David Mimno

8.1k citations
65 papers · 4.4k indexed · 6 hit papers · h-index 27

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

    • Computational and Text Analysis Methods 16
    • 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

David Mimno

62 papers receiving 4.1k citations

Hit Papers

Applications of Topic Models 2017 · 128 citations
1282009202620142020250500750

Peers

David Mimno
Comparison fields: 5 of 154
  • General Social Sciences 941
  • Artificial Intelligence 2.9k
  • Communication 291
  • Information Systems 807
  • Computer Science Applications 180
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
Kathleen McKeown United States
Petr Sojka Czechia
Mihai Surdeanu United States
David Mimno relative to Hanna Wallach United States Hanna Wallach's profile →
Citations per field
00.5×1.6×
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-authorship network

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
#Work
1 202417
2 202411
3 20242
4 20230
5 20231
6 20232
7 20230
8 202131
9
Prior-aware Composition Inference for Spectral Topic Models
20202
10 20203
11
Authorless Topic Models: Biasing Models Away from Known Structure
20185
12 2017104
13 20175
14
Applications of Topic Models
Hit paper breakdown →
2017128
15
Evaluation methods for unsupervised word embeddings
Hit paper breakdown →
2015319
16 201468
17
Scalable Inference of Overlapping Communities
201250
18
Bayesian Checking for Topic Models
201137
19
Optimizing Semantic Coherence in Topic Models
Hit paper breakdown →
2011816
20
Rethinking LDA: Why Priors Matter
Hit paper breakdown →
2009380

About David Mimno

David Mimno is a scholar working on General Social Sciences, Artificial Intelligence, Management Science and Operations Research, Literature and Literary Theory and Information Systems and Management, having authored 65 papers that have together received 4.4k 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), Bayesian Methods and Mixture Models (5 papers), Data Quality and Management (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 (941 citations), Artificial Intelligence (2.9k citations), Communication (291 citations), Information Systems (807 citations) and Computer Science Applications (180 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, Poetics, Proceedings of the ACM on Human-Computer Interaction, Frontiers in Neuroscience and Social Media + Society.

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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