Michael Collins
Impact in
- Artificial Intelligence top 1%
- Topic Modeling
- Natural Language Processing Techniques
- Machine Learning and Algorithms
- Speech and dialogue systems
- Neural Networks and Applications
- Bayesian Modeling and Causal Inference
- Computational Mathematics top 5%
Papers in
-
- Natural Language Processing Techniques 10
- Topic Modeling 9
- Machine Learning and Algorithms 7
- Bayesian Modeling and Causal Inference 4
- Algorithms and Data Compression 4
- Evolutionary Algorithms and Applications 3
- Co-authors
- Robert E. Schapire (2 shared papers)Nigel Duffy (1 shared paper)Yoram Singer (1 shared paper)Luke Zettlemoyer (1 shared paper)Sanjoy Dasgupta (1 shared paper)Terry Koo (3 shared papers)Amir Globerson (3 shared papers)Xavier Carreras (3 shared papers)
- Journals
- Journal of Machine Learning Research (2 papers)Computational Linguistics (1 paper)Transactions of the Association for Computational Linguistics (1 paper)Journal of Computer and System Sciences (1 paper)Nonlinear Analysis (1 paper)
- Partner nations
- United StatesGermanyIsrael
In The Last Decade
Michael Collins
23 papers receiving 1.5k citations
Michael Collins's Hit Papers
Peers
Comparison fields: 5 of 129
- Artificial Intelligence 1.3k
- Computational Mathematics 23
- Computer Vision and Pattern Recognition 391
- Signal Processing 126
- Statistics and Probability 83
Countries citing papers authored by Michael Collins
This map shows the geographic impact of Michael Collins'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 Michael Collins with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Michael Collins more than expected).
Fields of papers citing papers by Michael Collins
This network shows the impact of papers produced by Michael Collins. 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 Michael Collins. The network helps show where Michael Collins may publish in the future.
Co-authors
The 19 scholars most cited alongside Michael Collins, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
Showing the 20 most-cited of 27 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Logistic Regression, AdaBoost and Bregman Distances Hit paper breakdown → | 2002 | 468 |
| 2 | 2001 | 332 | |
| 3 | Online Learning of Relaxed CCG Grammars for Parsing to Logical Form | 2007 | 234 |
| 4 | A Generalization of Principal Components Analysis to the Exponential Family | 2001 | 230 |
| 5 | 2008 | 87 | |
| 6 | Structured Prediction Models via the Matrix-Tree Theorem | 2007 | 65 |
| 7 | Exponentiated Gradient Algorithms for Large-margin Structured Classification | 2004 | 45 |
| 8 | Exact Decoding of Syntactic Translation Models through Lagrangian Relaxation | 2011 | 37 |
| 9 | 2004 | 34 | |
| 10 | 2007 | 33 | |
| 11 | Exact Decoding of Phrase-Based Translation Models through Lagrangian Relaxation | 2011 | 32 |
| 12 | Experiments with Spectral Learning of Latent-Variable PCFGs | 2013 | 28 |
| 13 | Tensor Decomposition for Fast Parsing with Latent-Variable PCFGs | 2012 | 21 |
| 14 | 2005 | 18 | |
| 15 | 2006 | 17 | |
| 16 | Spectral learning of latent-variable PCFGs: algorithms and sample complexity | 2014 | 13 |
| 17 | Review of Beyond grammar: an experience-based theory of language by Rens Bod. CSLI Publications 1998. | 1999 | 12 |
| 18 | 2007 | 10 | |
| 19 | 2013 | 5 | |
| 20 | 2018 | 4 |
About Michael Collins
Michael Collins is a scholar working on Artificial Intelligence, Computational Theory and Mathematics, Computer Vision and Pattern Recognition, Applied Mathematics and Molecular Biology, having authored 27 papers that have together received 1.7k indexed citations. Recurring topics across this work include Natural Language Processing Techniques (10 papers), Topic Modeling (9 papers), Machine Learning and Algorithms (7 papers), Bayesian Modeling and Causal Inference (4 papers), Algorithms and Data Compression (4 papers), Geometric Analysis and Curvature Flows (3 papers), Evolutionary Algorithms and Applications (3 papers) and Nonlinear Partial Differential Equations (3 papers). The work is most often cited by research in Artificial Intelligence (1.3k citations), Computational Mathematics (23 citations), Computer Vision and Pattern Recognition (391 citations), Signal Processing (126 citations) and Statistics and Probability (83 citations). Michael Collins has collaborated with scholars based in United States, Germany and Israel. Frequent co-authors include Robert E. Schapire, Nigel Duffy, Yoram Singer, Luke Zettlemoyer, Sanjoy Dasgupta, Terry Koo, Amir Globerson, Xavier Carreras, Peter L. Bartlett and David McAllester. Their work appears in journals such as Journal of Machine Learning Research, Computational Linguistics, Transactions of the Association for Computational Linguistics, Journal of Computer and System Sciences and Nonlinear Analysis.
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.