Tsamardinos, Ioannis

1. Incorporating Causal Prior Knowledge as Path-Constraints in Bayesian Networks and Maximal Ancestral Graphs
   2012/06/27 by Giorgos Borboudakis, Borboudakis, Giorgos, Ioannis Tsamardinos +1 · 5 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Logic, Reasoning, and Knowledge #Data Management and Algorithms
2. Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets
   2014/03/10 by Triantafillou, Sofia, Tsamardinos, Ioannis · 3 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (stat.ML)
3. Bootstrapping the Out-of-sample Predictions for Efficient and Accurate Cross-Validation
   2017/08/23 by Tsamardinos, Ioannis, Greasidou, Elissavet, Tsagris, Michalis +1 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. A Unified Approach for Sparse Dynamical System Inference from Temporal\n Measurements
   2017/10/02 by Yannis Pantazis, Ioannis Tsamardinos, Pantazis, Yannis +1 · 2 citations
   Biochemistry, Genetics and Molecular Biology · #Cell Image Analysis Techniques #FOS: Biological sciences #Gene Regulatory Network Analysis #Molecular Networks (q-bio.MN) #Single-cell and spatial transcriptomics
5. Scoring and Searching over Bayesian Networks with Causal and Associative Priors
   2014/08/09 by Borboudakis, Giorgos, Tsamardinos, Ioannis · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
6. Feature Selection with the R Package MXM: Discovering Statistically-Equivalent Feature Subsets
   2016/11/10 by Vincenzo Lagani, Giorgos Athineou, Lagani, Vincenzo +7 · 1 citation
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Bayesian Modeling and Causal Inference #Gene expression and cancer classification #Bayesian Methods and Mixture Models
7. A Meta-Level Learning Algorithm for Sequential Hyper-Parameter Space Reduction in AutoML
   2023/12/11 by Giorgos Borboudakis, Borboudakis, Giorgos, Paulos Charonyktakis +5 · 1 citation
   Chemistry · Computer Science · #Analytical Chemistry and Chromatography #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification