Constantin F. Aliferis

4 papers · 2010–2015 · 1 venue · across top CS/AI venues

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Achievements

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🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

JMLR (4)

Top co-authors

Alexander Statnikov (4) Subramani Mani (2) Xenofon D. Koutsoukos (2) Ioannis Tsamardinos (2) Mikael Henaff (1) Sisi Ma (1) Nikita I. Lytkin (1) Efstratios Efstathiadis (1) Nikita Lytkin (1) Eric R. Peskin (1)

Research topics

Artificial Intelligence (4) Machine Learning (4) Core AI (4) Core Methods (3) Mathematics & Optimization (1) Learning Types (1) Optimization (1)

Keywords

causal discovery (4) feature selection (2) markov blanket (2) local causal learning (2) active learning (1) experimental data (1) global learning (1) gene transcriptional network (1) observational data (1) variable selection (1) distributed learning (1) markov boundary (1)

Papers

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