Submit Search
Upload
Lime recommendation
•
0 likes
•
949 views
John Pereira
Follow
A workflow for Cross Media Recommendations based on Linked Data Analysis
Read less
Read more
Technology
Report
Share
Report
Share
1 of 14
Download now
Download to read offline
Recommended
Lime broker
Lime broker
John Pereira
The LinkedTV Platform - Towards a Reactive Linked Media Management System
The LinkedTV Platform - Towards a Reactive Linked Media Management System
Jan Thomsen
The VESTA Platform: Video Evaluation System for Task Analysis
The VESTA Platform: Video Evaluation System for Task Analysis
Agence du Numérique (AdN)
Orange Canvas - PyData 2013
Orange Canvas - PyData 2013
justin_sun
Data Mining Tools / Orange
Data Mining Tools / Orange
Yasemin Karaman
IMPACT at OCR Summit
IMPACT at OCR Summit
cneudecker
Linking media, data, and services
Linking media, data, and services
Ruben Verborgh
Buzz Serge le Lama - Décryptage
Buzz Serge le Lama - Décryptage
Astrolab Consulting
Recommended
Lime broker
Lime broker
John Pereira
The LinkedTV Platform - Towards a Reactive Linked Media Management System
The LinkedTV Platform - Towards a Reactive Linked Media Management System
Jan Thomsen
The VESTA Platform: Video Evaluation System for Task Analysis
The VESTA Platform: Video Evaluation System for Task Analysis
Agence du Numérique (AdN)
Orange Canvas - PyData 2013
Orange Canvas - PyData 2013
justin_sun
Data Mining Tools / Orange
Data Mining Tools / Orange
Yasemin Karaman
IMPACT at OCR Summit
IMPACT at OCR Summit
cneudecker
Linking media, data, and services
Linking media, data, and services
Ruben Verborgh
Buzz Serge le Lama - Décryptage
Buzz Serge le Lama - Décryptage
Astrolab Consulting
Research Careers in Applied Computer Science
Research Careers in Applied Computer Science
Christoph Lange
Summer school bz_fp7research_20100708
Summer school bz_fp7research_20100708
Sandro D'Elia
Go open2010 sde_20100417
Go open2010 sde_20100417
Sandro D'Elia
Fraunhofer iais audio mining - automatic metadata gereration of audio streams...
Fraunhofer iais audio mining - automatic metadata gereration of audio streams...
FIAT/IFTA
GoOpen 2010: Sandro D'Elia
GoOpen 2010: Sandro D'Elia
Friprogsenteret
Better Software, Better Research
Better Software, Better Research
Carole Goble
LEARNTEC 2018 - HANDELkompetent - Enabling Adaptive Learning Pathways by Situ...
LEARNTEC 2018 - HANDELkompetent - Enabling Adaptive Learning Pathways by Situ...
Sebastian Opriel
NLP on Hadoop: A Distributed Framework for NLP-Based Keyword and Keyphrase Ex...
NLP on Hadoop: A Distributed Framework for NLP-Based Keyword and Keyphrase Ex...
Paolo Nesi
2016 nov-ieee-sdn-wiki
2016 nov-ieee-sdn-wiki
Christian Esteve Rothenberg
Open and Collaborative Software for Digital Pathology
Open and Collaborative Software for Digital Pathology
William Baird
MICO — Towards Contextual Media Analysis
MICO — Towards Contextual Media Analysis
Thomas Kurz
Hamburg Requirements Engineering Symposium
Hamburg Requirements Engineering Symposium
Supersede
Wageningen phenotype meeting
Wageningen phenotype meeting
thehyve
Overview of methodologies
Overview of methodologies
Mickael Pero
Frankfurt Big Data Lab & Refugee Projeect
Frankfurt Big Data Lab & Refugee Projeect
Goethe Univeristy
Jonathan bright - collecting social media data with the python programming la...
Jonathan bright - collecting social media data with the python programming la...
oiisdp
ISCRAM Summer School lecture Prof. Ralph Morelli
ISCRAM Summer School lecture Prof. Ralph Morelli
wjm
OpenNTF Overview DanNotes 11/23/11
OpenNTF Overview DanNotes 11/23/11
Niklas Heidloff
Annual Report
Annual Report
Dr. Mohammed Zubair Mohammed Shamim
Data management plans – EUDAT Best practices and case study | www.eudat.eu
Data management plans – EUDAT Best practices and case study | www.eudat.eu
EUDAT
Modernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using Ballerina
WSO2
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
Christopher Logan Kennedy
More Related Content
Similar to Lime recommendation
Research Careers in Applied Computer Science
Research Careers in Applied Computer Science
Christoph Lange
Summer school bz_fp7research_20100708
Summer school bz_fp7research_20100708
Sandro D'Elia
Go open2010 sde_20100417
Go open2010 sde_20100417
Sandro D'Elia
Fraunhofer iais audio mining - automatic metadata gereration of audio streams...
Fraunhofer iais audio mining - automatic metadata gereration of audio streams...
FIAT/IFTA
GoOpen 2010: Sandro D'Elia
GoOpen 2010: Sandro D'Elia
Friprogsenteret
Better Software, Better Research
Better Software, Better Research
Carole Goble
LEARNTEC 2018 - HANDELkompetent - Enabling Adaptive Learning Pathways by Situ...
LEARNTEC 2018 - HANDELkompetent - Enabling Adaptive Learning Pathways by Situ...
Sebastian Opriel
NLP on Hadoop: A Distributed Framework for NLP-Based Keyword and Keyphrase Ex...
NLP on Hadoop: A Distributed Framework for NLP-Based Keyword and Keyphrase Ex...
Paolo Nesi
2016 nov-ieee-sdn-wiki
2016 nov-ieee-sdn-wiki
Christian Esteve Rothenberg
Open and Collaborative Software for Digital Pathology
Open and Collaborative Software for Digital Pathology
William Baird
MICO — Towards Contextual Media Analysis
MICO — Towards Contextual Media Analysis
Thomas Kurz
Hamburg Requirements Engineering Symposium
Hamburg Requirements Engineering Symposium
Supersede
Wageningen phenotype meeting
Wageningen phenotype meeting
thehyve
Overview of methodologies
Overview of methodologies
Mickael Pero
Frankfurt Big Data Lab & Refugee Projeect
Frankfurt Big Data Lab & Refugee Projeect
Goethe Univeristy
Jonathan bright - collecting social media data with the python programming la...
Jonathan bright - collecting social media data with the python programming la...
oiisdp
ISCRAM Summer School lecture Prof. Ralph Morelli
ISCRAM Summer School lecture Prof. Ralph Morelli
wjm
OpenNTF Overview DanNotes 11/23/11
OpenNTF Overview DanNotes 11/23/11
Niklas Heidloff
Annual Report
Annual Report
Dr. Mohammed Zubair Mohammed Shamim
Data management plans – EUDAT Best practices and case study | www.eudat.eu
Data management plans – EUDAT Best practices and case study | www.eudat.eu
EUDAT
Similar to Lime recommendation
(20)
Research Careers in Applied Computer Science
Research Careers in Applied Computer Science
Summer school bz_fp7research_20100708
Summer school bz_fp7research_20100708
Go open2010 sde_20100417
Go open2010 sde_20100417
Fraunhofer iais audio mining - automatic metadata gereration of audio streams...
Fraunhofer iais audio mining - automatic metadata gereration of audio streams...
GoOpen 2010: Sandro D'Elia
GoOpen 2010: Sandro D'Elia
Better Software, Better Research
Better Software, Better Research
LEARNTEC 2018 - HANDELkompetent - Enabling Adaptive Learning Pathways by Situ...
LEARNTEC 2018 - HANDELkompetent - Enabling Adaptive Learning Pathways by Situ...
NLP on Hadoop: A Distributed Framework for NLP-Based Keyword and Keyphrase Ex...
NLP on Hadoop: A Distributed Framework for NLP-Based Keyword and Keyphrase Ex...
2016 nov-ieee-sdn-wiki
2016 nov-ieee-sdn-wiki
Open and Collaborative Software for Digital Pathology
Open and Collaborative Software for Digital Pathology
MICO — Towards Contextual Media Analysis
MICO — Towards Contextual Media Analysis
Hamburg Requirements Engineering Symposium
Hamburg Requirements Engineering Symposium
Wageningen phenotype meeting
Wageningen phenotype meeting
Overview of methodologies
Overview of methodologies
Frankfurt Big Data Lab & Refugee Projeect
Frankfurt Big Data Lab & Refugee Projeect
Jonathan bright - collecting social media data with the python programming la...
Jonathan bright - collecting social media data with the python programming la...
ISCRAM Summer School lecture Prof. Ralph Morelli
ISCRAM Summer School lecture Prof. Ralph Morelli
OpenNTF Overview DanNotes 11/23/11
OpenNTF Overview DanNotes 11/23/11
Annual Report
Annual Report
Data management plans – EUDAT Best practices and case study | www.eudat.eu
Data management plans – EUDAT Best practices and case study | www.eudat.eu
Recently uploaded
Modernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using Ballerina
WSO2
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
Christopher Logan Kennedy
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
ThousandEyes
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
WSO2
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
Andrey Devyatkin
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
rightmanforbloodline
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
Dropbox
Architecting Cloud Native Applications
Architecting Cloud Native Applications
WSO2
Navigating Identity and Access Management in the Modern Enterprise
Navigating Identity and Access Management in the Modern Enterprise
WSO2
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
Rustici Software
API Governance and Monetization - The evolution of API governance
API Governance and Monetization - The evolution of API governance
WSO2
Quantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation Computing
WSO2
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
Sandro Moreira
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
Zilliz
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
Zilliz
Simplifying Mobile A11y Presentation.pptx
Simplifying Mobile A11y Presentation.pptx
MarkSteadman7
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
MIND CTI
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
danishmna97
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
AnitaRaj43
Recently uploaded
(20)
Modernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using Ballerina
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
Architecting Cloud Native Applications
Architecting Cloud Native Applications
Navigating Identity and Access Management in the Modern Enterprise
Navigating Identity and Access Management in the Modern Enterprise
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
API Governance and Monetization - The evolution of API governance
API Governance and Monetization - The evolution of API governance
Quantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation Computing
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering Developers
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
Simplifying Mobile A11y Presentation.pptx
Simplifying Mobile A11y Presentation.pptx
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
Lime recommendation
1.
© Fraunhofer IDMT T.
Köllmer†, E. Berndl‡, T. Weißgerber‡, P. Aichroth† , H. Kosch‡ A Workflow for Cross Media Recommendations based on Linked Data Analysis † Fraunhofer IDMT ‡ University of Passau Thomas Köllmer thomas.koellmer@idmt.fraunhofer.de
2.
© Fraunhofer IDMT
2 The MICO Project http://www.mico-project.eu FP7 STREP, GA# 610480 7 Partners: Salzburg Research, Fraunhofer IDMT, Oxford University, University of Passau, Umeå University, Zaizi, InsideOut10 Duration: 36 Months (end: 10/2016) Goal of MICO is to develop a platform to analyse “media in context” … ...by orchestrating different content extraction tools that can work simultaneously or in a sequence and ….. ...provide valuable metadata to third party applications.
3.
© Fraunhofer IDMT
3 Cross Media Recommendations in MICO The Recommendation Problem “Providing suggestions for items to be of use to a user” Broad Application domains: e-Commerce, Travel, Multimedia, News, … Two main data sources: User behaviour data (Collaborative Filtering) Item Metadata (Content based recommendation)
4.
© Fraunhofer IDMT
4 Cross Media Recommendations in MICO Media Recommendation “Classic” Recommendation problems (Music-Recommendation, Netflix Challenge) Mostly based on collaborative filtering, but also content analysis Cross Media Recommendation Cross Media ≠ Cross Modal Multiple Input Media Items + Associated Media context, e.g., commentary Multiple Output Not necessarily more of the same thing
5.
© Fraunhofer IDMT
5 Editor Support Usecase As an editor, while I create or edit articles using WordPress, I want to automatically get related articles and videos that I might link to the article. Project Use Case: Recommendations for Greenpeace Magazine Italia Articles Videos User behaviour data
6.
© Fraunhofer IDMT
6 Editor Support Usecase As an editor, while I create or edit articles using WordPress, I want to automatically get related articles and videos that I might link to the article. How can Mico Help? Articles: NER components for content spotting Videos Text to speech + NER Metadata Analysis User behaviour data Generic collaborative filtering component (prediction.io)
7.
© Fraunhofer IDMT
7 Chat Analysis Usecase As a zooniverse user, I want get more information that helps me during the current classification task, e.g., by the recommendation of similar subjects or training data. Input: Results from animal detection Sentiment and competence classification of talks NER for animal spotting Output: Classification Hints Hints for moderators / experts
8.
© Fraunhofer IDMT
8 Processing Workflow for Editor Support Use Case 1. Crawler feeds media items to platform e.g., videos from Greenpeace channel, news articles, internal archive…. 2. Analysis results are stored as Linked Data Currently: using Apache Marmotta as triplestore
9.
© Fraunhofer IDMT
9 Processing Workflow for Editor Support Use Case 3. Item gets into Focus (someone is writing an article on a specific topic) 4. Focused item is fed to the same platform, using customized pipelines 5. Results are processed by LD matching, i.e Recommendation component.. 6. … enriched by stored annotations … 7. And returned to editing platform
10.
© Fraunhofer IDMT
10 Recommendation Workflow in MICO
11.
© Fraunhofer IDMT
11 Ontology Matching Semantic distance of entities important for analysis Animal detection: “I see a bird on the tree”, “Yes it’s definitely a sparrow” Topic detection: Wind energy, sustainability, renewables, oil, … Non-Mico: Genres! (e.g., currently 1400 genres on Spotify…) Not less controversial: movie genres
12.
© Fraunhofer IDMT
12 Evaluation How to evaluate a recommender system? Forget about precision and recall! Observing user behaviour Online experiment Offline: extrapolating past user behavior Lab Studies / Questionnaire Open problem: standardized + comparable testing of recommender systems
13.
© Fraunhofer IDMT
13 Conclusions Proposed setting tries to formalize a certain subset of recommendation problems: Cross media recommendation Focused on Media Items Profits from Content Analysis New items, have a high contextual dependency on existing items, that will be exploited for recommendation Work in Progress: Stable release of Mico-platform and extractors: right now PoC recommendation code will be integrated in the platform Demo Services: available in June Incorporate feedback into recommendation
14.
© Fraunhofer IDMT T.
Köllmer†, E. Berndl‡, T. Weißgerber‡, P. Aichroth† , H. Kosch‡ A Workflow for Cross Media Recommendations based on Linked Data Analysis † Fraunhofer IDMT ‡ University of Passau Thank you! Questions?
Download now