Our recent paper in Journal of Computational Biology introduces an interaction data imputation method called network-guided matrix completion (NG-MC). The core part of NG-MC is low-rank probabilistic matrix completion that incorporates prior knowledg...

Also labeled: Bioinformatics, Computer Science, Data Fusion, Factorization, Factorized Models, Latent Models, Machine Learning, Network Science, Maths

I have presented our recent approach for epistasis-based gene network inference at ISMB 2014. We propose a factorized model of interactions that is used for scoring of different types of gene-gene relationships, such as epistasis, parallelism and...

We got accepted a paper on Imputation of Quantitative Genetic Interactions in Epistatic MAPs by Interaction Propagation Matrix Completion to RECOMB 2014. Epistatic Miniarray Profile (E-MAP) is a popular large-scale gene interaction discovery...

Also labeled: Bioinformatics, Computer Science, Data Mining, Factorization, Maths, Machine Learning, Data Fusion, Factorized Models, Latent Models

I am participating at PSB 2014, Pacific Symposium on Biocomputing, an international conference of current research in the theory and application of computational methods in problems of biological significance, which is held on the Big Island of...

Also labeled: Bioinformatics, Computer Science, Data Fusion, Factorization, Maths, Networking, Factorized Models, Latent Models

Between December 2013 and August 2014 I am visiting the Department of Molecular and Human Genetics at Baylor College of Medicine, Houston, TX, USA. During my stay we will do research on computational methods for data fusion and their applications in...

Also labeled: Bioinformatics, Computer Science, Data Fusion, Factorization, Maths, Machine Learning, Numerical Analysis, Probabilistic Numerics, Factorized Models, Latent Models, Baylor College of Medicine