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Intelligent
Systems Group
(GSI)
Agenda
2
1.
Our group
Where we
come from
3
Universidad Politécnica de Madrid
4
Telecommunications Engineering
School
5
Department Telematic Engineering
Systems
6
Intelligent Systems Group
7
2.
Research lines
What we work
on
8
Research Areas
9
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 study
troubleshooting 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
3.
Research
results
Software,
datasets and
tools you can
use
17
GSI Tools
18
GSI Tools
19
20
GSI Tools
4.
Key projects
Our most
recent R&D
projects
21
Recent EU projects
22
Recent national R&D projects
23
Contact
http://www.gsi.dit.upm.es
https://github.com/gsi-upm
Carlos A. Iglesias cif@gsi.dit.upm.es
24

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GSI Research Group Presentation