Data Mining Data Warehouses Decision Machine Learning OLAP

Machine Learning
Information Systems
Data Warehouses
OLAP
Knowledge Management
Data Mining
Web & Cloud Intelligence
Decision
E NTREPÔTS, R EPRÉSENTATION
& INGÉNIERIE des CONNAISSANCES
A multidisciplinary research ...
Decision
Knowledge
On-line ana
lytic
al p
roc
es
sin
Personalization
g(
Multicriteria
aggregation
Re
inj
ec
P)
LA
O
Uncertain
environments
n
tio
Da
Multidimensional
modeling
Security
Machine learning
Graph mining,
Opinion mining
ta
m
inin
g
Internal ISs
Documents
DBs
Social media and networks
Data warehouse
COMPL
EX
DATA
r
D at a i nt e g
atio
n
E-mails
Web
Cloud
From data to decision
... with close ties to humanities and social sciences
ERIC’s ID card
Research team (EA 3083) accredited by the
French Ministry of Higher Education and
Research
Research Domain :
Business intelligence and decision
Caluire et Cuire
• Lyon 1 (Sciences - Health)
• Lyon 2 (Humanities - Social Sciences)
ône
La Sa
Home universities :
La Croix-Rousse
Villeurbanne
Fourvière
Research at ERIC aims at extracting value from
huge, complex databases, especially in the fields
of humanities and social sciences.
ERIC’s
fields
of
expertise
include
issues related to modeling and managing
complex data warehouses, mining heterogeneous, massive and little-structured data, and
decision-support processes.
La Part-Dieu
hô
ne
Le
R
Member of the Institut des Sciences de l’Homme
Parc
Tête d’Or
LYON
Gerland
Parc
Bron - Parilly
St-Fons
Venissieux
Bron
Two research teams
BIG data
data
integration
cryptography
olap
olap
securitY
BENCHMARKS
I
big data
computi ng
cryptography
performance
data warehouses
documents
S
XML
security
networks
multidimensional
modeling
olap
D ecision-support Information System (DIS)
Team manager : Fadila BENTAYEB
performance
multidimensional
modeling
recommendation
NoSQL
security
olap
NoSQL
personalization
big data
XML
cloud
security
ETL
COMPLEx data
D
recommEndation
documents
DATA
SOCIAL
Moreover, to devise solutions to big
data storage and analysis issues, the
team investigates business intelligence
in the cloud (cloud analytics), including
NoSQL databases and on-demand
OLAP.
cryptographY
XML
data
warehouses
The main topics we address are text
data warehouses, social OLAP and
personalization.
DATA WAREHOUSES
CLOUD complex
COMPUTING
Benchmarks
For this sake, we rest on methods
from the fields of databases, data mining, information retrieval and service
technologies at all levels of the warehousing process: data integration (ETL),
multidimensional modeling and OLAP.
Social
networks
The DIS team’s research mainly focuses on complex data (texts, social networks, Web data...) warehousing and
on-line analysis processing (OLAP) in various domains. The team aims at designing new warehouse models that are
user-centric, efficient and secure.
The DMD team’s objective is to design new systems, models and algorithms for complex data mining and decision
support. Complex data are heterogeneous, diversely structured, voluminous, imprecise and dynamic.
M
learning
multiobjective
optimization
graphs
association
rules
communities
clustering
texts
WEB
machine learning
decision - making
mining
opinions
statistics
social
media
D
multicriteria
aggregation
graphs uncertainty
artificial
intelligence
multiobjective
optimization
graphs
data WEB
D
opinions
association rules
machine
texts
statistics
texts
multicriteria
aggregation
uncertainty
social
media
COMPLEX
data
decision - making opinions
machine
WEB
learning
artificial
intelligence
COMPLEX data
statistics
social
media
data mining
decision - making
communities
clustering
To manipulate such data, the team
rests on approaches from the fields
of statistics and artificial intelligence:
information retrieval, machine learning,
multicriteria aggregation, reasoning in
uncertainty, etc.
We aim to output both theoretical
results and practical applications.
For instance, let us cite ranking
comparisons, medical image reconstruction, sentiment analysis and social
media mining.
multicriteria
aggregation
data
mining
D ata Mining & Decision (DMD)
Team manager : Julien VELCIN
A proven expertise
Consulting
Industrial valorization,
Technological transfer
E NTREPÔTS, R EPRÉSENTATION
& INGÉNIERIE des CONNAISSANCES
R&D internships and theses
National and international
academic and R&D projects
Partenaire du projet
ANR Imagiweb
National and international collaborations
Grenoble - LIG
Paris - LIP6, LRI, ETIS
Montpellier - LIRMM
Rennes - IRISA
Clermont-Ferrand - LIMOS, IRSTEA
Toulouse- IRIT, IMT
University of Aalborg
University of Quebec
National University in
Economy of Kharkov
University of Oklahoma
University of Tondji
University of Tunis
University Hassan 1er Settat
NICTA Sydney
University of Montevideo
University of Fianarantsoa
E NTREPÔTS, R EPRÉSENTATION
& INGÉNIERIE des CONNAISSANCES
ERIC Lab
Director : Jérôme DARMONT
[email protected]
Vice-Director : Stéphane BONNEVAY
[email protected]
Contact:Université Lyon 2 -5 avenue Pierre Mendès-France - 69676 Bron Cedex - FRANCE
Phone:+33 478 773 154 - Fax : +33 478 772 375
Email:[email protected]
http://eric.univ-lyon2.fr