GENSIPS - Aplicació de les eines de Tractament Digital del senyal al ànàlisi de les dades generades en l'estudi del cáncer

Type Start End
Other Jul 2010 Jun 2014
Responsible URL
Albert Oliveras

Description

Research and development of signal processing techniques and their application to data analysis in cancer genomics, with the support of Fundació Privada Cellex.

Publications

Bellot P. Study of Gene Regulatory Networks Inference Methods from Gene Expression Data Salembier P. 2017 . (2.73 MB)
Bosio M. Hierarchical information representation and efficient classification of gene expression microarray data Salembier P, Oliveras A. TSC. 2014 ;PhD Thesis:150. (2.76 MB)
Bosio M, Salembier P, Oliveras A, Bellot P. Ensemble learning and hierarchical data representation for microarray classification. In: 13th IEEE International Conference on BioInformatics and BioEngineering BIBE. 13th IEEE International Conference on BioInformatics and BioEngineering BIBE. Chania, Crete: 13th IEEE International Conference on BioInformatics and BioEngineering,; 2013. (241.56 KB)
Bosio M, Salembier P, Bellot P, Oliveras A. Hierarchical Clustering Combining Numerical and Biological Similarities for Gene Expression Data Classification. In: 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’13) . 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’13) . Osaka, Japan: IEEE EMBS; 2013. (435.72 KB)
Bosio M, Bellot P, Salembier P, Oliveras A. Multiclass cancer microarray classification algorithm with Pair-Against-All redundancy. In: The 2012 IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS’12). The 2012 IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS’12). Washington, DC, USA; 2012.
Bosio M, Bellot P, Salembier P, Oliveras A. Microarray classification with hierarchical data representation and novel feature selection criteria. In: IEEE 12th International Conference on BioInformatics and BioEngineering. IEEE 12th International Conference on BioInformatics and BioEngineering. Larnaca, Cyprus; 2012. (513.59 KB)
Bosio M, Bellot P, Salembier P, Oliveras A. Gene Expression Data Classification Combining Hierarchical Representation and Efficient Feature Selection. Journal of Biological Systems. 2012 ;20:349-375. (711.35 KB)
Bosio M, Bellot P, Salembier P, Oliveras A. Feature set enhancement via hierarchical clustering for microarray classification. In: IEEE International Workshop on Genomic Signal Processing and Statistics, GENSIPS 2011. IEEE International Workshop on Genomic Signal Processing and Statistics, GENSIPS 2011. ; 2011. pp. 226 -229. (254.44 KB)