Michael Collins

16.3k citations
140 papers · 11.4k · 7 hit papers · h-index 43

Impact in

    • Topic Modeling
    • Natural Language Processing Techniques
    • Speech and dialogue systems
    • Semantic Web and Ontologies
    • Text Readability and Simplification
    • Speech Recognition and Synthesis
    • Algorithms and Data Compression
    • Multimodal Machine Learning Applications

Papers in

    • Natural Language Processing Techniques 37
    • Topic Modeling 36
    • Speech Recognition and Synthesis 17
    • Synthetic Aperture Radar (SAR) Applications and Techniques 27
    • Advanced SAR Imaging Techniques 12

Michael Collins

134 papers receiving 10.1k citations

Michael Collins's Hit Papers

Sparse, Dense, and Attentional Representations for Text Retrieval 2021 · 197 citations
1970+9+19Years since publication4008001.2k

Peers

Michael Collins
Comparison fields: 5 of 177
  • Artificial Intelligence 8.4k
  • Computer Vision and Pattern Recognition 1.8k
  • Oceanography 450
  • Information Systems 867
  • Agronomy and Crop Science 357
Replace V. Barnett with:
V. Barnett United Kingdom
José M. Peña Spain
Yongguang Zhang China
Robin Sibson United Kingdom
Zhi Ding United States
K. E. Basford Australia
D. A. Landgrebe United States
Donald W. Bouldin United States
Robert Weibel Switzerland
Przemysław Prusinkiewicz Canada
Michael Collins relative to V. Barnett United Kingdom V. Barnett's profile →
Citations per field
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Citations per year

Countries citing papers authored by Michael Collins

Since Specialization
Citations

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

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

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 25 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.

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

All Works

20 of 20 papers shown

Showing the 20 most-cited of 140 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Discriminative training methods for hidden Markov models
Hit paper breakdown →
20021457
2
Head-Driven Statistical Models for Natural Language Parsing
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20031318
3
Natural Questions: A Benchmark for Question Answering Research
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20191123
4
Unsupervised Models for Named Entity Classification
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1999658
5
Three generative, lexicalised models for statistical parsing
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1997600
6 1996483
7
Clause restructuring for statistical machine translation
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2005464
8
Forages : an introduction to grassland agriculture
2003356
9
Conditional Random Fields for Object Recognition
2004275
10 1986272
11 2004265
12 2008202
13 2020200
14
Sparse, Dense, and Attentional Representations for Text Retrieval
Hit paper breakdown →
2021197
15 2001186
16 1986158
17
Efficient Third-Order Dependency Parsers
2010154
18 1999152
19 2006139
20 2015130

About Michael Collins

Michael Collins is a scholar working on Artificial Intelligence, Aerospace Engineering, Atmospheric Science, Environmental Engineering and Oceanography, having authored 140 papers that have together received 11.4k indexed citations. Recurring topics across this work include Natural Language Processing Techniques (37 papers), Topic Modeling (36 papers), Synthetic Aperture Radar (SAR) Applications and Techniques (27 papers), Speech Recognition and Synthesis (17 papers), Arctic and Antarctic ice dynamics (15 papers), Cryospheric studies and observations (14 papers), Advanced SAR Imaging Techniques (12 papers) and Soil Moisture and Remote Sensing (9 papers). The work is most often cited by research in Artificial Intelligence (8.4k citations), Computer Vision and Pattern Recognition (1.8k citations), Oceanography (450 citations), Information Systems (867 citations) and Agronomy and Crop Science (357 citations). Michael Collins has collaborated with scholars based in United States, Canada and United Kingdom. Frequent co-authors include Yoram Singer, Brian Roark, Ariadna Quattoni, Trevor Darrell, Ivona Kučerová, Philipp Koehn, William J. Emery, Chris Alberti, Kristina Toutanova and Tom Kwiatkowski. Their work appears in journals such as IEEE Transactions on Geoscience and Remote Sensing, International Journal of Remote Sensing, Transactions of the Association for Computational Linguistics, Canadian Journal of Remote Sensing and IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

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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