Michael Collins

16.3k citations
134 papers · 10.1k · 6 hit papers · h-index 41

Impact in

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

Papers in

    • Natural Language Processing Techniques 36
    • Topic Modeling 35
    • Speech Recognition and Synthesis 16
    • Synthetic Aperture Radar (SAR) Applications and Techniques 27
    • Advanced SAR Imaging Techniques 12

Michael Collins

128 papers receiving 9.0k citations

Michael Collins's Hit Papers

Natural Questions: A Benchmark for Question Answering Research 2019 · 1.0k citations
1.0k0+9+19Years since publication4008001.2k

Peers

Michael Collins
Comparison fields: 5 of 174
  • Artificial Intelligence 7.5k
  • Computer Vision and Pattern Recognition 1.6k
  • Oceanography 428
  • Information Systems 740
  • Agronomy and Crop Science 321
Replace V. Barnett with:
V. Barnett United Kingdom
Sašo Džeroski Slovenia
Yongguang Zhang China
Stephan R. Sain United States
José M. Peña Spain
Zhi Ding United States
Robin Sibson United Kingdom
K. E. Basford Australia
Mariana Belgiu Netherlands
Paheding Sidike United States
Michael Collins relative to V. Barnett United Kingdom V. Barnett's profile →
Citations per field
00.5×10×16.3×
V. Barnett · 1×
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 134 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Discriminative training methods for hidden Markov models
Hit paper breakdown →
20021301
2
Head-Driven Statistical Models for Natural Language Parsing
Hit paper breakdown →
20031131
3
Natural Questions: A Benchmark for Question Answering Research
Hit paper breakdown →
20191020
4
Unsupervised Models for Named Entity Classification
Hit paper breakdown →
1999570
5
Three generative, lexicalised models for statistical parsing
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1997535
6
Clause restructuring for statistical machine translation
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2005437
7 1996384
8
Forages : an introduction to grassland agriculture
2003334
9 1986258
10 2004240
11
Conditional Random Fields for Object Recognition
2004236
12 2020190
13 2008181
14 2021179
15 2001159
16 1986152
17
Efficient Third-Order Dependency Parsers
2010144
18 1999131
19 2006130
20 2015121

About Michael Collins

Michael Collins is a scholar working on Artificial Intelligence, Aerospace Engineering, Atmospheric Science, Environmental Engineering and Oceanography, having authored 134 papers that have together received 10.1k indexed citations. Recurring topics across this work include Natural Language Processing Techniques (36 papers), Topic Modeling (35 papers), Synthetic Aperture Radar (SAR) Applications and Techniques (27 papers), Speech Recognition and Synthesis (16 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 (7.5k citations), Computer Vision and Pattern Recognition (1.6k citations), Oceanography (428 citations), Information Systems (740 citations) and Agronomy and Crop Science (321 citations). Michael Collins has collaborated with scholars based in United States, Canada and United Kingdom. Frequent co-authors include Yoram Singer, Brian Roark, Trevor Darrell, Ariadna Quattoni, 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 Journal of Geophysical Research Atmospheres.

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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