Alexander Statnikov

A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis

Alexander Statnikov, Constantin Aliferis, Ioannis Tsamardinos et al. · Bioinformatics · 2004 · 843 citations · Full text

A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification

Alexander Statnikov, Lily Wang, Constantin Aliferis · BMC Bioinformatics · 2008 · 679 citations · Full text

Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation

Constantin Aliferis, Alexander Statnikov, Ioannis Tsamardinos et al. · Journal of Machine Learning Research · 2010 · 489 citations

Engineering, Machine Learning, Feature Selection +20

Algorithms for Large Scale Markov Blanket Discovery

Ioannis Tsamardinos, Constantin Aliferis, Alexander Statnikov · 2003 · 442 citations

Engineering, Machine Learning, Target Variable T +17

Time and sample efficient discovery of Markov blankets and direct causal relations

Ioannis Tsamardinos, Constantin Aliferis, Alexander Statnikov · 2003 · 329 citations

Engineering, Machine Learning, Causal Relation Extraction +24