David Mimno

8.2k citations
69 papers · 5.1k · 6 hit papers · h-index 28

Impact in

    • Computational and Text Analysis Methods
    • Topic Modeling
    • Advanced Text Analysis Techniques
    • Natural Language Processing Techniques
    • Text and Document Classification Technologies
    • Sentiment Analysis and Opinion Mining

Papers in

    • Topic Modeling 38
    • Natural Language Processing Techniques 18
    • Advanced Text Analysis Techniques 12
    • Bayesian Methods and Mixture Models 5
    • Text and Document Classification Technologies 4
    • Authorship Attribution and Profiling 3
    • Computational and Text Analysis Methods 16

David Mimno

65 papers receiving 4.8k citations

David Mimno's Hit Papers

Applications of Topic Models 2017 · 151 citations
1510+5+11Years since publication250500750

Peers

David Mimno
Comparison fields: 5 of 149
  • General Social Sciences 1.1k
  • Artificial Intelligence 3.3k
  • Communication 325
  • Information Systems 945
  • Statistical and Nonlinear Physics 459
Replace Hanna Wallach with:
Hanna Wallach United States
Jordan Boyd‐Graber United States
Andrew McCallum United States
Jacob Eisenstein United States
Peter D. Turney Canada
Saif M. Mohammad Canada
Markus Strohmaier Austria
Sean Gerrish United States
Andreas Both Germany
Petr Sojka Czechia
David Mimno relative to Hanna Wallach United States Hanna Wallach's profile →
Citations per field
00.5×1.5×
Hanna Wallach · 1×
Citations per year

Countries citing papers authored by David Mimno

Since Specialization
Citations

This map shows the geographic impact of David Mimno'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 David Mimno with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites David Mimno more than expected).

Fields of papers citing papers by David Mimno

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by David Mimno. 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 David Mimno. The network helps show where David Mimno may publish in the future.

Co-authors

The 25 scholars most cited alongside David Mimno, 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 David Mimno Line = papers co-authored together David Mimno links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 69 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Optimizing Semantic Coherence in Topic Models
Hit paper breakdown →
2011929
2
Evaluation methods for topic models
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2009618
3
Rethinking LDA: Why Priors Matter
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2009420
4
Evaluation methods for unsupervised word embeddings
Hit paper breakdown →
2015361
5
Efficient methods for topic model inference on streaming document collections
Hit paper breakdown →
2009297
6 2009251
7 2007203
8 2017162
9 2007158
10
Applications of Topic Models
Hit paper breakdown →
2017151
11 2016125
12 2013124
13 2018120
14 2017116
15 200693
16 201472
17 201665
18 200761
19 201559
20 201255

About David Mimno

David Mimno is a scholar working on Artificial Intelligence, General Social Sciences, Sociology and Political Science, Information Systems and Literature and Literary Theory, having authored 69 papers that have together received 5.1k indexed citations. Recurring topics across this work include Topic Modeling (38 papers), Natural Language Processing Techniques (18 papers), Computational and Text Analysis Methods (16 papers), Advanced Text Analysis Techniques (12 papers), Data Quality and Management (5 papers), Bayesian Methods and Mixture Models (5 papers), Text and Document Classification Technologies (4 papers) and Authorship Attribution and Profiling (3 papers). The work is most often cited by research in General Social Sciences (1.1k citations), Artificial Intelligence (3.3k citations), Communication (325 citations), Information Systems (945 citations) and Statistical and Nonlinear Physics (459 citations). David Mimno has collaborated with scholars based in United States, Netherlands and Canada. Frequent co-authors include Hanna Wallach, Andrew McCallum, Andrew McCallum, Edmund M. Talley, Iain Murray, Ruslan Salakhutdinov, Alexandra Schofield, Limin Yao, Maria Antoniak and Igor Labutov. Their work appears in journals such as Transactions of the Association for Computational Linguistics, Proceedings of the ACM on Human-Computer Interaction, Poetics, Pattern Recognition Letters and Communications of the ACM.

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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