upm gsi presentation
DESCRIPTION
Presentation of the research group GSI (Intelligent Systems Group) - UPM.TRANSCRIPT
Autor:
Grupo de Sistemas InteligentesUniversidad Politécnica de Madrid
Intelligent Systems Group (GSI)
Carlos A. IglesiasGrupo de Sistemas InteligentesDepartamento de Ingeniería de Sistemas TelemáticosUniversidad Politécnica de Madrid
Agenda
Our groupOur group
Research linesResearch lines
Research resultsResearch results
Key projectsKey projects
Agenda
Our groupOur group
Research linesResearch lines
Research resultsResearch results
Key projectsKey projects
Universidad Politécnica de Madrid
Telecommunications Engineering School
Department Telematic Systems Engineering
Intelligent Systems Group
Agenda
Our groupOur group
Research linesResearch lines
Research resultsResearch results
Key projectsKey projects
Research areas
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Big Data & Machine learning
■ Distributed Diagnosis & Classification● Uncertainty management & Bayesian networks● Network and Service monitoring / diagnosis● Agents & Argumentation
■ Large scale semantic search■ Social Network Analysis
● Big Simulation– Social network simulation and
what-if analysis– Prediction & Evaluation policies
● Sentiment & Emotion Analysis
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Case study: Troubleshooting in Telefonica
■ Bayesian model■ In production
in Spain and Czech Republic
■ Precision > 80%
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Multiagent Systems (MAS)
■ Personal assistants● Intelligent automation in the Evented Web● Mediator agents managing when users can be
interrupted
■ Methodologies● MAS-CommonKADS
– More than 800 cites in Google Scholar
● Agreement Patterns● Beast – Agile Testing
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Social based Agent Simulation
■ Probabilistic models for Simulation of …● social behaviour (ageing, human psychologies, ...)● smart spaces (sensors, ...)● emergencies: evacuation policies ● social networks such as Twitter● Telecommunication networks / IoT
■ Benefits● Improve Testing Capabilities at minimum cost● Behaviour Prediction
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Case studyCalista / Thofu - IoT
■ Smart home automation / Intelligent Hotel● Platform combining Sensor Networks, CEP and
semantic technologies for Internet and Sensor automation (now Raspberry ones)
■ Social simulation of Smart Spaces● Crowd management - Evacuation● Social choice for shared recources● Elderly / psychological feature simulation
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Linked Data & Semantic technologies
■ Semantic Technologies and Web2.0● Lightweight semantics for services● Ontologies for ad-hoc services
■ Linked data Visualisation■ Semantic Idea / Innovation Management
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Information Retrieval and Sentiment & Emotion analysis
■ Sentiment and Emotion Analysis in Social Networks● Vocabularies Onyx / Marl integrated with Lemon
and NIF● Cochairing W3C CG on Linked Data Models for
Emotion and Sentiment Analysis
■ Semantic search and ranking algorithms based on social metrics and taxonomies
■ NLP interfaces & Bots
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Web & Service Engineering
■ Semantic scraping & rule induction■ Semantic annotation of mashups■ Semantic discovery: metadirectory of
Yahoo Pipes, Programmable Web and Opera widgets
Big Data & Machine Learning
Big Data & Machine Learning
IR & Sentiment Analysis
IR & Sentiment Analysis
Agents & Social
Simulation
Agents & Social
Simulation
Linked Data &
Semantics
Linked Data &
Semantics
Web & Service
engineering
Web & Service
engineering
Agenda
Our groupOur group
Research linesResearch lines
Research resultsResearch results
Key projectsKey projects
GSI Tools - Agents
NSP-0973-2DA-4N
Personal Agents
IoT
Personal Agents
IoT
AgileTestingAgile
Testing
Telco & IoT
Diagnosis
Telco & IoT
Diagnosis
SocialSimulation
SocialSimulation
Bayesian models & Argumentation
GSI Tools NLP
GSIBot – QA & Notification
Management
GSIBot – QA & Notification
Management
Sentiment & Emotion Analysis
Sentiment & Emotion Analysis
GSI Tools – Semantics, IR & LD
> Semantic Scraping > Semantic Scraping
> Semantic Search - Sematch> Semantic Search - Sematch
> Linked Data Visualization > Linked Data Visualization
> Idea Management > Idea Management
Agenda
Our groupOur group
Research linesResearch lines
Research resultsResearch results
Key projectsKey projects
Recent EU Projects
FP7 SmartOpenData Linked Data for Environment
FP7 SmartOpenData Linked Data for Environment
FP7 OmeletteSemantic
Discovery for Telco Mashup
Development
FP7 OmeletteSemantic
Discovery for Telco Mashup
Development
FP7 EurosentimentLinguistic Linked
Data for Sentiment and Emotion
Analysis
FP7 EurosentimentLinguistic Linked
Data for Sentiment and Emotion
Analysis
FP7 RomulusDomain Driven
Design for Mashup Development
FP7 RomulusDomain Driven
Design for Mashup Development
Recent national projects
Sentiment in Financial Tweets
Sentiment in Financial Tweets
Big Data & SimulationBig Data & Simulation
QA AgentQA Agent IoT Evacuation simulation
IoT Evacuation simulation
IoT Intelligent Automation
IoT Intelligent Automation
Semantic Search
& Big Data
Semantic Search
& Big Data
Contact
■ http://www.gsi.dit.upm.es■ Github https://github.com/gsi-upm ■ Carlos A. Iglesias [email protected]