This PhD was graded with the maximum qualification “Sobresaliente Cum Laude”.
IN140703 service support technologies 26.9.2016Pirita Ihamäki
26.9.2016 Service support technologies lecture go through Internet of Things, Definition of Internet of Things, Overlap of the Internet of Things with field of research, Opportunities and motivations of the Internet of things, Internet of Things - Do-it Yourself (DiY).
The document discusses technology innovation in education through four lenses:
1) Redesigning learning and teaching through intelligent tools for practitioners and flexible apps.
2) Repurposing cultural contexts by creating learning opportunities outside institutions using augmented reality and social media.
3) Rethinking the nature of knowing by providing new ways to engage with ideas through tools like dynamic mathematics and case-based learning.
4) Revisioning knowledge and design by broadening what knowledge is, identifying new learning patterns, and seamlessly integrating technology into work environments.
This slide was introduced ISO/IEC JTC1 SC36 (Information Technology for Learning, Education and Training, ITLET) Prague meeting. Thanks to this brief contribution. SC36 established Ad-hoc Group (AHG) on environments and resources for AR and VR in June 25 2016.
Acronyms:
LET: Learning, Education and Training
AR: Augmented Reality
VR: Virtual Reality
Net centric tacit-knowledge_management_v_mbskillsnetman
Michael Brown presented on developing a net-centric approach to tacit knowledge management. He discussed how organizations are facing challenges retaining tacit knowledge as experienced workers retire. The presentation focused on developing a system called MIKE that uses semantic analysis and social media tools to capture tacit knowledge from electronic artifacts created during employees' daily work. The system aims to make tacit knowledge more visible and accessible across an organization. Testing showed MIKE was able to extract knowledge from collaboration networks and help solve new problems by sharing existing solutions. It also facilitated knowledge sharing without disrupting employees' routines.
Innovation Policy In Lithuanian Enterprises2003gueste881584
This document is a master's thesis by Tomas Pranckevičius from 2009 that examines innovation policy in Lithuanian enterprises. It analyzes factors influencing innovation, including R&D spending, collaboration, education, and technology use. It finds that Lithuania performs poorly in these areas compared to EU averages. It concludes by recommending establishing a national innovation strategy and coordination institution, reducing bureaucracy, promoting foreign investment and collaboration between enterprises and research institutions to improve Lithuania's innovation performance.
Digital Inclusion: Best practices from eLearningeLearning Papers
Author: David Casacuberta Sevilla.
E-learning 4 E-inclusion (EL4EI) is an EU-funded project seeking to build a community for those with valuable expertise regarding the use of eLearning for digital inclusion. The project seeks to gather and catalogue relevant best practice cases and, ultimately, to compose an eLearning charter which will be a reference tool for professionals working towards social inclusion.
Net work creating and sustaining successful networksPatti Anklam
This document provides an overview of networks and how to create and sustain successful networks. It discusses attributes of networks, tools for network management, and how networks relate to leadership, innovation, and social media. The document examines different types of networks that exist in organizations, communities, ideas, the human body, and the internet. It also discusses examining network structure and managing a network's context. The key aspects of "net work" are creating, examining, and shaping a network's properties as well as stewarding the connections within the network.
Blockchain and its Potential in Education. Cristina Turcu , Cornel Turcu , Iu...eraser Juan José Calderón
Blockchain and its Potential in Education. Cristina Turcu , Cornel Turcu , Iuliana Chiuchișan.
Abstract
The proposed paper presents a literature review regarding the status of integrating the dynamic blockchain technology in the educational field. Blockchain is a relatively new technology and the same is its implementation in education. The emerging need in this area of research, which still is in its infancy, is justified by the possible use cases; some of these cases are in piloting phase, while others have already been adopted by educational institutions. This paper focuses on extending knowledge about blockchain and on identifying the benefits, risks and the associated challenges regarding the successful implementation of blockchain-based solutions in the field of education, fully in line with standards and guidelines for quality assurance.
O poema incentiva o leitor a refletir sobre o passado, o presente e o futuro, sempre buscando superação pessoal de forma ética e espiritual, sem esquecer de ajudar os outros.
Este documento describe los recursos compartidos y sus ventajas. Los recursos compartidos permiten a los usuarios acceder a información de otras cuentas de manera gratuita y fácil. Pueden incluir presentaciones, fotos, videos y estar disponibles para todos los usuarios o solo algunos de manera privada. Las ventajas incluyen poder encontrar y compartir información de manera gratuita y rápida. Programas populares para compartir recursos son YouTube, Flickr y SlideShare.
This document describes three bicycle models - Mik, Mei, and Anna. It provides specifications for the materials and components used to construct each bicycle, which include a chromoly steel frame, aluminum or stainless steel for many parts, and leather saddles. The bikes are handcrafted in Buenos Aires and aim for simplicity, quality, comfort, and style.
Katherine Tucker is seeking full-time employment that offers career advancement opportunities. She has over 10 years of experience in customer service and administrative roles, including as an independent weight loss consultant, resource planner, receptionist, and supervisor at a cake shop. Tucker has a Certificate III in Business Administration and Fitness. She has strong computer, research, customer service, and problem-solving skills.
Lodha New Cuffe Parade, Luxury 2/3 & 4 Bhk Apartment in Wadala, Call- 9967244449Dilep P Neupane
LODHA NEW CUFFE PARADE
Exclusive opportunity to own Sky Garden Residences - Rarely Seen on Earth
Project Highlights:- Lodha New Cuffe Parade
Jewels in the Crown
Private Sky Gardens at New Cuffe Parade are truly a unique product with vertical green walls, a Frangipani tree, under planters and side planters; providing you with an opportunity to own a piece of garden in the sky.
Only garden residences in the neighbourhood, at New Cuffe Parade.
Owning a Sky Garden Residence has its own benefits
Amplified oxygen supply – A healthier lifestyle for the whole family
Grand and unobstructed views owing to the double/triple height of the garden
Enhanced natural ventilation
Live 3 degrees cooler than the rest of the city
No need to take elevators to go to the garden 50 floors below
Only residences to have 2 entrances – a separate entrance for the garden area. Help keeps one’s private life truly private!
Private Moments at your Sky Garden Residence
Sip your early morning tea in the fresh surrounding of your private sky garden
Enjoy a blissful, peaceful and tranquil ambience in the rush of life
Treat your guests with a moonlit dinner and mocktail in the garden.
Revive ‘Gardening’ as a hobby.
Enjoy the fragrance of your Frangipani tree.
Meditate under the tree. Exercise and yoga in the open.
Unwind with a book on a lazy Sunday afternoon.
Play the perfect host for all your kitty parties at the garden.
Experience the monsoon in a new light.
Enjoy a quiet sun set with cold coffee.
Lodha New Cuffe Parade About the Project:
Investment Destination
Garden Residences are ensconced within New Cuffe Parade which has been rated India’s no.1 real estate investment option in value terms, with an expected increase of Rs. 20,000 psf or 133% by 2017 by Knight Frank’s 2012 Investment Report.
This document provides guidance on writing phrases using appositives. It lists the key components to include in a phrase such as who, what, when, where, and why. It emphasizes the importance of using adjectives and appositives properly in a phrase, and notes that commas should not be forgotten when including appositives. Sources for more information on appositive phrases are also provided.
A pessoa oferece serviços de tradução entre português e espanhol, incluindo dissertações e trabalhos científicos. O contato é feito pelo e-mail mymonimar@gmail.com.
This document appears to be a presentation by Jakob Nikolas Kather from 2015 about color in data visualization and imaging. It discusses RGB and LAB color spaces, criteria for good colormaps including traversing a long path and having linear lightness, examples of different colormaps, and an example of using color in an fMRI brain scan image. The presentation provides information on color coding, RGB and LAB color models, guidelines for effective colormaps, examples of colormaps meeting those guidelines, and a demonstration of using color in a neuroscience image.
El documento presenta el plan de reprogramación del plan de desarrollo de Marinilla "Somos Todos" con las fechas, horas, barrios, veredas, lugares de encuentro y responsables de cada actividad programada entre el 24 y 26 de febrero. Se realizarán reuniones en escuelas y la casa de la cultura para hablar sobre temas como educación, obras públicas, sistemas y acueductos con los secretarios de despacho y las comunidades.
Training Slides of Coaching and Counseling for Modern Project Management, discussing the importance of Project Management.
For further information regarding the course, please contact:
info@asia-masters.com
www.asia-masters.com
Master Thesis presentation (MSc. Managament @ Solvay Brussels School of Economics & Management) Brice Moureau: "Creating a Venture Capital Fund in Cleantech: a Case Study"
The document proposes a framework that uses weblogs, digital libraries, and semantic web services to improve knowledge management and productivity for engineers during design projects. It discusses how weblogs can facilitate knowledge sharing and socialization among engineers, and how digital libraries can serve as a centralized knowledge base. It also introduces semantic web services to help integrate and utilize scattered computing resources for automated analysis. The framework aims to address common obstacles engineers face regarding limited access to relevant knowledge and convenient tools. An example social-web system prototype is presented to illustrate how the proposed technologies can be combined into a knowledge management system.
This document proposes an iterative methodology for building the Internet of Things (IoT). The methodology aims to allow everyone to experience the IoT through prototyping common use cases with a "lean startup" mentality. It outlines steps in the methodology including co-creating solutions with end users, ideating ideas, conducting questions and analysis, using an IoT architecture model, prototyping, and deploying solutions. It provides examples and influences at each step. The overall goal is to enable individuals, communities and organizations to explore the possibilities of the IoT through an open, collaborative approach.
1. The document discusses a study on using social and semantic web applications to support innovation within cooperative organizations.
2. It proposes that social web applications can improve collaboration both within and outside organizations, and that collaboration is key to innovation.
3. The study aims to develop an innovation management system using social and semantic web technologies, pilot the system within cooperatives, and assess the benefits of such applications for supporting innovation processes.
Development of Southern Luzon State University Digital Library of Theses and ...IRJET Journal
This document describes the development of a digital library of theses and dissertations at Southern Luzon State University. The system was developed using an agile model methodology and utilizes MARC for metadata creation and XML for information sharing. The system was evaluated based on ISO 25010 software quality standards and users strongly agreed it was usable. However, for better performance the document recommends using a server with higher specifications to support more accounts and articles being stored in the system.
At present, the state-of-the-art supplies for conducting a face-to-face design thinking workshop typically consists of self-stick notes and stickers, markers, and whiteboards. However, this analog way of working is incongruent with the realities of global software companies, where most products and services are developed by distributed teams. This paper explores the process of facilitating remote design thinking workshops, using information technology and communication tools. The paper is based on a participatory action research undertaken by the author as a part of the doctoral thesis - ‘a study on an approach to prepare the organization mindset to build design-led innovation culture to become a customer-centric and future driven software company’ in the Indian IT sector. The participating company realized the innovation breakthroughs using design thinking can happen only when their organization can collaborate across disciplines, silos, time zones; and were looking for a solution to scale design thinking in their organization. KEYWORDS: Collaboration, Digital Design Thinking, Distributed Teams, Innovation, Remote Design Thinking, Scale Design Thinking
Published in International Research Journal of Marketing and Economics ISSN: (2349-0314) Impact Factor- 5.779, Volume 5, Issue 7, July 2018
This document provides an overview of an ontology engineering tutorial presented by Dr. Elena Simperl and Dr. Christoph Tempich. It introduces the presenters and their backgrounds. The tutorial will cover ontology engineering methodologies, development processes, and useful management and support methods. It aims to teach how to implement a successful ontology engineering initiative in a company and convince leadership to support the project.
The document summarizes Mahdi Fahmideh's presentation on developing IoT based systems. It discusses key challenges in IoT development including security, interoperability, scalability, and data management. It emphasizes the importance of using information systems development methods to manage complexity when building IoT platforms. The presentation then outlines a generic IoT development method including phases, roles, and models. It provides recommendations for designing IoT methods and implications for research including tailoring methods based on scenarios and addressing requirements analysis and human aspects of IoT development.
This is the abstract of my M.Tech thesis submitted as part of my final semester for award of my Master's degree with thesis. This highlights my research work in the area of multi agent system project implementation in real projects, case studies and a general project package as a reference framework used as a canonical model.
Tools and Techniques for Designing, Implementing, & Evaluating Ubiquitous Com...ijceronline
Interactive systems in the mobile, ubiquitous and virtual environments are at a stage of development where designers and developers are keen to find out more about design, use, and usability of these systems. Ubiquitous Computing is the design, implementation and usability that highlight the theories, techniques, tools and best practices in these environments. This paper shows that usable and useful systems that can be achieved in ways that will improve usability to enhance user experience. Research on the usability issues for young children, teenagers, adults and the elderly is presented with different techniques for the mobile, ubiquitous and virtual environments. Interactive frameworks in the portable, omnipresent, and virtual situations are at a phase of advancement where creators and engineers are quick to discover more about the outline, use, and ease of use of these frameworks. The objective of this research paper is to assess the tools and techniques for designing, implementing, and evaluating ubiquitous computing systems used by developers so as to formulate practical solutions that address the functionality of these systems. Ideal systems ensure that designers are able to develop and predict usability of systems at all the stages of virtual environments. This is particularly essential as it increases the experience of the users. This requires one to use the best tool and techniques backed by theories to practice the same. However this varies across different fields such as ubiquitous and mobile environments. In addition all the computing tools have to share visionary tools that allow them to network while at the same time they are processing and distinctively modeling the user interface. Some of the main methods that are used for smart devices include tools such as tabs, boards and pads. Various tools are usually used in the design of the works of the computer. The need to select appropriate techniques that will allow for the efficient use of the chosen techniques for the devices is thus a necessity. This implies that the selection of such tools should be based on set out effective techniques that have been tested so that the required output is achieved.
The document describes the first phase of developing the OnScience portal, which involved designing the architecture and schematics. Key points:
- The team split into groups based on skills to work on different phases. Phase 1 focused on architecture.
- Modules like a researcher rating system were planned to make the portal more useful than existing sites. The rating system considered factors like publications.
- Developing a robust e-commerce platform was a challenge to balance user and business interests.
- A dummy platform tested the rating system algorithm by having users create profiles before the public launch.
- The main page layout was designed using interface tools to optimize the user experience. PHP and JavaScript were selected for the technical
This document discusses modern collaboration technologies in organizations. It covers factors that affect adoption of these technologies and parameters for successful roll-out. Some key points include: collaboration allows people and organizations to work together by sharing knowledge; electronic collaboration uses networking technologies to create shared understanding; benefits include connecting people to the right information, processes, and each other; research questions examine collaboration tools, frameworks for evaluation, and factors affecting adoption; the hypothesis is that selecting the right technologies for an organization's unique needs and culture while systematically applying them can provide substantial benefits.
IRJET- Virtual Community Using Cloud Technology “Unitalk”IRJET Journal
This document discusses the development of a virtual community system called "Unitalk" using cloud technology. The system would allow a college community to share notices, posts, notes, and ask student queries through a web portal connected to the cloud. It would help the college administrator get information on registered students and faculty. The system also proposes a chatbot for easy access to common questions. The chatbot would allow users to ask questions like they would to a human. The document discusses how cloud computing, community clouds, software as a service, and chatbots could enable this virtual community system.
The document discusses the need to transition from digital preservation projects to infrastructure by integrating preservation into the data production process. It outlines gaps between repositories and producer communities and suggests bridging these gaps by developing interoperable tools across production and preservation workflows, and embedding preservation awareness and skills into research training and practice. Building comprehensive digital preservation infrastructure requires considering both technical and social aspects across local, global, and disciplinary contexts.
The presentation aims to emphasize the need for more applications and prototypes in the area of the Semantic Web that will showcase the various research findings and technologies.
Can Intra-Organizational Wikis Facilitate Knowledge Transfer and Learning? An...Alexander Stocker
We describe concept and implementation of a wiki-based application facilitating knowledge transfer and learning within the enterprise. Building on two interviews with managerial experts responsible for the roll-out and an online survey of 59 non-executive employees targeted by this new solution, we present the results of our evaluation. Our contribution was highly motivated from the continuing discussion on the potential and pitfalls of Web 2.0 technologies and applications underlying technology enhanced learning and the lack of empirical studies in contrast.
International Journal of Engineering Research and Development (IJERD)IJERD Editor
journal publishing, how to publish research paper, Call For research paper, international journal, publishing a paper, IJERD, journal of science and technology, how to get a research paper published, publishing a paper, publishing of journal, publishing of research paper, reserach and review articles, IJERD Journal, How to publish your research paper, publish research paper, open access engineering journal, Engineering journal, Mathemetics journal, Physics journal, Chemistry journal, Computer Engineering, Computer Science journal, how to submit your paper, peer reviw journal, indexed journal, reserach and review articles, engineering journal, www.ijerd.com, research journals,
yahoo journals, bing journals, International Journal of Engineering Research and Development, google journals, hard copy of journal
The document describes a web-based project management system that was developed to address challenges with planning, tracking, and communicating about projects. The system allows project managers and team members to monitor project progress, assign tasks, set milestones, and communicate with stakeholders. It was created using an iterative development process with PHP, HTML, CSS and JavaScript on a WAMP server. Entities like users, projects, tasks and milestones are related in a database structure. The system provides a way for distributed teams to collaborate remotely and keep all parties informed through updates to the central system.
The document describes a Semantic Wiki system called SoWiSE that was developed to help software developers collaborate more effectively. SoWiSE combines Wiki and Semantic Web technologies to allow developers to tag and search software documentation based on ontologies. It was built as an Eclipse plugin to integrate with the developer's IDE. SoWiSE enhances an existing Wiki plugin for Eclipse called EclipseWiki by adding semantic search capabilities and customizations for software development tasks.
A workshop hosted by the South African Journal of Science aimed at postgraduate students and early career researchers with little or no experience in writing and publishing journal articles.
Leveraging Generative AI to Drive Nonprofit InnovationTechSoup
In this webinar, participants learned how to utilize Generative AI to streamline operations and elevate member engagement. Amazon Web Service experts provided a customer specific use cases and dived into low/no-code tools that are quick and easy to deploy through Amazon Web Service (AWS.)
it describes the bony anatomy including the femoral head , acetabulum, labrum . also discusses the capsule , ligaments . muscle that act on the hip joint and the range of motion are outlined. factors affecting hip joint stability and weight transmission through the joint are summarized.
Main Java[All of the Base Concepts}.docxadhitya5119
This is part 1 of my Java Learning Journey. This Contains Custom methods, classes, constructors, packages, multithreading , try- catch block, finally block and more.
हिंदी वर्णमाला पीपीटी, hindi alphabet PPT presentation, hindi varnamala PPT, Hindi Varnamala pdf, हिंदी स्वर, हिंदी व्यंजन, sikhiye hindi varnmala, dr. mulla adam ali, hindi language and literature, hindi alphabet with drawing, hindi alphabet pdf, hindi varnamala for childrens, hindi language, hindi varnamala practice for kids, https://www.drmullaadamali.com
How to Setup Warehouse & Location in Odoo 17 InventoryCeline George
In this slide, we'll explore how to set up warehouses and locations in Odoo 17 Inventory. This will help us manage our stock effectively, track inventory levels, and streamline warehouse operations.
How to Build a Module in Odoo 17 Using the Scaffold MethodCeline George
Odoo provides an option for creating a module by using a single line command. By using this command the user can make a whole structure of a module. It is very easy for a beginner to make a module. There is no need to make each file manually. This slide will show how to create a module using the scaffold method.
1. SEMANTIC WEB AND SEMANTIC TECHNOLOGIES
TO ENHANCE INNOVATION AND TECHNOLOGY
WATCH PROCESSES
Arrasate-Mondragon, 14 October 2016
Alain Perez Riaño
Supervisor: Dr. Felix Larrinaga Barrenechea
Co-Supervisor: Dr. Juan Ignacion Igartua Lopez
Electronics and Computing Department
Faculty of Engineering – Mondragon University
2. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Table of contents
1. INTRODUCTION
2. FOUNDATIONS
3. WEB BASED PLATFORM FOR INNOVATION PROCESSES
4. SEMANTIC WEB TO LINK THE INNOVATION PROCESS WITH INTERNAL AND
EXTERNAL REPOSITORIES
5. SEMANTIC WEB TO ENHANCE INNOVATION AND TECH. WATCH LINKING
6. SEMANTIC TECHNOLOGIES TO ENHANCE TECH. WATCH PRODUCTIVITY
7. CONCLUSIONS
8. CONTRIBUTIONS
2 / 73
4. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Contribution area and scope
1. Innovation process
• Idea life-cycle, from its definition to its implementation.
• Idea management Systems (IMSs).
2. Technology Watch (TW) process
• Capturing information relevant to a company’s business
from outside and inside the organization.
• Information refers to competitors, technologies, news,
patents...
• Software platforms can help storing and managing that
information.
4 / 73
5. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Problem and Motivation
1. Data-overflow
• Noisy data.
• Duplicate or already processes content.
• Hard to manage large amount of information.
2. Successful idea contest identification and replication.
• Hard to identify why some contest are successful and
other not.
• Most IMSs are idea centered (do not gather background
information).
5 / 73
6. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Problem and Motivation
3. Interoperability
• Lack of interoperability among platforms.
• Data re-usability.
4. Non productive tasks
• Waste of time of experts in non-productive tasks (reading
and classifying).
6 / 73
7. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Objectives
1. Propose a conceptual model for the identification of
successful idea contests and their replication.
2. Identify semantic web methods that provide
additional content to IMSs from repositories inside
and outside the company.
3. Propose a concept model to enable the
interoperability among platforms linking content.
4. Reduce the workload of the experts in the TW
process.
7 / 73
8. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Research Questions
1. Can a conceptual model help on replicate successful
Idea Contests?
2. Can semantic methods enable content linking among
IMS platforms and semantic repositories internal and
external to the companies?
3. Can interoperability among content from Innovation
and TW platforms be generalized in a single model?
4. Which are the best semantic technologies that help
reducing the time spent on non-productive tasks
inside the TW process?
8 / 73
9. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Solution Architecture
Figure 1: Solution architecture for the thesis.
9 / 73
11. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Innovation Process
• Most of the Innovation process definitions agree on a
common baseline[1]:
Figure 2: Innovation process baseline stages.
• Thus, management of the ideas is the most critical part.
[1] N. Errasti, N. Zabaleta, and A. Oyarbide. A review and conceptualisation of innovation models from the past three
decades. International Journal of Technology Management, 55(3):190-200, 2011.
11 / 73
12. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Innovation Process
• Igartua, J.I.[1] showed relationship between the use of
Innovation Management Tools and innovation activity.
• Westerski et al.[2] wrote about innovation, interoperability
and linking.
• ”knowledge management based on interlinking of enterprise
systems and web assets to increase information awareness
and help innovation assessment”.
• Interoperability issues.
• Relation among Innovation and Technology Watch (TW)
processes.
[1] J. I. Igartua, J. A. Garrigós, and J. L. Hervas-Oliver. How innovation management techniques support an open
innovation strategy. Research-Technology Management, 53(3):41-52, 2010.
[2] A. Westerski, C. A. Iglesias, and F. T. Rico. A model for integration and interlinking of idea management systems. In 4th
Metadata and Semantics Research Conference (MTSR 2010), volume 108 CCIS, pages 183-194, October 2010. Springer
Verlag.
12 / 73
13. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Technology Watch Process
TW definition (AENOR’s UNE 166006:2011 Standard)
• An organized, selective and permanent process.
• To capture information about science and technology.
• From outside and inside the organization.
Different domains
• Patents, utility models, industrial designs.
• Legislation, regulations, grants.
• Socio-economic situation of markets.
• News (sector, scientific, doctoral thesis).
• Products.
• ...
13 / 73
14. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Technology Watch Process
• Society for Competitive Intelligence Professionals (SCIP),
identifies five steps in the process:
Figure 3: Five stages of the Technology Watch process.
• Content gathering may cause a data overflow.
14 / 73
15. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Technologies to support Innovation and Technology Watch
Social Web
• Dynamic bi-directional web pages.
• Hence the concept of Collective Intelligence or Wisdom of
crowds[1] (Social Networks).
• Increasing interest in IMS[2].
[1] J. Surowiecki. The wisdom of crowds . Random House Digital, Inc.,3:22, 2005.
[2] A. Conry-Murray. Can enterprise social networking pay off. Informationweek.com, 1224:23-29, 2009.
15 / 73
16. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Technologies to support Innovation and Technology Watch
Natural Language Processing (NLP)
• ”explores how computers can be used to understand and
manipulate natural language text or speech”[1].
• Covertino et al. [2] used NLP to identify the ”core” of the ideas.
• Other aim to extract text and map it to an ontology or semantic
element [3][4]
[1] G. G. Chowdhury. Natural language processing. Annual review of information science and technology, 37(1):51-89,
2003.
[2] G. Convertino, Á. Sándor, and M. Baez. Idea spotter and comment interpreter: Sensemaking tools for idea
management systems. In ACM Communities and Technologies Workshop: Large-Scale Idea Management and Deliberation
Systems Workshop, 2013.
[3] J. West and S. Gallagher. Challenges of open innovation: the paradox of firm investment in open-source software.
R&D Management, 36(3):319-331, 2006.
[4] S. Hellmann, J. Lehmann, S. Auer, and M. Brümmer. Integrating nlp using linked data. In 12th International Semantic
Web Conference, 21-25 October 2013, Sydney, Australia, 2013.
16 / 73
17. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Technologies to support Innovation and Technology Watch
Artificial Intelligence (AI)
• ”is the study of the design of intelligent agents”[1]
• Classification => learn from training set and classify new items.
• Clustering => it finds similarities among the objects and groups
them in different clusters.
[1] D. Poole, A. Mackworth, and R. Goebel. Computational Intelligence. Oxford University Press Oxford, 1998.
17 / 73
18. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Technologies to support Innovation and Technology Watch
Semantic Web
• ”The Semantic Web is ... an extension of the current one, ...
enabling computers and people to work in cooperation”[1].
• Main technologies:
• Resource Description Framework (RDF)
• Web Ontology Language (OWL)
• Their combination make explicit descriptions of content
on the web.
• The content of the web is structured and linked as in any
database, creating the Linked Data (LD)
[1] T. Berners-Lee, J. Hendler, and O. Lassila. The semantic web. Scientific American, 284(5):28-37, 2001.
18 / 73
19. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
• Innovation is essential for buisiness survival.
• TW closely related to Innovation.
• With the use of ICT:
• Collaborative IMSs => for idea generation and
reaching more collaborators.
• Semantic Web & Linked Data => for
interoperability and adding automatically
relevant data.
• Semantic Technologies => task automation for
reducing time spent on non productive tasks.
19 / 73
21. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Main Contributions
• IMS platform to enable the identification
and replication of successful idea contests.
• Gi2Mo Wave ontology to annotate
semantically the background of idea
contests.
21 / 73
22. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Introduction
Probematic
• Most IMSs gather little context information.
• Hard to identify why an Idea contest has been successful.
• Interoperability for data re-usability.
Approach
• Build an interoperable IMS.
• Gather and store context information.
22 / 73
23. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Existing theories
Architecture participation analysis[1]
• IMSs → Idea centered.
• Open Source platform selection reinforced.
• Social networks help reaching new collaborators.
• Drupal & Liferay → Highest score.
Semantic Web Ontologies for ideas
• Innovation management[2] & Gi2MO ontology [3].
[1] N. Errasti. Social software in support of collaborative innovation processes. Projectics/Projectique, (2):81-104, 2010.
[2] C. Riedl, N. May, J. Finzen, S. Stathel, V. Kaufman, and H. Krcmar. An idea ontology for innovation management.
International Journal on Semantic Web and Information Systems, 5(4):1-18, 10 2009.
[3] A. Westerski. Gi2mo: Interoperability, linking and filtering in idea management systems. In Extended Semantic Web
Conference 2011. PhD Symposium Poster., Heraklion, Greece, May 2011. 23 / 73
24. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Research approach
Figure 4: Incremental Development Cycle methodology.
24 / 73
25. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Research approach
Platform
• Idea Generation => Blog.
• Idea Analysis => Selection table (with data).
• Idea Enrichment => Wiki.
• Idea Selection => Selection Matrix.
• Wave for multiple idea contests.
• Real Time Web (Twitter-email).
• Events.
• Semantic Web (Gi2Mo Wave).
• Visualization tools.
• Community modules (RDFme, workflow, voting..)
25 / 73
26. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Research approach
Ekiten case-study
• Driven by the Engineering, Business and Humanities
faculties of MU.
• To promote entrepreneurship among students.
• Each year => duration: 4 months.
• 3 waves each year
• Innoweb => since 2010
• Wave module => since 2011
26 / 73
28. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
• 1st RQ: Can a conceptual model help on replicate successful
Idea Contest?
• Offers data in semantic format (enabling interoperability).
• Visual tools, ease data analysis for managers.
• Enables management decisions impact analysis.
• Better campaign control/design.
• Co-creation traceability.
28 / 73
29. SEMANTIC WEB TO LINK THE
INNOVATION PROCESS WITH
INTERNAL AND EXTERNAL
REPOSITORIES
30. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Main Contribution
• Proposal of a method to enable
interoperability of IMS platforms with
semantic repositories internal and external
to the company.
30 / 73
31. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Introduction
Probematic
• Lack of interoperable platforms => Data silos.
• Sustainability repository.
• Energy consumption.
• GHG emissions.
• ...
Approach
• Analyse semantic web methods to link IMSs with internal &
external repositories.
• Tools to add information to IMSs from repositories.
• Create richer ideas.
31 / 73
32. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Use cases
1. Energy Reduction
• I would change the incandescent bulb in desk number 333 for
a LED bulb in order to save energy.
• Identify: desk number 333, incandescent bulb, LED bulb.
• Link to the data in the repository.
• Show location of the desk, and power consumption
difference.
Figure 5: Energy Reduction and LCA ideas 32 / 73
33. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Use cases
2. Life-cycle Assessment (LCA)
• If we buy 13-Inch MackBook Air laptops instead of 13-Inch
MacBook Pro, we can reduce the amount of GHG emissions in
the manufacture of our devices.
• Identify: MackBookAir, MacBook Pro and GHG.
• Show GHG emissions for both laptops.
3. Similar ideas recognition
• Compare idea mentions.
• Show the ideas with the largest amount of matchings.
• Why similar ideas have been rejected.
33 / 73
34. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Platform
Figure 6: Process to find related elements in Internal and External
repositories.
34 / 73
35. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Platform
Figure 7: Example of automatically added information.
35 / 73
36. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
• 2nd RQ: Can semantic methods enable content linking
among IMS platforms and semantic repositories internal and
external to the companies?
• Apply semantic web and LOD technologies to link
sustainability repositories with IMSs.
• Identify elements mentioned in the ideas.
• Tools tested with real sustainability repository.
36 / 73
38. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Main Contributions
• Architecture to enable interoperability
among Innovation and TW platforms.
• Mentions Ontology (MO) to annotate
semantically mentioned elements inside text
based content.
38 / 73
39. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Introduction
Probematic
• Interoperability
• Linking content in the same platform (idea-idea).
• Interoperability among platforms needed for data
re-usability. (e.g. Innovation-TW or Idea-news item)
Approach
• Propose a conceptual model for linking content from IMS
and TW platforms.
• Deliver definitions from external repositories.
• Show content similarities.
39 / 73
40. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Theory
• A need to enable interoperability among platforms[1].
• Duplicates make idea assessment time consuming[2].
• Innovators do not find worthwhile to search in a huge
database before posting their own ideas (proper tools)[3].
[1] A. Westerski, C. A. Iglesias, and F. T. Rico. A model for integration and interlinking of idea management systems. In 4th
Metadata and Semantics Research Conference, volume 108 CCIS, pages 183-194, 2010
[2] C. Geffen and K. Judd. Innovation through initiatives: a framework for building new capabilities in public sector
research organizations. Journal of Engineering and Technology Management , 21(4):281-306, 2004.
[3] E. Ford and S. Mohapatra. Idea de-duplication in an innovation community. Urbana , 51:61801-2302, 2011.
40 / 73
41. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Theory
• TW as starting point of innovation process[1].
• News domain a ”clear area where it is important for
companies to keep a close eye on technologiecal
developments in their field”[2].
[1] B. Fernández Fuentes, S. Pérez Álvarez, F.D. Valle Gastaminza. Metodología para la implantación de sistemas de
vigilancia tecnológica y documental: El caso del proyecto INREDIS. Investigación bibliotecnológica, 23(49), 149-177, 2009
[2] D. Maynard, M. Yankova, A. Kourakis, and A. Kokossis. Ontology-based information extraction for market monitoring
and technology watch. In ESWC Workshop ”End User Apects of the Semantic Web”, Heraklion, Crete , 2005.
41 / 73
42. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Figure 8: Solution architecture
42 / 73
43. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
• Based on Modular Uniffied Tagging Ontology (MUTO) 1.
• Methodology for ontology modelling.[1][2]
Figure 9: Mentions Ontology’s2
Class Diagram.
• DBPedia Spotlight.
[1] A. Gómez-Pérez. Ontological engineering: A state of the art. Expert Update: Knowledge Based Systems and Applied
Artificial Intelligence , 2(3):33-43, 1999.
[2] M. Uschold and M. King. Towards a methodology for building ontologies . Citeseer, 1995.
1
http://purl.org/muto/core#
2
https://w3id.org/mo
43 / 73
44. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Ubuntu Brainstorm (27000)
• 10 most commented.
• 10 not commented.
• 10 highest rated.
• 10 not rated.
• 40 implemented.
• 120 random.
News feeds (550)
• OMG! Ubuntu.
• Ubuntu Security Notices.
• I heart Ubuntu.
• Web Upd8.
• Ubuntu Manual.
• 200 random.
Experiments
1. Concept definition experiment.
2. Idea similarity experiment.
3. News similarity experiment.
44 / 73
45. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Evaluation - Statistical inference
• Size of the sample (200 ideas * 10 links/idea = 2000 links).
• Try to reject a Null hypothesis.
H0 (null hypothesis) The system finds low quality relationships
H1 (alternative hypothesis) The system does not find low quality relationships
Table 3: Null and alternative hypothesis for similarity experiments.
45 / 73
46. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Results
Figure 10: Accuracy of identified
concepts from the body.
Figure 11: Accuracy of identified
concepts from the title.
Figure 12: Accuracy of critical
concepts from the body.
Figure 13: Accuracy of critical
concepts from the title.
46 / 73
47. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Results
Body Title T&B T&B+Score
Same 102 153 (+51) 197 (+44) 228 (+31)
Closely related 194 255 (+61) 330 (+75) 448 (+118)
Related 463 733 (+270) 851 (+118) 767 (-84)
Some how related 233 193 (-40) 147 (-46) 143(-4)
Not related 1008 666 (-342) 475 (-191) 414 (-61)
Table 4: Idea relationships in each iteration.
47 / 73
48. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Results
Figure 14: News
items and ideas
relationships.
Figure 15: News items and ideas relationships by
position.
48 / 73
50. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
• 3rd RQ: Can interoperability among content from Innovation
and TW platforms be generalized in a single model?
• Statistical inference suggest that the architecture is
feasible for:
• Link Ideas among each other.
• Link Ideas-News items.
• Higher in the list -> More related.
• Best results using Title&Body+Score.
• Mentions ontology.
50 / 73
52. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Main Contributions
• Reduction of human workload on document
classification tasks in the TW process.
• Identification of best semantic technologies
for automatic document classification.
52 / 73
53. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Introduction
Probematic
• Real TW case study.
• Too much time wasted in document classification.
Approach
• Semantic Technologies (AI) for document classification.
• Different approaches.
• Input text (RAW & Semantic annotations).
• AI algorithms.
53 / 73
54. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Theory
• NLP tasks over electronic text to treat them[1]:
• Tokenization.
• Function words elimination.
• Stemming.
• Word frequency.
• AI Algorithms for text mining[2]. 3 selected belonging to
different approaches.
• SVM.
• Decision Tree (J48).
• Naive Bayes.
[1] R. Mitkov. The Oxford handbook of computational linguistics. Oxford University Press, 531:532, 2005.
[2] B. Baharudin, L. H. Lee, and K. Khan. A review of machine learning algorithms for text-documents classiffication.
Journal of advances in information technology, 1(1):4-20, 2010.
54 / 73
55. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Dataset 1. Previously categorized documents.
• 7379 documents.
• 14 classes.
• The text of these documents → RAW Text.
Dataset 2. Additional content added by the experts.
• 6968 documents.
• 14 classes.
• Additional content of these documents → Experts information.
Semantic Annotations.
• URIs for Mentioned Elements.
• For both.
55 / 73
56. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Tools
• DBPedia Spotlight → semantic annotation.
• WEKA → text mining (10 fold cross validation).
Figure 16: Model generation.
Figure 17: Single document’s
hits. 56 / 73
57. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Figure 18: Information flow with no interactions.
57 / 73
58. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Material and Methods
Figure 19: Information flow using automatic system. 58 / 73
59. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Results
7379
Instances
Raw text
(36635 attributes)
Raw text +
Semantic annotations
(46336 attributes)
No
intervention
J48 SVM
Naive
Bayes
J48 SVM
Naive
Bayes
Accuracy
1st Hit 0,978 0,947 0,908 0,977 0,946 0,908
12nd Hit 0,969 0,900 0,908 0,968 0,898 0,908
3rd Hit 0,963 0,837 0,908 0,964 0,836 0,908
Precision
1st Hit 0,846 0,632 0,359 0,840 0,622 0,359
12nd Hit 0,731 0,401 0,359 0,732 0,392 0,359
3rd Hit 0,687 0,287 0,359 0,691 0,283 0,359
Recall
1st Hit 0,846 0,632 0,359 0,840 0,622 0,359
12nd Hit 0,886 0,801 0,359 0,882 0,784 0,359
3rd Hit 0,893 0,860 0,359 0,888 0,849 0,359
FScore
1st Hit 0,846 0,632 0,359 0,840 0,622 0,359
12nd Hit 0,801 0,534 0,359 0,800 0,523 0,359
3rd Hit 0,776 0,430 0,359 0,777 0,425 0,359
Amount
of
readings
1st Hit 9659 12807 16843 9736 12956 16838
147582nd Hit 10201 13027 21565 10305 13347 21568
3rd Hit 10938 13626 26292 11085 13981 26298
Table 7: Results using “Raw text”, without and with “Semantic
Annotations” (1st experiment). 59 / 73
60. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Results
6968
Instances
Experts’ information
(6804 attributes)
Experts’ information +
Semantic annotations
(8483 attributes)
No
intervention
J48 SVM
Naive
Bayes
J48 SVM
Naive
Bayes
Accuracy
1st Hit 0,975 0,958 0,935 0,974 0,962 0,931
12nd Hit 0,958 0,912 0,934 0,960 0,914 0,931
3rd Hit 0,948 0,849 0,934 0,950 0,850 0,931
Precision
1st Hit 0,824 0,709 0,542 0,819 0,732 0,519
12nd Hit 0,655 0,442 0,536 0,667 0,450 0,515
3rd Hit 0,590 0,313 0,536 0,604 0,316 0,515
Recall
1st Hit 0,824 0,709 0,542 0,819 0,732 0,519
12nd Hit 0,873 0,884 0,548 0,868 0,900 0,524
3rd Hit 0,887 0,940 0,548 0,879 0,949 0,524
FScore
1st Hit 0,824 0,709 0,542 0,819 0,732 0,519
12nd Hit 0,748 0,589 0,542 0,754 0,600 0,519
3rd Hit 0,709 0,470 0,542 0,716 0,475 0,519
Amount
of
readings
1st Hit 9421 11019 13355 9492 10708 13676
139342nd Hit 9962 10615 16459 10072 10232 16962
3rd Hit 10646 10636 19606 10841 10245 20282
Table 8: Results using “Experts’ information” , without and with
“Semantic Annotations” (2nd experiment). 60 / 73
61. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Results
classified
as ->
a b c d e f g h i j k l m n
a 352 6 7 3 8 13 3 2 8 1 3 1 3 10
b 5 412 26 3 5 5 1 2 4 1 8 2 17 1
c 12 18 766 2 4 6 5 1 5 1 3 0 7 6
d 2 0 2 313 2 1 0 19 0 5 2 1 1 1
e 2 7 4 2 562 16 7 4 126 1 9 8 7 2
f 20 10 3 0 23 737 21 2 7 1 2 3 3 3
g 5 3 3 0 5 21 388 3 11 1 7 7 4 2
h 1 0 2 16 4 0 4 391 12 5 2 1 1 2
i 4 8 4 2 93 5 3 5 377 3 4 2 7 2
j 0 2 0 9 2 4 1 11 0 273 3 0 1 0
k 4 4 7 1 6 5 2 3 15 0 633 3 42 0
l 3 3 2 0 4 3 10 1 5 0 7 449 13 2
m 3 22 11 0 11 4 6 3 5 3 41 5 284 1
n 10 2 7 0 4 6 2 2 0 1 0 1 1 302
Table 9: Confusion matrix of the model with the best results (J48
algorithm - 1st hit - RAW text) (Market | Competitors | Technologies |
Subsidies).
61 / 73
62. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
• 4th RQ: Which are the best semantic technologies that help
reducing the time spent on non-productive tasks inside the
TW process?
• Semantic Annotations did not improve results in this case.
• RAW text does not need a treatment.
• Hits only improved using SVM and Experts information.
• J48, 1st hit & ”RAW text” gave best results (34.55%).
• Taking into account super-classes, better results.
62 / 73
64. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
Figure 20: Solution architecture implemented in the 1st part of the
thesis. 64 / 73
65. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
Figure 21: Solution architecture implemented in the 2nd part of the
thesis. 65 / 73
66. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
Figure 22: Solution architecture implemented in the 3rd part of the
thesis. 66 / 73
67. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Conclusions
Figure 23: Solution architecture implemented in the 4th part of the
thesis. 67 / 73
68. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Future Work
• Test linking functionalities in other scenarios and
content types.
• Case study that implement the whole architecture at
once.
• Testing alternatives to DBpedia Spotlight API.
• Clustering for enhance document classification.
• More visual tools development.
68 / 73
70. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Cross university and company collaboration
• Digital Enterprise Research Institute (DERI)
of the National University of Ireland (NUI)
• Universidad Politécnica de Madrid (UPM)
• ISEA
• Koniker
• Mondragon Unibertsitatea (MU)
70 / 73
71. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Projects
• SELENE: Support System for Strategic Decision and
Patentability in the Field of Home Energy
• COLABORANOVA: Collaborative Innovation System
Based on Participation
• ELKARWEB: Social and Semantic Web Platform to
Support Collaborative Innovation
• PATENTAWARE: Support System for Strategic Decision
and Patentability in the Field of Home Energy
• INNES: Smart Platform for Strategic Innovation in the
Field of Health (Strategin Innovatioin) (MU)
• K-INNES: Smart Platform for Strategic Innovation in the
Field of Health , Servicing for KONIKER
• ACCELERATE: A Platform for the Acceleration of
GO-TO Market in the ICT Industry
71 / 73
72. Introduction Foundations Web Platform Repo. linking Inn & TW linking TW productivity Conclusions Contributions
Scientific Publications
• A case study on the use of community platforms for
inter-enterprise innovation, 2011, 17th International Conference
on Concurrent Enterprising (ICE 2011)
• INNOWEB: Gathering the context information of innovation
processes with a collaborative social network platform, 2013,
19th International Conference on Concurrent Enterprising (ICE 2013)
• The Role of Linked Data and Semantic-Technologies for
Sustainability Idea Management, 2013, 2nd International
Symposium on Modelling and Knowledge Management for Sustainable
Development (MoKMaSD 2013)
• Semantic Annotations to enhance Innovation and Technology
Watch Interoperability, pending at International Journal on
Semantic Web and Information Systems (IJSWIS)
• A case study on the use of Machine Learning techniques for
supporting Technology Watch, pending at Data and Knowledge
Engineering (DKE) journal
72 / 73