Signal Processing and Speech Communication Laboratory
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Martin Ratajczak

Student Projects
PhD Theses
Publications
  • Journal article Morales-Cordovilla J., Sanchez V. & Ratajczak M. (2018) Protein alignment based on higher order conditional random fields for template-based modeling. in PLoS ONE, 13(6). [more info] [doi]
  • Journal article Ratajczak M., Tschiatschek S. & Pernkopf F. (2018) Sum-Product Networks for Structured Prediction. in arXiv.org e-Print archive. [more info]
  • Conference paper Ratajczak M., Tschiatschek S. & Pernkopf F. (2017) Frame and Segment Level Recurrent Neural Networks for Phone Classification. in Interspeech. [more info]
  • Conference paper Ratajczak M., Tschiatschek S. & Pernkopf F. (2016) Virtual Adversarial Training Applied to Neural Higher-Order Factors for Phone Classification. in Interspeech. [more info]
  • Conference paper Ratajczak M., Tschiatschek S. & Pernkopf F. (2015) Structured Regularizer for Neural Higher-Order Sequence Models. in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (pp. x-x). [more info]
  • Conference paper Ratajczak M., Tschiatschek S. & Pernkopf F. (2015) Neural Higher-Order Factors in Conditional Random Fields for Phoneme Classification. in Interspeech - International Conference on Spoken Language Processing (pp. x-x). [more info]
  • Conference paper Ratajczak M., Tschiatschek S. & Pernkopf F. (2014) Context-Specic Deep Conditional Random Fields for Structured Prediction. in International Conference on Machine Learning (ICML), Workshop on Learning Tractable Probabilistic Models (pp. 1-8). [more info]