Faculty of Engineering
Bar Ilan University, Ramat-Gan, Israel 52900
jacob.goldberger at biu.ac.il
machine learning and deep learning algorithms
|My research deals with developing and analyzing efficient and effective machine learning and deep learning algorithms, and applying these algorithms to a large variety of applications such as computer vision, signal processing, medical image processing, speech processing, and natural language processing.|
Recent Deep Learning Publications:
- Information-theory interpretation of the skip-gram negative-sampling objective function. Oren Melamud and Jacob Goldberger, Annual Meeting of the Association for Computational Linguistics (ACL), 2017.
- A simple language model based on PMI matrix approximations. Oren Melamud, Ido Dagan and Jacob Goldberger, Conference on Empirical Methods in Natural Language Processing (EMNLP) , 2017
- Training deep neural-networks using a noise adaptation layer. Jacob Goldberger and Ehud Ben-Reuven, Int. Conference on Learning Representations (ICLR) , 2017. code
- Deep recurrent mixture of experts for speech enhancement. Shlomo E. Chazan, Jacob Goldberger and Sharon Gannot, IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) , 2017.