Issue Date Title Author(s) Journal 21 Dec-2016 Maximum Entropy Discrimination Factor Analyzers Chatzis, Sotirios P. Neurocomputing 22 1-Oct-2016 A Nonstationary Hidden Markov Model with Approximately Infinitely-Long Time-Dependencies Chatzis, Sotirios P. International Journal on Artificial Intelligence Tools 23 Jul-2016 A novel corporate credit rating system based on Student’s-t hidden Markov models Petropoulos, Anastasios Expert systems with applications 24 27-Nov-2015 Maximum entropy discrimination poisson regression for software reliability modeling Chatzis, Sotirios P. IEEE transactions on neural networks and learning systems 25 1-Jan-2015 A latent manifold markovian dynamics gaussian process Chatzis, Sotirios P. IEEE transactions on neural networks and learning systems 26 May-2014 Gaussian process-mixture conditional heteroscedasticity Platanios, Emmanouil Antonios IEEE Transactions on Pattern Analysis and Machine Intelligence 27 23-Nov-2013 A latent variable Gaussian process model with Pitman–Yor process priors for multiclass classification Chatzis, Sotirios P. Neurocomputing 28 Oct-2013 The Infinite-Order Conditional Random Field Model for Sequential Data Modeling Chatzis, Sotirios P. IEEE Transactions on Pattern Analysis and Machine Intelligence 29 1-Sep-2013 Margin-maximizing classification of sequential data with infinitely-long temporal dependencies Chatzis, Sotirios P. Expert systems with applications 30 Jun-2013 A markov random field-regulated pitman-yor process prior for spatially constrained data clustering Chatzis, Sotirios P. Pattern recognition 31 Jun-2013 A conditional random field-based model for joint sequence segmentation and classification Kosmopoulos, Dimitrios I. Pattern recognition 32 2013 Erratum: Maximum-margin classification of sequential data with infinitely-long temporal dependencies Chatzis, Sotirios P. Expert systems with applications 33 2013 Infinite markov-switching maximum entropy discrimination machines Chatzis, Sotirios P. Journal of Machine Learning Research 34 1-Dec-2012 A Spatially-constrained Normalized Gamma Process Prior Korkinof, Dimitrios Expert systems with applications 35 Dec-2012 Nonparametric Mixtures of Gaussian Processes With Power-Law Behavior Demiris, Yiannis IEEE transactions on neural networks and learning systems 36 1-Sep-2012 The Echo State Conditional Random Field Model for Sequential Data Modeling Chatzis, Sotirios P. Expert systems with applications 37 19-Jun-2012 A Quantum-Statistical Approach Toward Robot Learning by Demonstration Chatzis, Sotirios P. IEEE Transactions on Robotics 38 15-Jun-2012 A Sparse Nonparametric Hierarchical Bayesian Approach Towards Inductive Transfer for Preference Modeling Chatzis, Sotirios P. Expert systems with applications 39 Jun-2012 A Nonparametric Bayesian Approach Toward Robot Learning by Demonstration Chatzis, Sotirios P. Robotics and Autonomous Systems 40 May-2012 A Possibilistic Clustering Approach Toward Generative Mixture Models Chatzis, Sotirios P. Pattern Recognition 
