Andriy Mnih

12.8k citations
24 papers · 6.3k · 5 hit papers · h-index 14

Impact in

Papers in

    • Topic Modeling 12
    • Speech Recognition and Synthesis 7
    • Natural Language Processing Techniques 6
    • Gaussian Processes and Bayesian Inference 5
    • Domain Adaptation and Few-Shot Learning 3
    • Neural Networks and Applications 2
    • Generative Adversarial Networks and Image Synthesis 8
Journals
Neurocomputing (1 paper)arXiv (Cornell University) (5 papers)Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005. (1 paper)Neural Information Processing Systems (7 papers)International Conference on Machine Learning (3 papers)

In The Last Decade

Andriy Mnih

23 papers receiving 5.9k citations

Andriy Mnih's Hit Papers

Bayesian probabilistic matrix factorization using Markov chain Monte Carlo 2008 · 974 citations
9740+6+12Years since publication50010001.5k2.0k

Peers

Andriy Mnih
Comparison fields: 5 of 143
  • Computational Mathematics 128
  • Information Systems 3.4k
  • Artificial Intelligence 3.8k
  • Computer Vision and Pattern Recognition 1.9k
  • Transportation 454
Replace Steffen Rendle with:
Steffen Rendle Germany
Defu Lian China
Vincent W. Zheng Singapore
Qingsheng Zhu China
Hong Cheng Hong Kong
Dengyong Zhou United States
Peng Cui China
Xiang Wang China
Shenghuo Zhu United States
Frank McSherry United States
Andriy Mnih relative to Steffen Rendle Germany Steffen Rendle's profile →
Citations per field
00.5×1.6×
Steffen Rendle · 1×
Citations per year

Countries citing papers authored by Andriy Mnih

Since Specialization
Citations

This map shows the geographic impact of Andriy Mnih's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Andriy Mnih with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Andriy Mnih more than expected).

Fields of papers citing papers by Andriy Mnih

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Andriy Mnih. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Andriy Mnih. The network helps show where Andriy Mnih may publish in the future.

Co-authors

The 24 scholars most cited alongside Andriy Mnih, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Andriy Mnih Line = papers co-authored together Andriy Mnih links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 24 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Probabilistic Matrix Factorization
Hit paper breakdown →
20072426
2
Restricted Boltzmann machines for collaborative filtering
Hit paper breakdown →
20071148
3
Bayesian probabilistic matrix factorization using Markov chain Monte Carlo
Hit paper breakdown →
2008974
4
A Scalable Hierarchical Distributed Language Model
Hit paper breakdown →
2008493
5
Three new graphical models for statistical language modelling
Hit paper breakdown →
2007336
6
Learning word embeddings efficiently with noise-contrastive estimation
2013262
7 2012199
8 201494
9
Disentangling by Factorising
201893
10 201354
11
Visualizing Similarity Data with a Mixture of Maps
200745
12 201732
13
Variational inference for Monte Carlo objectives
201631
14
Implicit Reparameterization Gradients
201816
15 200912
16
Taxonomy-informed latent factor models for implicit feedback
201110
17
Wormholes Improve Contrastive Divergence
20039
18 20068
19
Learning Label Trees for Probabilistic Modelling of Implicit Feedback
20126
20
Variational Memory Addressing in Generative Models
20174

About Andriy Mnih

Andriy Mnih is a scholar working on Artificial Intelligence, Computer Vision and Pattern Recognition, Information Systems, Signal Processing and Molecular Biology, having authored 24 papers that have together received 6.3k indexed citations. Recurring topics across this work include Topic Modeling (12 papers), Generative Adversarial Networks and Image Synthesis (8 papers), Speech Recognition and Synthesis (7 papers), Natural Language Processing Techniques (6 papers), Gaussian Processes and Bayesian Inference (5 papers), Recommender Systems and Techniques (4 papers), Domain Adaptation and Few-Shot Learning (3 papers) and Neural Networks and Applications (2 papers). The work is most often cited by research in Computational Mathematics (128 citations), Information Systems (3.4k citations), Artificial Intelligence (3.8k citations), Computer Vision and Pattern Recognition (1.9k citations) and Transportation (454 citations). Andriy Mnih has collaborated with scholars based in Canada, United Kingdom and United States. Frequent co-authors include Ruslan Salakhutdinov, Geoffrey E. Hinton, Koray Kavukcuoglu, Yee Whye Teh, Karol Gregor, Hyunjik Kim, Danilo Jimenez Rezende, Daan Wierstra, Ivo Danihelka and Charles Blundell. Their work appears in journals such as Neurocomputing, arXiv (Cornell University), Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005., Neural Information Processing Systems and International Conference on Machine Learning.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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