Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015Big Data Spain
The term 'Data Science' was first described in scientific literature about 15 years ago. It started to become a major trend in industry about 7 years ago.
O'Reilly Media surveys the industry extensively each year. In addition we get a good birds-eye view of industry trends through our conference programs and publications, working closely with some of the best practitioners in Data Science.
By now, the field has evolved far beyond its origins eclipsing an earlier generation of Business Intelligence and Data Warehousing approaches. Data Science is moving up, into the business verticals and government spheres of influence where it has true global impact.
This talk considers Data Science trends from the past three years in particular. What is emerging? Which parts are evolving? Which seem cluttered and poised for consolidation or other change?
Session presented at Big Data Spain 2015 Conference
15th Oct 2015
Kinépolis Madrid
http://www.bigdataspain.org
Event promoted by: http://www.paradigmatecnologico.com
Abstract: http://www.bigdataspain.org/program/thu/slot-2.html
Authors:
Tracey P. Lauriault, Programmable City Project, Maynooth University
Peter Mooney, Environmental Protection Agency Ireland and Department of Computer Science Maynooth University
Title:
Crowdsourcing: A Geographic Approach to Identifying Policy Opportunities and Challenges Toward Deeper Levels of Public Engagement
Presented:
The Internet, Policy and Politics Conference, Oxford Internet Institute, University of Oxford, September 25-26, 2014
See the abstract here:
http://ipp.oii.ox.ac.uk/2014/programme-2014/track-c-politics-of-engagement/community/tracey-p-lauriault-peter-mooney
Experiences as a producer, consumer and observer of open dataProgCity
Peter Mooney, is an Environmental Protection Agency (EPA) funded Research Fellow at the Department of Computer Science, NUI Maynooth. He has been working with the EPA on making environmental data publicly accessibly for the last ten years.
Presentation was part of The 1st Seminar of the ERC Funded Programmable City Project based at NIRSA, NUI Maynooth, Republic of Ireland.
The Evidence Hub: Harnessing the Collective Intelligence of Communities to Bu...Anna De Liddo
Presentation to the Large-Scale Idea Management and Deliberation Systems Workshop @
6th International Conference on Communities and Technologies C&T2013
June 29,2013
Munich, Germany
Empowering user participation with converged semantic servicesAnna Fensel
Slides discussing how semantics empowers community participation. Presented at STI Innsbruck Summit at lake Garda, June 27, 2012. Credits to my present and past employers: STI Innsbruck, FTW, University of Surrey.
Towards Semantic APIs for Research Data Services (Invited Talk)Anna Fensel
Rapid development of Internet and Web technology is changing the state of the art in communication of knowledge, or results of research activities. Particularly, Semantic technology, linked and open data become key enablers for successful and efficient progress in research. At first, I define the research data service (RDS) and discuss typical current and possible future usage scenarios involving RDS. Further, I discuss the state of the art in the areas of semantic service and data annotation and API construction, as well as infrastructural solutions, applicable for RDS realisation. At last, innovative methods of online dissemination, promotion and efficient communication of research are discussed.
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015Big Data Spain
The term 'Data Science' was first described in scientific literature about 15 years ago. It started to become a major trend in industry about 7 years ago.
O'Reilly Media surveys the industry extensively each year. In addition we get a good birds-eye view of industry trends through our conference programs and publications, working closely with some of the best practitioners in Data Science.
By now, the field has evolved far beyond its origins eclipsing an earlier generation of Business Intelligence and Data Warehousing approaches. Data Science is moving up, into the business verticals and government spheres of influence where it has true global impact.
This talk considers Data Science trends from the past three years in particular. What is emerging? Which parts are evolving? Which seem cluttered and poised for consolidation or other change?
Session presented at Big Data Spain 2015 Conference
15th Oct 2015
Kinépolis Madrid
http://www.bigdataspain.org
Event promoted by: http://www.paradigmatecnologico.com
Abstract: http://www.bigdataspain.org/program/thu/slot-2.html
Authors:
Tracey P. Lauriault, Programmable City Project, Maynooth University
Peter Mooney, Environmental Protection Agency Ireland and Department of Computer Science Maynooth University
Title:
Crowdsourcing: A Geographic Approach to Identifying Policy Opportunities and Challenges Toward Deeper Levels of Public Engagement
Presented:
The Internet, Policy and Politics Conference, Oxford Internet Institute, University of Oxford, September 25-26, 2014
See the abstract here:
http://ipp.oii.ox.ac.uk/2014/programme-2014/track-c-politics-of-engagement/community/tracey-p-lauriault-peter-mooney
Experiences as a producer, consumer and observer of open dataProgCity
Peter Mooney, is an Environmental Protection Agency (EPA) funded Research Fellow at the Department of Computer Science, NUI Maynooth. He has been working with the EPA on making environmental data publicly accessibly for the last ten years.
Presentation was part of The 1st Seminar of the ERC Funded Programmable City Project based at NIRSA, NUI Maynooth, Republic of Ireland.
The Evidence Hub: Harnessing the Collective Intelligence of Communities to Bu...Anna De Liddo
Presentation to the Large-Scale Idea Management and Deliberation Systems Workshop @
6th International Conference on Communities and Technologies C&T2013
June 29,2013
Munich, Germany
Empowering user participation with converged semantic servicesAnna Fensel
Slides discussing how semantics empowers community participation. Presented at STI Innsbruck Summit at lake Garda, June 27, 2012. Credits to my present and past employers: STI Innsbruck, FTW, University of Surrey.
Towards Semantic APIs for Research Data Services (Invited Talk)Anna Fensel
Rapid development of Internet and Web technology is changing the state of the art in communication of knowledge, or results of research activities. Particularly, Semantic technology, linked and open data become key enablers for successful and efficient progress in research. At first, I define the research data service (RDS) and discuss typical current and possible future usage scenarios involving RDS. Further, I discuss the state of the art in the areas of semantic service and data annotation and API construction, as well as infrastructural solutions, applicable for RDS realisation. At last, innovative methods of online dissemination, promotion and efficient communication of research are discussed.
presented at the 2011 SemTech
Open government data and related services/applications are quickly growing on the Web. Although most agree that the government data has great potential in solving real world problems, there are still many challenges that must be addressed. This talk will describe several representative domain applications and provide concrete examples of evolving technical challenges remaining. We will show solution paths that have proven useful and make recommendations on the corresponding Semantic Web best practices.
• Scalability. How can we handle(e.g. search and cleanse) the 3,000+ raw/tool datasets, and the additional 300,000+ geo datasets from data.gov?
• Interoperability. Multi-scale open government data came from city governments, state governments, and national governments. How can one compare the GDP of the US and China, and later link to state-level financial data? Open government data covers many domains. How can one associate open government data with domain knowledge to build a cancer prevention application?
• Provenance and quality. How should provenance be leveraged to facilitate high-quality data management interactions (e.g. reuse, mash-up and feedback) between the government and the public?
TourPack: Packaging and Disseminating Touristic Services with Linked Data and...Anna Fensel
While the touristic service offers become present and bookable in abundance on the ICT communication channels, TourPack aims to build a linked data -empowered system for touristic service packaging. Integrating information from multiple sources and systems
employing linked data as a global information integration platform, and mining from the depths of the “closed” data, the touristic service package production system will be able to cater to creating the most optimal travel experience for the traveler. Further, the service packages will be efficiently published and made bookable to the end consumers via intelligently selected most suitable communication and booking channels: especially the ICT channels with rapidly growing user audiences, such as the social media and the mobile apps.
The Power of Linked Data for Government & Healthcare Information Integration3 Round Stones
Government open data strategies aimed at wider access and re-use by entrepreneurs, publishers and the wider US healthcare delivery industry. Presentation to the OMG Standards Community technical workshop on semantics, held in Reston VA on 20-March 2013. Presentation by Bernadette Hyland, CEO 3 Round Stones, Inc and co-chair W3C Government Linked Data Working Group.
Increasing the findability of digital heritage documents by using Search Engi...Andrea Hrckova
Mass digitization of cultural heritage and the growing amount of born digital heritage documents enabled the availability of these documents to everyone. Nevertheless, in the age of big data, the availability of content is not sufficient, if it means to be discovered and reached by the public. Nowadays, Google processes on average 40,000 search queries per second, therefore this medium cannot be ignored by any subject, striving to be discovered on the Internet. Still we face an underestimation in the field of findability of digital cultural heritage. The position of a content in search engine ranking page (SERP) might be influenced by the utilization of search engine optimization (SEO) methods that are rarely used in cultural sphere. These methods include among others the appropriate user research, semantic markup according to Schema vocabulary or microformats and sufficient number of links and mentions outside the website. In this contribution, the case studies of Slovak digital heritage portals using (consciously or unconsciously) SEO methods are presented and the possibilities for further development and research are suggested. The question is, whether these methods are able not just to increase the visibility of the documents of cultural institutions, but also to contribute to the decrease of disinformation and low quality content findability on the Internet.
What’s new at the Digital Public Library of America! A lot! School
librarians and institutions that serve children-see over 100 Primary Source Sets for instructional use and hear more about the Open eBooks initiative, offering thousands of free eBooks to students! Representatives of cultural heritage institutions-learn more about RightStatements.org and their ability to help you convey the copyright and re-use status of your digitized objects.
Online Marketing with Schema.org and Multi-channel CommunicationAnna Fensel
Based on: Fensel, A., Akbar, Z., Toma, I., Fensel., D. "Bringing Online Visibility to Hotels with Schema.org and Multi-channel Communication", In Information and Communication Technologies in Tourism 2016: Proceedings of the International Conference in Bilbao (ENTER’16), Spain, February 2-5, 2016, pp. 3-16, Springer (2016).
Relationship Web: Trailblazing, Analytics and Computing for Human ExperienceAmit Sheth
Amit Sheth, "Relationship Web: Trailblazing, Analytics and Computing for Human Experience," Keynote talk at 27th International Conference on Conceptual Modeling (ER 2008) Barcelona, October 20-23 2008.
See associated discussion at:
http://knoesis.org/amit/publications/index.php?page=9
http://knoesis.org/library/resource.php?id=00190
Text Mining, Term Mining, and Visualization - Improving the Impact of Scholar...Access Innovations, Inc.
A detailed look at the graphic representation of text and term mining data. Originally presented by Marjorie M.K. Hlava and Dr. Jay Ven Eman at the 2012 International Information Conference on Search, Data Mining and Visualization in Nice, France.
presented at the 2011 SemTech
Open government data and related services/applications are quickly growing on the Web. Although most agree that the government data has great potential in solving real world problems, there are still many challenges that must be addressed. This talk will describe several representative domain applications and provide concrete examples of evolving technical challenges remaining. We will show solution paths that have proven useful and make recommendations on the corresponding Semantic Web best practices.
• Scalability. How can we handle(e.g. search and cleanse) the 3,000+ raw/tool datasets, and the additional 300,000+ geo datasets from data.gov?
• Interoperability. Multi-scale open government data came from city governments, state governments, and national governments. How can one compare the GDP of the US and China, and later link to state-level financial data? Open government data covers many domains. How can one associate open government data with domain knowledge to build a cancer prevention application?
• Provenance and quality. How should provenance be leveraged to facilitate high-quality data management interactions (e.g. reuse, mash-up and feedback) between the government and the public?
TourPack: Packaging and Disseminating Touristic Services with Linked Data and...Anna Fensel
While the touristic service offers become present and bookable in abundance on the ICT communication channels, TourPack aims to build a linked data -empowered system for touristic service packaging. Integrating information from multiple sources and systems
employing linked data as a global information integration platform, and mining from the depths of the “closed” data, the touristic service package production system will be able to cater to creating the most optimal travel experience for the traveler. Further, the service packages will be efficiently published and made bookable to the end consumers via intelligently selected most suitable communication and booking channels: especially the ICT channels with rapidly growing user audiences, such as the social media and the mobile apps.
The Power of Linked Data for Government & Healthcare Information Integration3 Round Stones
Government open data strategies aimed at wider access and re-use by entrepreneurs, publishers and the wider US healthcare delivery industry. Presentation to the OMG Standards Community technical workshop on semantics, held in Reston VA on 20-March 2013. Presentation by Bernadette Hyland, CEO 3 Round Stones, Inc and co-chair W3C Government Linked Data Working Group.
Increasing the findability of digital heritage documents by using Search Engi...Andrea Hrckova
Mass digitization of cultural heritage and the growing amount of born digital heritage documents enabled the availability of these documents to everyone. Nevertheless, in the age of big data, the availability of content is not sufficient, if it means to be discovered and reached by the public. Nowadays, Google processes on average 40,000 search queries per second, therefore this medium cannot be ignored by any subject, striving to be discovered on the Internet. Still we face an underestimation in the field of findability of digital cultural heritage. The position of a content in search engine ranking page (SERP) might be influenced by the utilization of search engine optimization (SEO) methods that are rarely used in cultural sphere. These methods include among others the appropriate user research, semantic markup according to Schema vocabulary or microformats and sufficient number of links and mentions outside the website. In this contribution, the case studies of Slovak digital heritage portals using (consciously or unconsciously) SEO methods are presented and the possibilities for further development and research are suggested. The question is, whether these methods are able not just to increase the visibility of the documents of cultural institutions, but also to contribute to the decrease of disinformation and low quality content findability on the Internet.
What’s new at the Digital Public Library of America! A lot! School
librarians and institutions that serve children-see over 100 Primary Source Sets for instructional use and hear more about the Open eBooks initiative, offering thousands of free eBooks to students! Representatives of cultural heritage institutions-learn more about RightStatements.org and their ability to help you convey the copyright and re-use status of your digitized objects.
Online Marketing with Schema.org and Multi-channel CommunicationAnna Fensel
Based on: Fensel, A., Akbar, Z., Toma, I., Fensel., D. "Bringing Online Visibility to Hotels with Schema.org and Multi-channel Communication", In Information and Communication Technologies in Tourism 2016: Proceedings of the International Conference in Bilbao (ENTER’16), Spain, February 2-5, 2016, pp. 3-16, Springer (2016).
Relationship Web: Trailblazing, Analytics and Computing for Human ExperienceAmit Sheth
Amit Sheth, "Relationship Web: Trailblazing, Analytics and Computing for Human Experience," Keynote talk at 27th International Conference on Conceptual Modeling (ER 2008) Barcelona, October 20-23 2008.
See associated discussion at:
http://knoesis.org/amit/publications/index.php?page=9
http://knoesis.org/library/resource.php?id=00190
Text Mining, Term Mining, and Visualization - Improving the Impact of Scholar...Access Innovations, Inc.
A detailed look at the graphic representation of text and term mining data. Originally presented by Marjorie M.K. Hlava and Dr. Jay Ven Eman at the 2012 International Information Conference on Search, Data Mining and Visualization in Nice, France.
Open Research Problems in Linked Data - WWW2010Juan Sequeda
These are the Open Research Problems of Linked Data slides that we presented at the Consuming Linked Data tutorial at WWW2010 in Raleigh, NC on April 26, 2010
"Infrastructure, relationships, trust, and RDA" presentation given by Mark Parsons, RDA Secretary General at the eInfrastructures & RDA for Data Intensive Science Workshop - held prior to the RDA 6th Plenary, Paris, 22 September 2015.
Managing Metadata for Science and Technology Studies: the RISIS caseRinke Hoekstra
Presentation of our paper at the WHISE workshop at ESWC 2016 on requirements for metadata over non-public datasets for the science & technology studies field.
Workshop session given at the Institutional Web Management Workshop 2012 (IWMW 2012) event held at the University of Edinburgh on 18th - 20th June 2012.
Open Data, by definition, provides the chance to re-shape and publish heterogeneous pieces and fragments of information which are open, namely anyone is free to use, reuse, and redistribute it. In order for users to fully benefit this idea, Open Data Systems of tomorrow must provide high quality data, relying on real time and ubiquitous services, along with a deep integration with mobile and smart devices and infrastructures.
In this session, we present a syntheses of Whitehall proposal addressed a this vision: is addressed at building Open Data in a fully-fledged Big Data infrastructure, realized using graph based and NoSQL technologies. This idea is shaped in a cultural heritage scenario, where data in envisaged at valorizing one of the main assets of Italy: cultural heritage.
Open Source Data Visualization for Resource Sharing: An Ivy Plus Libraries Pr...Heidi Nance
https://sched.co/GB4S
Presentation by Heidi Nance and Joe Zucca.
In order to better understand scholarly use of a vast collective collection - both within and without our 13-library partnership - Ivy Plus Libraries is leveraging MetriDoc, an open-source framework devised by a library for libraries, to create a generalizable data analysis infrastructure and visualization service. MetriDoc gathers, normalizes, and presents BorrowDirect consortial Resource Sharing data as well as ILLiad (interlibrary loan + document delivery) data from all 13 Ivy Plus Libraries—more than 500,000 transactions, annually. It integrates seamlessly with Tableau or other commodity statistical applications, thus allowing staff in any functional area (Assessment, User Services, Collections, IT, Technical Services, User Experience, Research & Instruction, etc.) to query, download, and interpret resource sharing data to support a variety of one-time or ongoing assessment projects.
In this session we will discuss the Ivy Plus project and goals, the framework’s IMLS-funded history, and basic architecture, myriad use cases, and creative opportunities for future extensibility and connections with third-party systems common to libraries. Come learn how you, too, can analyze the larger-than-you-might-expect Resource Sharing data universe.
Similar to Visualization for Data Analysis: A New Way to Look at Content (20)
Have you ever wondered how search works while visiting an e-commerce site, internal website, or searching through other types of online resources? Look no further than this informative session on the ways that taxonomies help end-users navigate the internet! Hear from taxonomists and other information professionals who have first-hand experience creating and working with taxonomies that aid in navigation, search, and discovery across a range of disciplines.
Making AI Behave: Using Knowledge Domains to Produce Useful, Trustworthy ResultsAccess Innovations, Inc.
In today's highly charged atmosphere of anxiety and anticipation about AI, and especially LLMs,
one of the biggest concerns is how to ensure that it returns accurate results (meaning both true
and pertinent to its audience). This is particularly important to scholarly, scientific, and other
technical organizations, whose constituents are often in very specific domains, such as
medicine, engineering, history, biology, chemistry, etc. One extremely useful tool to incorporate in an AI-based process in such cases is a comprehensive and well-structured knowledge domain which is based on a controlled vocabulary.
Smart Submit and Client Support
Michael Millar, Junior Software Developer, and Frank Coates, Client Support Manager
Get a peek at the new and improved Smart Submit and learn about new, easier ways to contact the support team at Access Innovations.
How a Good Taxonomy Can Provide Valuable Business Insights
Kristen Monahan, Public Library of Science (PLOS)
Kristen is a business analyst and she won’t be talking about the PLOS taxonomy but rather how she uses that taxonomy to drill down into the massive amount of content, metadata, and usage and process data that is PLOS for deep, detailed analysis and to drive business decisions. Much of this work involves trend analysis. For example, trend analysis of submissions can look at the time it takes from submission to decision by subject (narrow subjects like Covid, broad subjects like biotechnology), or by institution, or by country, etc. to see not just the overall big picture but where in their submission and peer review workflows the bottlenecks might be. A trend analysis of topics over time can prompt them to issue a call for papers for a topic they think needs to be better covered–and then look at both short-term and long-term trends resulting from that call to papers. Their taxonomy doesn’t just make their content smarter–it makes how they publish that content smarter too.
Editor and Peer Reviewer Assignments Using Data Harmony
Andrew Smeall, Hindawi Publishing
Andrew will show how Hindawi, an open access publisher, applies their taxonomy to make editor and reviewer assignments for incoming submissions to their journals.
Cloud Deployment of Data Harmony
Jeffrey Gordon, Lead Developer, Access Innovations, Inc.
Jeffrey will describe the cloud deployment of the Data Harmony software.
Marjorie M. K. Hlava, President, Chair of the Board, and Chief Scientist, Access Innovations, Inc.
During this annual highlight of the DHUG meetings, Margie will discuss the exciting new changes and additions to the Data Harmony software. She will be joined by some members of our software development team to talk about specific initiatives we have worked on over the past year.
Access Innovations and Atypon: Beyond Content Tagging
Hong Zhou and Gerasimos Razis, Atypon
Gerasimos and Hong will discuss the changes to the Atypon platform since DHUG 2020.
Getting to the Point: Using AI and Taxonomies to Craft Meta -Titles
Travis Hicks, American Society of Clinical Oncology (ASCO)
Looking to better leverage SEO and include key terms in the url construct for research abstracts, ASCO is working with Access Innovations to evaluate how to programmatically create short titles for abstracts. The idea is to index titles against existing taxonomies as a way of producing a short title that succinctly identified what an abstract is about for purposes of constructing a new url configuration. Travis will discuss the need, challenges, and early results of the project.
Expanding the Use of MAIstro at ASCE
Xi Van Fleet, American Society for Civil Engineers
Using MAIstro, ASCE created the subject/topic taxonomies for their publications to enhance content discovery and business insight. After achieving their primary goal, they have been expanding its use for other applications.
Lessons Learned From Building a Taxonomy and Indexing 140 Years of Content
Michael Darr, Project Manager, D33 – American Chemical Society Pubs IT
Michael will talk about the things they would do differently if they were to build a new taxonomy and index a legacy file, and the things they did right the first time.
Bill’s talk is entitled “WHAT’S IN A NAME? How Kew helps drug regulators disambiguate the messy welter of medicinal plant names to shore up regulation and save lives”. It’s really eye-opening to realize how complicated and imprecise names can get, with multiple scientific, pharmaceutical and popular names for the same thing or with one name used for completely different things.
This has real-world consequences. For example, the EU mistakenly banned a useful plant we use every day when intending to ban a poisonous one because of a naming problem. How Kew is using semantic and taxonomic tools and technologies to bring order to this complexity (I almost said chaos) is really fascinating. They’re also helping to disambiguate nomenclature and provide links to authoritative information for botanical terms for use in journal articles, among other things.
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
Synthetic fiber production is a fascinating and complex field that blends chemistry, engineering, and environmental science. By understanding these aspects, students can gain a comprehensive view of synthetic fiber production, its impact on society and the environment, and the potential for future innovations. Synthetic fibers play a crucial role in modern society, impacting various aspects of daily life, industry, and the environment. ynthetic fibers are integral to modern life, offering a range of benefits from cost-effectiveness and versatility to innovative applications and performance characteristics. While they pose environmental challenges, ongoing research and development aim to create more sustainable and eco-friendly alternatives. Understanding the importance of synthetic fibers helps in appreciating their role in the economy, industry, and daily life, while also emphasizing the need for sustainable practices and innovation.
Safalta Digital marketing institute in Noida, provide complete applications that encompass a huge range of virtual advertising and marketing additives, which includes search engine optimization, virtual communication advertising, pay-per-click on marketing, content material advertising, internet analytics, and greater. These university courses are designed for students who possess a comprehensive understanding of virtual marketing strategies and attributes.Safalta Digital Marketing Institute in Noida is a first choice for young individuals or students who are looking to start their careers in the field of digital advertising. The institute gives specialized courses designed and certification.
for beginners, providing thorough training in areas such as SEO, digital communication marketing, and PPC training in Noida. After finishing the program, students receive the certifications recognised by top different universitie, setting a strong foundation for a successful career in digital marketing.
How to Make a Field invisible in Odoo 17Celine George
It is possible to hide or invisible some fields in odoo. Commonly using “invisible” attribute in the field definition to invisible the fields. This slide will show how to make a field invisible in odoo 17.
Acetabularia Information For Class 9 .docxvaibhavrinwa19
Acetabularia acetabulum is a single-celled green alga that in its vegetative state is morphologically differentiated into a basal rhizoid and an axially elongated stalk, which bears whorls of branching hairs. The single diploid nucleus resides in the rhizoid.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Honest Reviews of Tim Han LMA Course Program.pptxtimhan337
Personal development courses are widely available today, with each one promising life-changing outcomes. Tim Han’s Life Mastery Achievers (LMA) Course has drawn a lot of interest. In addition to offering my frank assessment of Success Insider’s LMA Course, this piece examines the course’s effects via a variety of Tim Han LMA course reviews and Success Insider comments.
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfTechSoup
In this webinar you will learn how your organization can access TechSoup's wide variety of product discount and donation programs. From hardware to software, we'll give you a tour of the tools available to help your nonprofit with productivity, collaboration, financial management, donor tracking, security, and more.
Macroeconomics- Movie Location
This will be used as part of your Personal Professional Portfolio once graded.
Objective:
Prepare a presentation or a paper using research, basic comparative analysis, data organization and application of economic information. You will make an informed assessment of an economic climate outside of the United States to accomplish an entertainment industry objective.
Visualization for Data Analysis: A New Way to Look at Content
1. Marjorie M.K. Hlava.
President
Access Innovations, Inc.
mhlava@accessinn.com
505-998-0800
MARCH 28TH
VIRTUAL LUNCH WEBINAR:
VISUALIZATION FOR DATA
ANALYSIS: A NEW WAY TO LOOK
AT CONTENT
1
2. A picture is worth…
thousand words
As librarians we normally look at data in lists, citations, and other text
based presentations. Increasingly however this data can be analyzed,
manipulated and presented as visual displays. Maps of science, places and
spaces, increased amounts storage and computing power have made
working with digital assets possible. Presenting the data in new and visual
ways allow us to see trends, changes in research directions, coverage,
demographic trends, data overlap and the white spaces where data does
not exist on a topic – knowledge gaps are exposed. This talk will cover
how the data is prepared and options for visual display content…
100 words x10 = thousand words
2
3. Why take a visual look?
• As librarians we normally look at data in lists, citations, and other
text based presentations.
• Increasingly however this data can be analyzed, manipulated and
presented as visual displays.
• Maps of science, places and spaces, increased amounts storage
and computing power have made working with digital assets
possible.
• Presenting the data in new and visual ways allow us to see trends,
changes in research directions, coverage, demographic trends, data
overlap and the white spaces where data does not exist on a topic
– knowledge gaps are exposed.
3
4. Visualization of data
• Needs • Is richer with
− Measurement − Linking
− Metrics − Semantic enrichment
− Numbers − Classification
• Shows
− Adjacency • Supports
− Relationships − Forecasting
− Trends − Trend analysis
− Co – occurrence − Segmentation
− Conceptual distance
− Distribution
4
5. Man’s attention to
visual display to convey
knowledge is ancient
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 5
6. The art in maps
is a
longstanding
tradition
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 6
7. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 7
8. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 8
9. Super imposing data is now common
A mash up example
Traffic Injury Map
UK Data Archive
US National Highway
Safety Administration
Google Maps Base
Accident categories include
children
automobile
bicycle
etc.
Data
time
place
type
Source:
JISC TechWatch: Data Mash-ups September 2010
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 9
10. The most popular APIs for mashups
a) July 2009 b) October 2009
Source: JISC TechWatch: Data Mash-ups September 2010
Programmable web data
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 10
11. Radio4 website
Data source
MapTube
Credit Crunch Mood Map
User Website questionnaire
Crowdsourced visualization and mapping
Early responses Final Credit Crunch Mood Map
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony
Source: JISC TechWatch: Data Mash-ups September 2010
11
12. Mash up of bird flight migrations and
weather patterns
http://www.youtube.com/watch?v=uPff1t4pXiI&feature=youtu.be
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 12
14. Noise Tube Application uses geo-locations of SMS
like Twitter with GPS sensing on mobile devices
Source: JISC TechWatch: Data Mash-ups September 2010
Programmable web data
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 14
15. Changes in our life time!
Its only the beginning
Source: JISC TechWatch: Data Mash-ups September 2010
Programmable web data
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 15
16. Fine, So there are nice visual maps,
What about information from databases and
libraries??
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 16
17. Start with data – like this XML file
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 17
18. Index or tag using subject terms from
thesaurus or taxonomy
date, category, taxonomy term, frequency
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 18
19. Many views of one set of data
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 19
20. Load to a visualization program
Like Prefuse
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 20
21. Or Pajek
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 21
22. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 22
23. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 23
24. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 24
25. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 25
26. National Information center
for Educational Media
Albuquerque’s own
» Sandia developed VxInsight
» Access Innovations NICEM
Same data - three views
Primary and Secondary Education in US
Shows the US Valley of Science
Little Science taught in elementary years
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 26
27. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony
28. Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony
29. Requirements for Visualization
From a society / publisher perspective
» Which topical areas form our core? periphery?
» Where is the coverage dense? thin?
» Which topical areas are most active? least active?
» Which topical areas seem to be emerging?
declining?
» Which topical areas are interrelated? isolated?
» What are the overlaps between journals / segments?
» Where are the potential expansion points?
From a thesaurus perspective
» What terms are too broadly defined?
» How do actual topical relationships differ from the
thesaurus structure?
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 29
30. Using visualization to show
From a society / publisher perspective
» Identify Core, Boundary and Cross Border
» Provides Indicators
Activity
Growth
Relatedness
Centrality
» Locates Journal domains
From a thesaurus perspective
» Identifies terms that are too broadly defined
» Potential Improvements in thesaurus structure using topic
structures
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 30
31. Case Study:
Mapping IEEE thesaurus space
We are interested in an expanded map that
includes adjacencies to the IEEE data
» Expanded term set shows adjacent white space;
opportunities for expansion
Overlaps and edges of the science
» We need comparison data
Learn the directions in the field
» Low occurrence rate in IEEE documents?
» Linkage to terms in IEEE documents?
Where do we find these terms? How can we
add them?
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 31
32. The process
Built a rule base to auto index IEEE content
» “90 % accuracy out of the box on journal data”*
» “80% out of the box on proceedings data”*
The overlapping data sets
» Auto indexed 1.2 million Xplore records
» 10 years of US Patent data
» 10 years of Medline
Term sets used
» IEEE thesaurus terms rule base
» Medical Subject Headings (MeSH) (and simple rule base)
» Defense Technical Information Center (DTIC) Thesaurus (
and simple rule base)
» Similar level of detail to current IEEE thesaurus terms
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 32
33. Defining expanded term space
1. The data - Select related corpus
14k DTIC
2k terms
IEEE
475k patents PubMed
1.2M documents
525k docs
24k MeSH
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 33
34. Defining expanded term space
2. Identify related terms
Use the IEEE Thesaurus to index the three collections
2k terms
IEEE
1.2M documents
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 34
35. Defining expanded term space
2. Identify related terms
Use MESH and DTIC to also index the three collections
2k terms
IEEE
1.2M documents
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 35
36. Defining expanded term space
3. Resulting term set
The co-indexed items from the three collections
2k terms
IEEE
1.2M documents
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 36
37. Defining expanded term space
4. Term:Term Matrix
Where do the articles and their indexing intersect?
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 37
38. Visualization Strategies
Visualization
Matrix Software
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 38
39. All data up-posted to the top level
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 39
40. Many map options
Previous Experience IEEE Experience
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 40
41. IEEE Portfolio
Electromag
Compat Soc Prof
Reliability Commun
Society Society Education
Sensors Ultrason, Robot Society
Oceanic Council Ferro … Autom Soc
Engng Soc
Instr
Measur Soc
CouncilDielectr El Nucl Plasma
SupercondInsul Soc Sys Man
Sci Soc Computer
Cyber
Prod Saf Society Photonics
Compon, Systems Society
Engng Soc Magnetics Council Soc
Packag …
Soc
Nanotech Social
Council Impl Techn
Computer
Intelligence
Society Eng Med
Biol Sci
Council Electr
Design Auto
Industr
Industry
Geosci Rem Electr Soc
Appl Soc
Sens Soc
Antennas
Propag Soc
Power
Power &
Electron Soc Microwave
Energy Soc
Theory Soc
Circuits &
Signal Consumer
Systems
Electron Proc Soc Electr Soc
Dev Soc
Broadcast
Intell Transp Techn Soc
Sys Soc
Solid St
Circuits Soc
Aerosp
Electr Vehicular
Sys Soc Techn Soc
Commun
Soc
Info Theory
Soc
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 41
42. Radial Visualization
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 42
43. Subsidiary radials
Journal of Instrumentation
Compon, Dielectr El Ultrason, Electromag
Packag … Instr Ferro … Compat Soc
Insul Soc
Measur Soc
Prod Saf Council Magnetics Sensors Antennas
Engng Soc Supercond Soc Council Propag Soc
Nanotech Oceanic Geosci Rem Nucl Plasma
Council Engng Soc Sens Soc Sci Soc
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony
44. The research team
Access Innovations / Data Harmony
» Founded in 1978
» Data enrichment and normalization
» Suite of Semantic Enrichment tools
SciTechStrategies
» Understanding data through visualization
IEEE Indexing & Abstracting Group
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 44
45. Use a Thesaurus to Label Maps
Construction Packaging Consumer
Products
Vehicles,
Parts Welding
Gearing
Automotive + Flow
Defense Boats Appliances Food
Brakes Hygiene
Aircraft
Dynamics Sprayers Cleaning
IC Engines
Turbines Industrial
Pumps
ValvesProducts Exhaust
Leisure Fitness Outerwear Footwear
Control Medical
Pipes Devices
Toys Health Care
Clocks Games Blasting Radiology
Cooling
Measurement
Energy Med Instruments Agriculture
Cables Heating Plants,
Micro-orgs
Conveyers
Oilfield
Services
Pharma
Lamps Components
Printing
Telecom Computer Motors
Acyclic Comp
HW/SW Semiconductors Lubricants Metals
Optics
Lasers Rubber
Molding Paper
Displays Electronics Catalysis
Magn/Elect Conductors Layers
Circuits Textiles
Electrochem
Magnets Macromolecules
Disk
Amplifiers Photochem Chemicals Coatings
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 45
46. Questions Answered
Is there a way, using our own information, to forecast our
direction?
Where is the industry headed? What about by technology
sector?
Does our coverage match our mission and vision?
Can we become smarter about our data and potential
markets using our collection in new ways?
Are the societies publishing and talking about what their
charter indicates they cover?
What are the trends – are topics emerging/cooling?
Can we use technology and our own data to explore these
questions while enhancing our data?
Well Formed Data • Semantic Enrichment • Taxonomies •46
Access Innovations • Data Harmony
47. Conference Strategy
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 47
49. We looked at
Visualization of data
Finding the Metrics How to enrich with
» Measurement » Linking
» Numbers » Semantic enrichment
» Terms as indicators » Classification
Ways to show Maps supporting
» Adjacency
» Relationships » Forecasting
» Trends » Trend analysis
» Co – occurrence » Segmentation
» Conceptual distance » Distribution
49
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony
50. Effective maps require
Contextual data
Detailed data
Classification methods
At least two directions in the matrix
A little art for fun
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 50
51. Changing the way we
interact with reality
Acrossair’s Augmented reality application – just point your phone at it
Source: JISC TechWatch: Data Mash-ups September 2010
Programmable web data
Well Formed Data • Semantic Enrichment • Taxonomies • Access Innovations • Data Harmony 51
52. It just takes a little imagination
Thank you
Marjorie M.K. Hlava
President, Access Innovations
505-998-0800
mhlava@accessinn.com
52
Editor's Notes
Access Innovations and its software brand Data Harmony are known for the high caliber of data. It is clean, well formed and very accurately semantically enriched. They updated the IEEE thesaurus in 2005, building a rule base for use in indexing at the same time. The application of the terms to the IEEE content was 90% accurate – that is 90% of the terms suggested are what well trained indexers would use from a controlled vocabulary, and 80% accurate from the more difficult proceedings data at launch of the project. Since that time the rule base has improved over time and the IEEE production team only needs to spot check about 10% of the documents to insure a high standard of indexing is maintained. It has allowed IEEE to process a lot more documents with the same team and made the process more fun at the same time. The indexers are allowed time to think about the content, the thesaurus terms, what should be added and what other information can be collected to continue to enrich the files because the Data harmony software removes many of the clerical aspects of the indexing process, leveraging the mental processing of the staff. The accuracy is high enough that we simply indexed the entire contents of the eXplore database back to the earliest records in a single overnight process. Then to explore the edges of science we also indexed the 1.2 million records using Medical Subject headings and the defense Technical Information Center thesauri with similar accuracy results.