← Authors

Alexander Statnikov

5 papers · 2010–2016 · 2 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15) 🏃 Academic Marathon (6) 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (2) 🧭 Keyword Pioneer 📈 Trend Setter 🚀 Conference Pioneer

Conferences

JMLR (4) AUTOML (1)

Top co-authors

Constantin F. Aliferis (4) Xenofon D. Koutsoukos (2) Subramani Mani (2) Ioannis Tsamardinos (2) Nikita Lytkin (1) Eric R. Peskin (1) Evelyne Viegas (1) Hugo Jair Escalante (1) Mikael Henaff (1) Jan Lemeire (1)

Keywords

causal discovery (4) markov blanket (2) feature selection (2) local causal learning (2) distributed learning (1) active learning (1) observational datum (1) experimental datum (1) automated machine learning (1) global learning (1) gene transcriptional network (1) markov boundary (1) model selection (1) variable selection (1) hyperparameter optimization (1)

Papers

A Brief Review of the ChaLearn AutoML Challenge: Any-time Any-dataset Learning Without Human Intervention AUTOML 2016
Ultra-Scalable and Efficient Methods for Hybrid Observational and Experimental Local Causal Pathway Discovery JMLR 2015
Algorithms for Discovery of Multiple Markov Boundaries JMLR 2013
Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation JMLR 2010
Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part II: Analysis and Extensions JMLR 2010