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1Bruxelles – 30 mai 2011
MLG – Machine Learning Group
Computer Science Department
ULB, Bruxelles
Prof. Gianluca Bontempi
P...
2Bruxelles – 30 mai 2011
DOMAINES DE COMPÉTENCES
ET CIBLES INDUSTRIELLES
Domaines de compétences
• Data mining of massive ...
3Bruxelles – 30 mai 2011
Wireless sensor network
intelligent monitoring
Wireless sensor network
intelligent monitoring
• T...
4Bruxelles – 30 mai 2011
Long-term time series predictionLong-term time series prediction
• Long-term forecasting is an op...
5Bruxelles – 30 mai 2011
Network inference in bioinformaticsNetwork inference in bioinformatics
• Graphical representation...
Bruxelles – 30 mai 2011
→ Data mining consultancy services
→ Preliminary contact (half a day)
→ MLG presents its expertise...
Bruxelles – 30 mai 2011 7
SERVICES A L’ENTREPRISE
FORMATIONS
SERVICES A L’ENTREPRISE
FORMATIONS
Thèmes
→ Data analysis, da...
8Bruxelles – 30 mai 2011
CONTACTS LABO
Prof. Gianluca Bontempi
Professeur
gbonte@ulb.ac.be - Phone : +32 2 650 55 91
Dr Ya...
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Machine learning group computer science department ULB - Lab'InSight Artificial Intelligence

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Description of the laboratory skills (Lab'InSight Artificial Intelligence Business intelligence / Datamining 30/05/2011)

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Machine learning group computer science department ULB - Lab'InSight Artificial Intelligence

  1. 1. 1Bruxelles – 30 mai 2011 MLG – Machine Learning Group Computer Science Department ULB, Bruxelles Prof. Gianluca Bontempi Professeur Lab’Insight « Intelligence Artificielle » - Datamining et Business Intelligence, Bruxelles, le 30 mai 2011
  2. 2. 2Bruxelles – 30 mai 2011 DOMAINES DE COMPÉTENCES ET CIBLES INDUSTRIELLES Domaines de compétences • Data mining of massive datasets • Long-term prediction of spatio-temporal time series • Bioinformatics • Microarray data analysis • Network inference •Environmental modeling by wireless sensor networks • Fraud detection • Open-source data mining • Industrial sectors: – Pharma – Finance – Logistics – Environment and agriculture – Biomedical
  3. 3. 3Bruxelles – 30 mai 2011 Wireless sensor network intelligent monitoring Wireless sensor network intelligent monitoring • Tiny embedded computing and sensing systems, which are resource-constrained (energy, radio) • Applications in many domains: • Industry, agriculture, health, ecology, .. • Machine learning used for: information extraction, classification, clustering, prediction, compression • Projects: • Indoor localisation (PIMAN project) • Monitoring of greenhouse, ethology lab, CS lab
  4. 4. 4Bruxelles – 30 mai 2011 Long-term time series predictionLong-term time series prediction • Long-term forecasting is an open issue in the time series community • We focus on innovative paradigms for effective multi-step- ahead predictions • Application: • Wind forecasting • Logistic (Dieteren project) • Finance • Anesthaesia (WALEO project) • Rehabilitation (ICT4REHAB project) Time Series TimeValues 0 200 400 600 800 010203040 ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ●● ● ● ● ● ● ●● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●●● ● ● ● ● ● ● ●● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ●● ● ● ● ● ● ● ● ● ● ●● ● ● ● ●●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●
  5. 5. 5Bruxelles – 30 mai 2011 Network inference in bioinformaticsNetwork inference in bioinformatics • Graphical representation of complex genomic patterns in diseases •Dimensionality reduction, integration of expert knowledge and data • Projects • Breast cancer (collaboration with Bordet and Harvard) • ARC project on Diabetes (collaboration with Erasme) DKFZp686B04100 / ISGF-3 / STAT1 / STAT91 MYOM2 / TTNAP AD024 / MGC22228 / SPBC25 / SPC25 NTT5 / SLC6A16 TREB5 / XBP1 / XBP2 KPL1 / PHR1 / PHRET1 / PLEKHB1 FLJ17098 / FLJ17228 / FLJ39739 / FLJ99434 CASP12 / CASP12P1 BRCC5 / HRAD51 / HsRad51 / HsT16930 / RAD51 / RAD51A / RECA FLJ22419 / ZNF385D / ZNF659 DKFZp434B227 / FLJ11667 / FLJ23571 / FLJ37775 / IQCG LOC100129166 CRKL DKFZp686F0937 / FLJ36270 / FLJ45632 / PLXDC1 / TEM3 / TEM7 FLJ25797 / MGC34869 / RHEBL1 / RHEBL1c CC2D2A / JBTS9 / KIAA1345 / MKS6 LOC339298 LOC100291812 KIAA0865 / MYO16 / MYR8 / Myo16b ATF4 / CREB-2 / CREB2 / TAXREB67 / TXREB Bhlhb7 / OLIG3 / bHLHe20 BCM1 / BLAST / BLAST1 / CD48 / MEM-102 / SLAMF2 / hCD48 / mCD48 DKFZp686E2262 / DKFZp686H15164 / FLJ44133 / HPTP-BETA / HPTPB / MGC142023 / MGC59935 / PTPB / PTPRB KAIA2138 / KIAA2138 / MGC129623 / SLC17A4 BRICD3 / CHM-I / CHM1 / LECT1
  6. 6. Bruxelles – 30 mai 2011 → Data mining consultancy services → Preliminary contact (half a day) → MLG presents its expertise in data mining → Client presents its problem and the type of data → Academic analysis (min 10 days) → Preliminary analysis → Detailed assessment and validation of the predictive model → Prototype in open-source → Custom solution and implementation (min 20 days) → Integration in the company information system → Maintenance and assistance → Joint collaborative projects 6 SERVICES A L’ENTREPRISESERVICES A L’ENTREPRISE
  7. 7. Bruxelles – 30 mai 2011 7 SERVICES A L’ENTREPRISE FORMATIONS SERVICES A L’ENTREPRISE FORMATIONS Thèmes → Data analysis, data mining, machine learning course → Open Source programming course for data mining → Coaching of personnel
  8. 8. 8Bruxelles – 30 mai 2011 CONTACTS LABO Prof. Gianluca Bontempi Professeur gbonte@ulb.ac.be - Phone : +32 2 650 55 91 Dr Yann-aël Le Borgne Researcher yleborgn@ulb.ac.be - Phone : +32 2 650 55 94 Dr Patrick E. Meyer Researcher pmeyer@ulb.ac.be - Phone : +32 2 650 58 76 Université libre de Bruxelles Machine Learning Group Boulevard du Triomphe - Campus ULB La Plaine, CP 212 - B-1050 Bruxelles mlg.ulb.ac.be

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