Alexander Novikov
PhD student at the Institute of Numerical Mathematics of the Russian Academy of Sciences
Research-intern at National Research University Higher School of Economics
E-mail: novikov@bayesgroup.ru
Research interests
- Optimization for Machine Learning
- Graphical Models
Selected publications
- A. Novikov, A. Rodomanov, A. Osokin, D. Vetrov. Putting MRFs on a Tensor Train. Proceedings of the 31st International Conference on Machine Learning, Beijing, China, 2014. JMLR: W&CP volume 32. pdf; supplementary, code
- Alexander Novikov, Anton Rodomanov, Anton Osokin, Dmitry Vetrov. Computationally efficient methods for MAP-inference and partition function estimation in MRF in TT format, minisymposium presentation at SIAM Conference on Imaging Science, 2014.
Projects
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