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 cif@gsi.dit.upm.es