Andriy Mnih

Publications by Year

Research Areas

Topic Modeling, Generative Adversarial Networks and Image Synthesis, Gaussian Processes and Bayesian Inference, Speech Recognition and Synthesis, Natural Language Processing Techniques

Most-Cited Works

• Probabilistic Matrix Factorization(2007)
• → Restricted Boltzmann machines for collaborative filtering(2007)1,870 cited
• → Bayesian probabilistic matrix factorization using Markov chain Monte Carlo(2008)1,440 cited
• → The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables(2016)1,036 cited
• A Scalable Hierarchical Distributed Language Model(2008)
• → Three new graphical models for statistical language modelling(2007)578 cited
• Learning word embeddings efficiently with noise-contrastive estimation(2013)
• → Disentangling by Factorising(2018)423 cited