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| Issue Date | Title | Author(s) |
| May-2019 | A Data-Driven Bandwidth Allocation Framework with QoS Considerations for EONs | Panayiotou, Tania ; Manousakis, Konstantinos ; Chatzis, Sotirios P. ; Ellinas, Georgios |
| May-2016 | A data-driven QoT decision approach for multicast connections in metro optical networks | Panayiotou, Tania ; Ellinas, Georgios ; Chatzis, Sotirios P. |
| 1-Jan-2017 | Deep bayesian matrix factorization | Chatzis, Sotirios P. |
| 2-Nov-2022 | A Deep Learning Approach for Dynamic Balance Sheet Stress Testing | Petropoulos, Anastasios ; Siakoulis, Vasilis ; Panousis, Konstantinos P. ; Papadoulas, Loukas ; Chatzis, Sotirios P. |
| 15-May-2018 | Deep learning with t-exponential Bayesian kitchen sinks | Partaourides, Harris ; Chatzis, Sotirios P. |
| 1-Jan-2017 | Deep network regularization via bayesian inference of synaptic connectivity | Partaourides, Charalampos ; Chatzis, Sotirios P. |
| Aug-2011 | Deformable probability maps: probabilistic shape and appearance-based object segmentation | Chatzis, Sotirios P. ; Tsechpenakis, Gavriil |
| 2-Oct-2014 | Developing public transport network systems: The DIANA approach | Kosmopoulos, Dimitrios I. ; Kalohristianakis, M. ; Malamos, Athanasios G. ; Chatzis, Sotirios P. ; Pternea, Moschoula ; Kepaptsoglou, Konstantinos L. ; Karlaftis, Matthew G. |
| Sep-2021 | Dialog Speech Sentiment Classification for Imbalanced Datasets | Nicolaou, Sergis ; Mavrides, Lambros ; Tryfou, Georgina ; Tolias, Kyriakos ; Panousis, Konstantinos P. ; Chatzis, Sotirios P. ; Theodoridis, Sergios |
| 2014 | Dynamic bayesian probabilistic matrix factorization | Chatzis, Sotirios P. |
| 1-Sep-2012 | The Echo State Conditional Random Field Model for Sequential Data Modeling | Chatzis, Sotirios P. ; Demiris, Yiannis |
| Sep-2011 | Echo state Gaussian process | Demiris, Yiannis ; Chatzis, Sotirios P. |
| 2014 | Echo-state conditional restricted boltzmann machines | Chatzis, Sotirios P. |
| 2013 | Erratum: Maximum-margin classification of sequential data with infinitely-long temporal dependencies | Chatzis, Sotirios P. |
| Jun-2009 | Factor analysis latent subspace modeling and robust fuzzy clustering using t-distributions | Chatzis, Sotirios P. ; Varvarigou, Theodora |
| 1-Dec-2018 | Forecasting stock market crisis events using deep and statistical machine learning techniques | Chatzis, Sotirios P. ; Siakoulis, Vassilis ; Petropoulos, Anastasios ; Stavroulakis, Evangelos ; Vlachogiannakis, Nikos |
| Jul-2011 | A fuzzy c-means-type algorithm for clustering of data with mixed numeric and categorical attributes employing a probabilistic dissimilarity functional | Chatzis, Sotirios P. |
| 2008 | A fuzzy clustering approach toward Hidden Markov random field models for enhanced spatially constrained image segmentation | Chatzis, Sotirios P. ; Varvarigou, Theodora |
| 5-Jan-2020 | Gated Mixture Variational Autoencoders for Value Added Tax audit case selection | Kleanthous, Christos ; Chatzis, Sotirios P. |
| Sep-2021 | Gaussian process-based Bayesian optimization for data-driven unit commitment | Nikolaidis, Pavlos ; Chatzis, Sotirios P. |
