Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel Ganascia LIP6, UPMC, 8 rue du...

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Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel Ganascia LIP6, UPMC, 8 rue du Capitaine Scott, 75015 Paris, France [email protected] Laboratoire d'informatique de Paris 6 Group on Machine Learning and Soft computing Soft computing for : Flexible prototypes and categories Connection between linguistic (expert-based) descriptions and numerical (sensor-based) values Management of subjective or sensorial information Imprecise, semantic, complex queries to databases Aggregation and fusion of heterogenous and/or complex information System modelling and management User assistance by an adaptive system based on the interactions with a device Clustering Information filtering Potential applications in cooperation with Eurocontrol Controllers Training (softwares for e-learning : visualisation, follow-up of skill acquisition…) Risk Management (safety management models for ACC’s and airports) Human Factors Modelling Data Fusion (radars, images, transmedias …) Performance Evaluation for ACC’s and Airports Complex System Modelling (Air Traffic Management and Airports Processes Modelling and Optimising…) Research expertise Machine learning Soft computing Fuzzy logic Neural networks Bayesian networks Domains of application Data mining Information retrieval User modelling Decision support systems Knowledge discovery Visualisation Interface personalisation Pen-based interfaces

Transcript of Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel Ganascia LIP6, UPMC, 8 rue du...

Page 1: Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel Ganascia LIP6, UPMC, 8 rue du Capitaine Scott, 75015 Paris, France Bernadette.Bouchon-Meunier@lip6.fr.

Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel GanasciaLIP6, UPMC, 8 rue du Capitaine Scott, 75015 Paris, France

[email protected]

Laboratoire d'informatique de Paris 6

Group on Machine Learning and Soft computing

Soft computing for :

• Flexible prototypes and categories

• Connection between linguistic (expert-based) descriptions and numerical (sensor-based) values

• Management of subjective or sensorial information

• Imprecise, semantic, complex queries to databases

• Aggregation and fusion of heterogenous and/or complex information

• System modelling and management

• User assistance by an adaptive system based on the interactions with a device

• Clustering

• Information filtering

Potential applications in cooperation with Eurocontrol

•Controllers Training (softwares for e-learning : visualisation, follow-up of skill acquisition…)

•Risk Management (safety management models for ACC’s and airports)

•Human Factors Modelling

•Data Fusion (radars, images, transmedias …)

•Performance Evaluation for ACC’s and Airports

•Complex System Modelling (Air Traffic Management and Airports Processes Modelling and Optimising…)

Potential applications in cooperation with Eurocontrol

•Controllers Training (softwares for e-learning : visualisation, follow-up of skill acquisition…)

•Risk Management (safety management models for ACC’s and airports)

•Human Factors Modelling

•Data Fusion (radars, images, transmedias …)

•Performance Evaluation for ACC’s and Airports

•Complex System Modelling (Air Traffic Management and Airports Processes Modelling and Optimising…)

Research expertise

• Machine learning• Soft computing

Fuzzy logic Neural networks Bayesian networks

Domains of application

• Data mining • Information retrieval• User modelling• Decision support systems• Knowledge discovery• Visualisation• Interface personalisation• Pen-based interfaces

Page 2: Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel Ganascia LIP6, UPMC, 8 rue du Capitaine Scott, 75015 Paris, France Bernadette.Bouchon-Meunier@lip6.fr.

Contact : Bernadette Bouchon-Meunier, Patrick Gallinari, Jean-Gabriel GanasciaLIP6, UPMC, 8 rue du Capitaine Scott, 75015 Paris, France

[email protected]

Intelligent information retrieval

Laboratoire d'informatique de Paris 6

Group on Machine Learning and Soft computing

Multimedia information processing• Information processing in video, image or web page databases• Complementarity between several medias (sound, music,

speech, text, images)• Vague, imprecise, subjective queries• Content-based information retrieval • Fuzzy logic and similarity measures

Information retrieval for structured documents• Automatic organization of XML documents by means of Bayesian networks

Text mining in databases Identification of regularities in documents Recontruction of DTD representing a group of

documents

• Clustering of documents on the basis of their structureModeling of documents and corpus by tree-like

bayesian networks Utilization of logical structure + content

• E-book management and utilization

Adaptive or selective information retrieval on internet• Web mining• Improvement of the efficiency of a search by means of the content of accessed pages• Relevance of the retrieved information • Modelling of the behavior and profile of users• Information filtering • Webbots

This

Document

structured

of

example

an

is

document

section

first

the

is

paragraph

single

one

of

composed

is

section

second

paragraph

first

the

is

this

paragraph

second

the

is

this

paragraph

third

the

is

this

Document

Introduction Section Section

Paragraph Paragraph Paragraph

Personalization of technologies for information and communication•Profiling of softwares in an educational environment •Adaptive new technologies for pupils and teachers with regard to

an electronic schoolbag•Adaptive hypermedia•Fuzzy logic for flexible representation of user profiles, of time…•Friendly vizualisation of documents and other information (various

kinds of maps)