gsi research group presentation
TRANSCRIPT
Big Data & Machine learning
10
■ 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
□ Emotion propagation in social networks
Case studytroubleshooting in Telefonica
Bayesian model in production in Spain and Slovakia
Precision > 80%
11
Agent systems
▣ Personal assistants□ Intelligent Automation in the evented web□ Mediator agents managing user communications
▣ Methodologies□ MAS-CommonKADS□ Agile Testing with Beast□ Agreement patterns
12
Agent based Social 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
13
Linked Data & Semantic Technologies
▣ Linked data visualization▣ GeoLinked Data▣ Semantics and Web 2.0▣ Semantic Service Discovery▣ Idea management and Innovation
14
Information retrieval & emotion analysis
■ Sentiment and Emotion Analysis in Social Networks□ Vocabularies Onyx / Marl integrated with
Lemon and NIF□ Co-chairing 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
15
Web & Service engineering
■ Semantic scraping & rule induction■ Semantic annotation of mashups■ Semantic service and component discovery
16