Publications


Anděl, M., Kléma, J., Krejčík, Z. 2015 Network-Constrained Forest for Regularized Classification of Omics Data, detail

Kléma, J., Strnad, P., Anděl, M., Holec, M., Gologuzov, V. 2015 miXGENE, detail

Kunc, V., Kléma, J., Anděl, M. 2015 Increasing Weak Classifier Diversity by Omics Networks, detail

Anděl, M., Kléma, J., Masri, F., Krejčík, Z., Beličková, M. 2015 Sparse Omics-network Regularization to Increase Interpretability and Performance of Linear Classification Models, detail

Anděl, M., Masri, F. 2015 Sparse Omics-network Regularization to Increase Interpretability and Performance of SVM-based Predictive Models, detail

Kléma, J., Zahálka, J., Anděl, M., Krejčík, Z. 2015 Interaction-Based Aggregation of mRNA and miRNA Expression Profiles to Differentiate Myelodysplastic Syndrome, detail

Železný, F., Černoch, R., Vyskočil, J. 2015 CyberCalc, detail

Krejčík, Z., Beličková, M., Hruštincová, A., Kléma, J., Zemanová, Z., Michalová, K., Čermák, J., Jonášová, A., Merkerová, M.D. 2015 Aberrant expression of miRNA cluster in 14q32 region is associated with del(5q) myelodysplastic syndrome and lenalidomide treatment, detail

Cellier, P., Charnois, T., Plantevit, M., Rigotti, Ch., Crémilleux, B., Gandrillon, O., Kléma, J., Manguin, J. 2015 Sequential Pattern Mining for Discovering Gene Interactions and their Contextual Information from Biomedical Texts, detail

Dostalova Merkerova, M., Krejcik, Z., Belickova, M., Hrustincova, A., Kléma, J., Stara, E., Zemanova, Z., Michalova, K., Cermak, J., Jonasova, A. 2015 Genome-wide miRNA Profiling in Myelodysplastic Syndrome with del(5q) Treated with Lenalidomide, detail

Belickova, M., Jonasova, A., Vesela, J., Pejsova, B., Kléma, J. 2015 Patterns of DNA Methylation and Gene Expression in Higher-Risk Myelodysplastic Syndromes: Predictors of Demethylating Therapy Response, detail

Daneshmand, A., Facchinei, F., Kungurtsev, V., Scutari, G. 2015 Hybrid Random/Deterministic Parallel Algorithms for Convex and Nonconvex Big Data Optimization, detail

Šourek, G., Kuželka, O., Železný, F. 2015 Learning to detect network intrusion from a few labeled events and background traffic, detail

Šourek, G. 2015 VisualEA - Visual design of Evolutionary Optimizers for Engineering Applications, detail

Šourek, G., Pošík, P. 2015 Visual Data-Flow Framework of Evolutionary Computation, detail

Šourek, G., Pošík, P. 2015 Dynamic System Modeling of Evolutionary Algorithms, detail

Šourek, G., Železný, F. 2015 Learning to Detect Network Intrusion from a Few Labeled Events and Background Traffic, detail

Šourek, G., Železný, F., Kuželka, O., Pevný, T. 2015 Learning to create and exploit aggregative and relational properties of flow-sets, detail

Holec, M., Kuželka, O., Železný, F. 2015 Novel Gene Sets Improve Set-level Classification of Prokaryotic Gene Expression Data, detail

Monge, D.A., Holec, M., Železný, F., Garino, C.G. 2015 Ensemble Learning of Runtime Prediction Models for Gene-expression Analysis Workflows, detail

Monge, D.A., Holec, M., Železný, F., Garino, CG 2015 Learning Running-time Prediction Models for Gene-Expression Analysis Workflows, detail

Malinka, F. 2015 Prediction of Protein Stability Changes Upon One-point Mutations Using Machine Learning, detail

Pluskal, O. 2015 Behavioural Malware Detection Using Efficient SVM Implementation, detail