RUCoD is a formal representation of a content object, consisting of descriptions of media types associated.The acronym stands for Rich Unified Content Description. Released in its final version in the iSearch project (see http://www.isearch-project.eu/isearch/RUCoD/) it will be used and extended in CUbRIK.
1. The visitor wants to quickly access products related to pedagogical content from the site.
2. They want to access pedagogical content from different areas of the site without losing their navigation context.
3. They want to find different pedagogical content related to their research anywhere on the site.
Matching Game Mechanics and Human Computation Tasks in Games with a PurposeCUbRIK Project
The document discusses using game mechanics to design Games with a Purpose (GWAPs) to solve human computation tasks, outlines a development process for GWAPs including defining the task and matching it to appropriate game mechanics, and provides an example of using line drawing mechanics to segment fashion images and identify trends.
CUbRIK application for Digital Humanities illustrated during the demo session of the International Workshop on Multimedia Signal Processing IEEE MMSP 2013
The document discusses the CUbRIK project which aims to reconstruct social networks through historical sources using a combination of automated and human-powered techniques. It outlines four pillars of the project: connecting to researcher needs, creating a structured repository, developing an efficient indexing process, and tools for analysis and visualization. Key challenges include identifying entities, verifying identities over time, analyzing relationships, and ensuring rights compliance. The project will utilize both clickworkers and subject experts to verify entity detections and annotations. It aims to represent the ambiguities of history rather than a single truth.
1. The visitor wants to quickly access products related to pedagogical content from the site.
2. They want to access pedagogical content from different areas of the site without losing their navigation context.
3. They want to find different pedagogical content related to their research anywhere on the site.
Matching Game Mechanics and Human Computation Tasks in Games with a PurposeCUbRIK Project
The document discusses using game mechanics to design Games with a Purpose (GWAPs) to solve human computation tasks, outlines a development process for GWAPs including defining the task and matching it to appropriate game mechanics, and provides an example of using line drawing mechanics to segment fashion images and identify trends.
CUbRIK application for Digital Humanities illustrated during the demo session of the International Workshop on Multimedia Signal Processing IEEE MMSP 2013
The document discusses the CUbRIK project which aims to reconstruct social networks through historical sources using a combination of automated and human-powered techniques. It outlines four pillars of the project: connecting to researcher needs, creating a structured repository, developing an efficient indexing process, and tools for analysis and visualization. Key challenges include identifying entities, verifying identities over time, analyzing relationships, and ensuring rights compliance. The project will utilize both clickworkers and subject experts to verify entity detections and annotations. It aims to represent the ambiguities of history rather than a single truth.
Building a social graph for the history of Europe: the CUbRIK histoGraphCUbRIK Project
The document discusses building a social graph from historical image collections. It describes the CVCE and Digital Humanities Lab, and their vision of creating a social graph from images. The CUbRIK approach involves sourcing researcher requirements, building an entity repository, efficient indexing, and tools for visualization and analysis. Challenges include identifying people, places and events in images over time and verifying these. The approach involves crowd-sourcing verification and integrating rights management. An evaluation phase is planned in July to test the social graph prototype.
histoGraph was developed as part of the EU-funded CUbRIK project to create an interface for accessing historical sources and discovering links between entities. It builds a social graph of people in photos of European integration history by having humans and AI work together to identify faces, which are then linked based on co-occurrence. Users can interact with the graph to explore connections between individuals and supporting documents. The system represents the complexity of truth in the humanities by allowing multiple answers to identity questions and facilitating discussion between experts.
The CUbRIK Social Graph Visual Interface. A component developed to represent dependencies of a given person in a given context, by analysing the co-occurrencies of person entities in photographs.
Mining Emotions in Short Films: User Comments or Crowdsourcing?CUbRIK Project
This document discusses mining emotions from user comments on short films. It presents an approach that creates an emotion vector for each short film based on extracting terms from user comments on YouTube and associating them with emotions from the NRC Emotion Lexicon. It then compares the cosine similarity between emotion vectors built from expert judgments and those built using Amazon Mechanical Turk workers or automatically from YouTube comments. The goal is to determine if crowdsourcing or YouTube comments can accurately extract emotions expressed in reviews of short films.
This document discusses game design, playtesting, and games with a purpose. It begins with introducing the speaker and their background in robotics, AI, game design, and crowdsourcing. The agenda then covers the differences between play and games, pointers to game design including key elements like players, objectives, procedures, rules, and outcomes. Games with a purpose are introduced as games that generate useful data as a byproduct of play. Examples of specific games are discussed and the process of validating gameplay through playtesting is covered. Traditional playtesting methods like observation, surveys and their issues are also outlined.
CUbRIK Research at CIKM 2012: Efficient Jaccard-based Diversity Analysis of L...CUbRIK Project
Presentation at CIKM 2013 of the CUbRIK research paper: "Efficient Jaccard-based Diversity Analysis of Large
Document Collections" authored by Fan Deng, Stefan Siersdorfer and Sergej Zerr of L3S Research Center, partner of the CUbRIK Consortium.
CUbRIK Tutorial at ICWE 2013: part 2 - Introduction to Games with a PurposeCUbRIK Project
2013, 08 July
Part 2 of the tutorial illustrated at ICWE 2013, by Luca Galli (Politecnico di Milano)
Crowdsourcing and human computation are novel disciplines that enable the design of computation processes that include humans as actors for task execution. In such a context, Games With a Purpose are an effective mean to channel, in a constructive manner, the human brainpower required to perform tasks that computers are unable to perform, through computer games. This tutorial introduces the core research questions in human computation, with a specific focus on the techniques required to manage structured and unstructured data. The second half of the tutorial delves into the field of game design for serious task, with an emphasis on games for human computation purposes. Our goal is to provide participants with a wide, yet complete overview of the research landscape; we aim at giving practitioners a solid understanding of the best practices in designing and running human computation tasks, while providing academics with solid references and, possibly, promising ideas for their future research activities.
CUbRIK tutorial at ICWE 2013: part 1 Introduction to Human ComputationCUbRIK Project
2013, July 8
Part 1 of the tutorial illustrated at ICWE 2013, by Alessandro Bozzon (Delft University of Technology)
Crowdsourcing and human computation are novel disciplines that enable the design of computation processes that include humans as actors for task execution. In such a context, Games With a Purpose are an effective mean to channel, in a constructive manner, the human brainpower required to perform tasks that computers are unable to perform, through computer games. This tutorial introduces the core research questions in human computation, with a specific focus on the techniques required to manage structured and unstructured data. The second half of the tutorial delves into the field of game design for serious task, with an emphasis on games for human computation purposes. Our goal is to provide participants with a wide, yet complete overview of the research landscape; we aim at giving practitioners a solid understanding of the best practices in designing and running human computation tasks, while providing academics with solid references and, possibly, promising ideas for their future research activities.
Presentation made at INSPIRE 2013, in the Semantics session, by Feroz Farazi, of University of Trento.
The research leading to these results has received funding from the CUbRIK Collaborative Project, partially funded by the European Commission's 7th Framework ICT
Programme for Research and Technological Development under the Grant agreement no. 287704.
Exploiting User Generated Content for Mountain Peak DetectionCUbRIK Project
CUbRIK research used for the classification of mountain panoramas from user-generated photographs followed by identification and extraction of mountain peaks from those panoramas.
CUbRIK presented during the Poster session of the Workshop „Mehr Personen – Mehr Daten – Mehr Repositorien“ ("More poeple - more data - more repositories") - 4-6 March in Berlin, at Brandenburg Academy of Sciences
1) The document proposes a context-based approach to recognize people in consumer photo collections by incorporating rich contextual cues, unlike traditional classifiers that predict identities independently.
2) It models the problem as a graph-based Markov network where faces are nodes and pairwise potentials encourage spatial smoothness based on face similarities and exclusivity constraints.
3) The approach is improved by incorporating social semantics like frequent co-appearances and unique people constraints, as well as detecting and matching body parts to recognize obscured faces.
This document proposes a collaborative learning to rank algorithm called SwarmRankCF that uses collaborative latent factors learned from user-item interactions as features for ranking items in recommender systems. It applies a particle swarm optimization algorithm to directly maximize mean average precision during training. The approach is evaluated on a dataset from an internet radio service with over 1,000 users and 35,000 unique artists, using a leave-one-out evaluation methodology to test its ability to rank hidden items highly for users.
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
Building a social graph for the history of Europe: the CUbRIK histoGraphCUbRIK Project
The document discusses building a social graph from historical image collections. It describes the CVCE and Digital Humanities Lab, and their vision of creating a social graph from images. The CUbRIK approach involves sourcing researcher requirements, building an entity repository, efficient indexing, and tools for visualization and analysis. Challenges include identifying people, places and events in images over time and verifying these. The approach involves crowd-sourcing verification and integrating rights management. An evaluation phase is planned in July to test the social graph prototype.
histoGraph was developed as part of the EU-funded CUbRIK project to create an interface for accessing historical sources and discovering links between entities. It builds a social graph of people in photos of European integration history by having humans and AI work together to identify faces, which are then linked based on co-occurrence. Users can interact with the graph to explore connections between individuals and supporting documents. The system represents the complexity of truth in the humanities by allowing multiple answers to identity questions and facilitating discussion between experts.
The CUbRIK Social Graph Visual Interface. A component developed to represent dependencies of a given person in a given context, by analysing the co-occurrencies of person entities in photographs.
Mining Emotions in Short Films: User Comments or Crowdsourcing?CUbRIK Project
This document discusses mining emotions from user comments on short films. It presents an approach that creates an emotion vector for each short film based on extracting terms from user comments on YouTube and associating them with emotions from the NRC Emotion Lexicon. It then compares the cosine similarity between emotion vectors built from expert judgments and those built using Amazon Mechanical Turk workers or automatically from YouTube comments. The goal is to determine if crowdsourcing or YouTube comments can accurately extract emotions expressed in reviews of short films.
This document discusses game design, playtesting, and games with a purpose. It begins with introducing the speaker and their background in robotics, AI, game design, and crowdsourcing. The agenda then covers the differences between play and games, pointers to game design including key elements like players, objectives, procedures, rules, and outcomes. Games with a purpose are introduced as games that generate useful data as a byproduct of play. Examples of specific games are discussed and the process of validating gameplay through playtesting is covered. Traditional playtesting methods like observation, surveys and their issues are also outlined.
CUbRIK Research at CIKM 2012: Efficient Jaccard-based Diversity Analysis of L...CUbRIK Project
Presentation at CIKM 2013 of the CUbRIK research paper: "Efficient Jaccard-based Diversity Analysis of Large
Document Collections" authored by Fan Deng, Stefan Siersdorfer and Sergej Zerr of L3S Research Center, partner of the CUbRIK Consortium.
CUbRIK Tutorial at ICWE 2013: part 2 - Introduction to Games with a PurposeCUbRIK Project
2013, 08 July
Part 2 of the tutorial illustrated at ICWE 2013, by Luca Galli (Politecnico di Milano)
Crowdsourcing and human computation are novel disciplines that enable the design of computation processes that include humans as actors for task execution. In such a context, Games With a Purpose are an effective mean to channel, in a constructive manner, the human brainpower required to perform tasks that computers are unable to perform, through computer games. This tutorial introduces the core research questions in human computation, with a specific focus on the techniques required to manage structured and unstructured data. The second half of the tutorial delves into the field of game design for serious task, with an emphasis on games for human computation purposes. Our goal is to provide participants with a wide, yet complete overview of the research landscape; we aim at giving practitioners a solid understanding of the best practices in designing and running human computation tasks, while providing academics with solid references and, possibly, promising ideas for their future research activities.
CUbRIK tutorial at ICWE 2013: part 1 Introduction to Human ComputationCUbRIK Project
2013, July 8
Part 1 of the tutorial illustrated at ICWE 2013, by Alessandro Bozzon (Delft University of Technology)
Crowdsourcing and human computation are novel disciplines that enable the design of computation processes that include humans as actors for task execution. In such a context, Games With a Purpose are an effective mean to channel, in a constructive manner, the human brainpower required to perform tasks that computers are unable to perform, through computer games. This tutorial introduces the core research questions in human computation, with a specific focus on the techniques required to manage structured and unstructured data. The second half of the tutorial delves into the field of game design for serious task, with an emphasis on games for human computation purposes. Our goal is to provide participants with a wide, yet complete overview of the research landscape; we aim at giving practitioners a solid understanding of the best practices in designing and running human computation tasks, while providing academics with solid references and, possibly, promising ideas for their future research activities.
Presentation made at INSPIRE 2013, in the Semantics session, by Feroz Farazi, of University of Trento.
The research leading to these results has received funding from the CUbRIK Collaborative Project, partially funded by the European Commission's 7th Framework ICT
Programme for Research and Technological Development under the Grant agreement no. 287704.
Exploiting User Generated Content for Mountain Peak DetectionCUbRIK Project
CUbRIK research used for the classification of mountain panoramas from user-generated photographs followed by identification and extraction of mountain peaks from those panoramas.
CUbRIK presented during the Poster session of the Workshop „Mehr Personen – Mehr Daten – Mehr Repositorien“ ("More poeple - more data - more repositories") - 4-6 March in Berlin, at Brandenburg Academy of Sciences
1) The document proposes a context-based approach to recognize people in consumer photo collections by incorporating rich contextual cues, unlike traditional classifiers that predict identities independently.
2) It models the problem as a graph-based Markov network where faces are nodes and pairwise potentials encourage spatial smoothness based on face similarities and exclusivity constraints.
3) The approach is improved by incorporating social semantics like frequent co-appearances and unique people constraints, as well as detecting and matching body parts to recognize obscured faces.
This document proposes a collaborative learning to rank algorithm called SwarmRankCF that uses collaborative latent factors learned from user-item interactions as features for ranking items in recommender systems. It applies a particle swarm optimization algorithm to directly maximize mean average precision during training. The approach is evaluated on a dataset from an internet radio service with over 1,000 users and 35,000 unique artists, using a leave-one-out evaluation methodology to test its ability to rank hidden items highly for users.
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
Full-RAG: A modern architecture for hyper-personalizationZilliz
Mike Del Balso, CEO & Co-Founder at Tecton, presents "Full RAG," a novel approach to AI recommendation systems, aiming to push beyond the limitations of traditional models through a deep integration of contextual insights and real-time data, leveraging the Retrieval-Augmented Generation architecture. This talk will outline Full RAG's potential to significantly enhance personalization, address engineering challenges such as data management and model training, and introduce data enrichment with reranking as a key solution. Attendees will gain crucial insights into the importance of hyperpersonalization in AI, the capabilities of Full RAG for advanced personalization, and strategies for managing complex data integrations for deploying cutting-edge AI solutions.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Sudheer Mechineni, Head of Application Frameworks, Standard Chartered Bank
Discover how Standard Chartered Bank harnessed the power of Neo4j to transform complex data access challenges into a dynamic, scalable graph database solution. This keynote will cover their journey from initial adoption to deploying a fully automated, enterprise-grade causal cluster, highlighting key strategies for modelling organisational changes and ensuring robust disaster recovery. Learn how these innovations have not only enhanced Standard Chartered Bank’s data infrastructure but also positioned them as pioneers in the banking sector’s adoption of graph technology.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfMalak Abu Hammad
Discover how MongoDB Atlas and vector search technology can revolutionize your application's search capabilities. This comprehensive presentation covers:
* What is Vector Search?
* Importance and benefits of vector search
* Practical use cases across various industries
* Step-by-step implementation guide
* Live demos with code snippets
* Enhancing LLM capabilities with vector search
* Best practices and optimization strategies
Perfect for developers, AI enthusiasts, and tech leaders. Learn how to leverage MongoDB Atlas to deliver highly relevant, context-aware search results, transforming your data retrieval process. Stay ahead in tech innovation and maximize the potential of your applications.
#MongoDB #VectorSearch #AI #SemanticSearch #TechInnovation #DataScience #LLM #MachineLearning #SearchTechnology
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
Best 20 SEO Techniques To Improve Website Visibility In SERPPixlogix Infotech
Boost your website's visibility with proven SEO techniques! Our latest blog dives into essential strategies to enhance your online presence, increase traffic, and rank higher on search engines. From keyword optimization to quality content creation, learn how to make your site stand out in the crowded digital landscape. Discover actionable tips and expert insights to elevate your SEO game.
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!SOFTTECHHUB
As the digital landscape continually evolves, operating systems play a critical role in shaping user experiences and productivity. The launch of Nitrux Linux 3.5.0 marks a significant milestone, offering a robust alternative to traditional systems such as Windows 11. This article delves into the essence of Nitrux Linux 3.5.0, exploring its unique features, advantages, and how it stands as a compelling choice for both casual users and tech enthusiasts.
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Speck&Tech
ABSTRACT: A prima vista, un mattoncino Lego e la backdoor XZ potrebbero avere in comune il fatto di essere entrambi blocchi di costruzione, o dipendenze di progetti creativi e software. La realtà è che un mattoncino Lego e il caso della backdoor XZ hanno molto di più di tutto ciò in comune.
Partecipate alla presentazione per immergervi in una storia di interoperabilità, standard e formati aperti, per poi discutere del ruolo importante che i contributori hanno in una comunità open source sostenibile.
BIO: Sostenitrice del software libero e dei formati standard e aperti. È stata un membro attivo dei progetti Fedora e openSUSE e ha co-fondato l'Associazione LibreItalia dove è stata coinvolta in diversi eventi, migrazioni e formazione relativi a LibreOffice. In precedenza ha lavorato a migrazioni e corsi di formazione su LibreOffice per diverse amministrazioni pubbliche e privati. Da gennaio 2020 lavora in SUSE come Software Release Engineer per Uyuni e SUSE Manager e quando non segue la sua passione per i computer e per Geeko coltiva la sua curiosità per l'astronomia (da cui deriva il suo nickname deneb_alpha).
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
UiPath Test Automation using UiPath Test Suite series, part 6
RUCoD in CUbRIK at Star2013
1. 1
Rich Unified Content
Description (RUCoD)
Vincenzo Croce
Research & Development
Laboratory
STAR 2013 Lausanne, 18-19 January 2013
2. Objectives 2
To develop a formal description for each type of multimedia
content (text, audio, image, video and 3D content)
To develop formal descriptions for real world and social
information
To clearly specify the format of the Rich Unified Content
Description (RUCoD)
To represent in the same format, the actual content
(multimedia information) along with the additional contextual
information (real world, user-related)
STAR 2013 Lausanne, 18-19 January 2013
3. The Concept of Content 3
Object
“A Content Object is the representation of a specific
instance of either a physical object or a physical entity (an
entity that has physical existence), which might have
multiple views (many images, videos, audio files, text, real-
world and user-related information).”
Similar approaches:
Multimedia Document (MMD): a set of co-occurring multimedia
objects (e.g. images, audio and text) that are of different modalities
but carry the same semantics. If two multimedia objects are in the
same MMD, they can be regarded as context of each other.
Multimedia Bag: defines a container including text instances, image
instances and audio instances that share the shame semantic
concepts
STAR 2013 Lausanne, 18-19 January 2013
4. The Concept of Content 4
Object
A CO may consist of several
media types, user-related
information and real-world
information.
A CO can be the result of an
authoring process (e.g. using
an authoring tool).
RUCoD is a formal
representation of a CO
consisting of descriptions
of various media types
somehow associated to
each other.
STAR 2013 Lausanne, 18-19 January 2013
5. Example Content Object 5
Great (Cheops) –
3D object
Pyramid of Giza Image
CO:
Great (Cheops) –
Pyramid of Giza
Text: Real-world (location)
It is believed the pyramid was built
as a tomb for Fourth dynasty
Egyptian pharaoh Khufu(or
Cheops) and constructed over a
14 to 20 year period concluding
STAR 2013 Lausanne, 18-19 January 2013 2560 BC…
around
6. RUCoD Specification 6
Real World Descriptors
Position Weather
Date Time
(GPS, etc) (temperature)
Sensors …
Header
CO ID Creator Version CO Types Multimedia RW-info U-Info …
Header Low-Level Descriptors Real World User-related Descriptors
Descriptors
Low-Level Descriptors
Text-based Image Video Audio 3D
descriptors descriptors descriptors descriptors descriptors …
User-related Descriptors
Expressions Emotions Valence Arousal …
STAR 2013 Lausanne, 18-19 January 2013
12. RUCoD Schema 12
• RUCoD Schema Final Version (1.4.1) released in
November 2011:
• The RUCoD.xsd Schema file
• The RUCoD_Descriptors.xsd Schema file
http://www.isearch-project.eu/isearch/RUCoD/
STAR 2013 Lausanne, 18-19 January 2013
13. Block diagram of the I-SEARCH framework 13
STAR 2013 Lausanne, 18-19 January 2013
14. Authoring & Content Analytics
14
Architecture
Authoring
Content Analytics
STAR 2013 Lausanne, 18-19 January 2013 Indexing triggering
15. RUCoD in I-SEARCH Use 15
Cases Social retrieval
UC2: UC3: Furniture retrieval
of music •Text
•Audio (music) •3D objects
•Text •Images
•Video clip •Real-world (location, time)
UC1: Music retrieval •Real-world (location)
•Audio (music) •Emotions
•Text UC4: Search for Multimedia
using smartphone
•Images
Rich •Text
•Real-world
Unified •3D objects
(location, time) Content •Images
•Emotions
Description •Real-world (location, time)
UC7: Game avatar retrieval
•3D objects UC5: Search for specific
•Images product
•Text
•Video UC6: 3D game component •3D objects
•Emotions retrieval
•Images
•Text
•Video
•3D objects
•Audio (sounds)
•Images
•Real-world (location, time)
•Audio (sounds)
•Emotions
•Real-world
STAR 2013 Lausanne, 18-19 January 2013 (location, time)
16. Comparison with MPEG-7 16
What we use:
• MediaLocator and MediaUri are used to describe the link
to a specific media item.
• Creator is used for description of the author of a media
item.
• Annotation as a part of RUCoD represents textual
information of a media item or CO.
• Image/Video/Audio Descriptors are used for the low-level
descriptions of the separate media items within a CO.
• Segment is used to describe a temporal video segment.
STAR 2013 Lausanne, 18-19 January 2013
17. Comparison with MPEG-7 17
What we adapted:
• ContentObjectName, ContentObjectCreationInformation
instead of name and CreationInformation to represent the
name and creators of COs.
• TextDescription, Shape3DDescription, ImageDescription and
VideoDescription, similar to MPEG-7 ContentDescription to
distinguish between the descriptors of different modalities
inside the same RUCoD.
STAR 2013 Lausanne, 18-19 January 2013
18. Comparison with MPEG-7 18
What is new:
• Cross-modal & multimodal retrieval are not entirely supported by the
standards.
• New types of information describing the COs are introduced, such as real-
world descriptors and user-related descriptors. These enrich the CO
description and improve the retrieval performance, by introducing new
querying capabilities.
• With respect to low-level descriptor extraction for media items, novel
descriptors are introduced. As an example, for 3D content description, new
state-of-the-art descriptors are introduced, which achieve higher retrieval
performance than those included in MPEG-7. Similarly, new descriptors are
introduced for image, video and audio content.
• The low-level description of media items is also accompanied by
specification of the matching scheme for each descriptor. In this case, the
description scheme does not leave the responsibility for choosing the
appropriate matching method to the search engine.
STAR 2013 Lausanne, 18-19 January 2013
19. Comparison with JPSearch
What is similar/different:
• JPSearch is designed in a way that decouples the
components of image search and provides a standard
interface between these components. Its aim is to build a
standard for interoperability among image search and
retrieval systems
• RUCoD specification is focused on the description of
COs and it addresses a broad range of media (apart
from images), real-world and user-related information
STAR 2013 Lausanne, 18-19 January 2013
20. Comparison with MPEG-21
What we use:
• A multimodal approach to media (which can be of any type)
• Allowing the creation and attachment of rich metadata to
digital objects
STAR 2013 Lausanne, 18-19 January 2013
21. Comparison with MPEG-21
What is similar:
• Ability to create multimedia content objects (Digital Items in
MPEG-21)
• Ability for content adaptation, although achieved differently
(e.g. through FileFormat elements in the RUCoD)
• L-Descriptors and R-Descriptors of RUCoD could be attached
to MPEG-21 objects although not directly foreseen by the
standard
STAR 2013 Lausanne, 18-19 January 2013
22. Comparison with MPEG-21
What is different/new:
• The CO broadens the concept of Digital Item making it more
general and flexible
• Unification of the actual metadata and descriptors (e.g. L-
Descriptors) together with real world and user-related parts in
the same format.
• RUCoD is particularly targeted at indexing, sharing, search
and retrieval
• RUCoD overcomes the traditional hierarchical object model
(also foreseen in MPEG-21) allowing for more flexible and
user-centric 'connections' (e.g. RelatedSemanticConcepts
field)
STAR 2013 Lausanne, 18-19 January 2013
23. Ongoing Work
• RUCoD initially designed to serve the needs of the I-
SEARCH framework
• However, it is not mature enough to be used in a wider
range of applications.
• RUCoD will be extended within the EU-funded project
CUbRIK (CERTH and ENG are participants).
• RUCoD will be adopted in CUbRIK.
• A first attempt: SMILA Hackathlon, November 2011,
Keiserslautern.
• RUCoD was presented in the workshop
• RUCoD was used as descriptor scheme to check indexing and search
within the SMILA engine
STAR 2013 Lausanne, 18-19 January 2013
24. 24
Questions?
STAR 2013 Lausanne, 18-19 January 2013