Technical skill sheet

Learning on Structured Data, Theoretical Analysis of Learning Algorithms

  • Centre of research : MINES ParisTech, centre de bio-informatique - CBIO
  • Prestation : Advice, assessment, training - Research and Development

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Know-how


Development of computer and mathematical methodologies, for statistical learning in particular
Keywords : statistical learning, theory and algorithms : learning on structured data, theoretical analysis of learning algorithms.

Applications


Marketing applications (population data analysis), immunology, chemogenomics
Biology - Medical industries : metabolic network reconstruction.

Equipment


Software and servers :
- DSIR : algorithms for siRNA design (with the CEA)
- ChemCpp: C++ toolbox for computational chemistry
SLP-Local : bioinformatics platform for the localisation of subcellular proteins from their amino acid sequence
- NGrid: open source grid computing framework
- Support vector machines.