Publications related to Epilogeas

• Lagani Vincenzo, Athineou Giorgos, Farcomeni Alessio, Tsagris Michail, Tsamardinos Ioannis (2016). Feature Selection with the R Package MXM: Discovering Multiple, Statistically-Equivalent, Predictive Feature Subsets. Accepted for publication on Journal of Statistical Software.


• Giorgos Borboudakis, Ioannis Tsamardinos (2015). Bayesian Network Learning with Discrete Case-Control Data. Uncertainty in Artificial Intelligence (UAI), 2015.


• Sofia Triantafillou, Ioannis Tsamardinos (2015). Constraint-based causal discovery from multiple interventions over overlapping variable sets.JMLR (2015).


• Ioannis Tsamardinos, Amin Rakhshani, Vincenzo Lagani (2015). Performance-Estimation Properties of Cross-Validation-Based Protocols with Simultaneous Hyper-Parameter Optimization. International Journal on Artificial Intelligence Tools.


• Vincenzo Lagani, Sofia Triantafillou, Gordon Ball, Jesper Tegnér and Ioannis Tsamardinos (2015). Probabilistic Computational Causal Discovery for Systems Biology, book chapter in the book Uncertainty in Biology, A Computational Modeling Approach, Springer (2015)


• Tsamardinos I, Tsagris M, Lagani V (2015). Feature selection for longitudinal data. 10th conference of the Hellenic Society for Computational Biology & Bioinformatics (HSCBB15).


• Christina Papagiannopoulou, Grigorios Tsoumakas, Ioannis Tsamardinos. Discovering and Exploiting Entailment Relationships in Multi-Label Learning.. ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2015 (KDD).


• V Lagani, F Chiarugi, S Thomson, J Fursse, E Lakasing, RW Jones, I Tsamardinos. Development and validation of risk assessment models for diabetes-related complications based on the DCCT/EDIC data.. Journal of Diabetes and its Complications (2015).


• V Lagani, F Chiarugi, D Manousos, V Verma, J Fursse, K Marias, I Tsamardinos. Realization of a service for the long-term risk assessment of diabetes-related complications.. Journal of Diabetes and its Complications (2015).


• G.T. Huang, I. Tsamardinos, V. Raghu, N. Kaminski. P.V. Benos. T-Recs: Stable selection of Dynamically Formed Groups of Features with Application to Prediction of Clinical Outcomes. Pacific Symposium in Biocomputing (2015).


• Sofia Triantafillou, Ioannis Tsamardinos, Anna Roumpelaki (2014). Learning neighborhoods of high confidence in constraint-based causal discovery. Springer 2014.


• Kerkentzes K, Lagani V, Tsamardinos I, Vyberg M and Røe OD (2014). Hidden treasures in “ancient” microarrays: gene-expression portrays biology and potential resistance pathways of major lung cancer subtypes and normal tissue Front. Oncol. 4:251. doi: 10.3389/fonc.2014.00251


• Tsamardinos, I., Rakhshani, A., Lagani, V. (2014). Performance-Estimation Properties of Cross-Validation Based Protocols with Simultaneous Hyper-Parameter Optimization. 8th Hellenic Conference on Artificial Intelligence (SETN 2014).