David M. Mimno

Publication Activity (10 Years)

Years Active: 2004-2018
Publications (10 Years): 17

Top Topics

Evaluation Methods

Grounded Theory

Latent Dirichlet Allocation

Top Venues

Publications

Jack Hessel, David M. Mimno, Lillian Lee
Quantifying the visual concreteness of words and topics in multimodal datasets. CoRR (2018)
Sanjeev Arora, Rong Ge, Yoni Halpern, David M. Mimno, Ankur Moitra, David A. Sontag, Yichen Wu, Michael Zhu
Learning topic models - provably and efficiently. Commun. ACM 61 (4) (2018)
Jack Hessel, David M. Mimno, Lillian Lee
Quantifying the Visual Concreteness of Words and Topics in Multimodal Datasets. NAACL-HLT (2018)
Jack Hessel, Lillian Lee, David M. Mimno
Cats and Captions vs. Creators and the Clock: Comparing Multimodal Content to Context in Predicting Relative Popularity. CoRR (2017)
Alexandra Schofield, Laure Thompson, David M. Mimno
Quantifying the Effects of Text Duplication on Semantic Models. EMNLP (2017)
Jack Hessel, Lillian Lee, David M. Mimno
Cats and Captions vs. Creators and the Clock: Comparing Multimodal Content to Context in Predicting Relative Popularity. WWW (2017)
Eric P. S. Baumer, David M. Mimno, Shion Guha, Emily Quan, Geri K. Gay
Comparing grounded theory and topic modeling: Extreme divergence or unlikely convergence? J. Assoc. Inf. Sci. Technol. 68 (6) (2017)
David M. Mimno, Laure Thompson
The strange geometry of skip-gram with negative sampling. EMNLP (2017)
Alexandra Schofield, Måns Magnusson, David M. Mimno
Pulling Out the Stops: Rethinking Stopword Removal for Topic Models. EACL (2) (2017)
Jordan L. Boyd-Graber, Yuening Hu, David M. Mimno
Applications of Topic Models. Found. Trends Inf. Retr. 11 (2-3) (2017)
Moontae Lee, David M. Mimno
Low-dimensional Embeddings for Interpretable Anchor-based Topic Inference. CoRR (2017)
Moontae Lee, David Bindel, David M. Mimno
Prior-aware Dual Decomposition: Document-specific Topic Inference for Spectral Topic Models. CoRR (2017)
Moontae Lee, David Bindel, David M. Mimno
Robust Spectral Inference for Joint Stochastic Matrix Factorization. CoRR (2016)
Moontae Lee, Seok Hyun Jin, David M. Mimno
Beyond Exchangeability: The Chinese Voting Process. CoRR (2016)
Michael J. Muller, Shion Guha, Eric P. S. Baumer, David M. Mimno, N. Sadat Shami
Machine Learning and Grounded Theory Method: Convergence, Divergence, and Combination. GROUP (2016)
Moontae Lee, Seok Hyun Jin, David M. Mimno
Beyond Exchangeability: The Chinese Voting Process. NIPS (2016)
Alexandra Schofield, David M. Mimno
Comparing Apples to Apple: The Effects of Stemmers on Topic Models. Trans. Assoc. Comput. Linguistics 4 (2016)
Tobias Schnabel, Igor Labutov, David M. Mimno, Thorsten Joachims
Evaluation methods for unsupervised word embeddings. EMNLP (2015)
Jack Hessel, Alexandra Schofield, Lillian Lee, David M. Mimno
What do Vegans do in their Spare Time? Latent Interest Detection in Multi-Community Networks. CoRR (2015)
Moontae Lee, David Bindel, David M. Mimno
Robust Spectral Inference for Joint Stochastic Matrix Factorization. NIPS (2015)
David M. Mimno, Moontae Lee
Low-dimensional Embeddings for Interpretable Anchor-based Topic Inference. EMNLP (2014)
Sanjeev Arora, Rong Ge, Yonatan Halpern, David M. Mimno, Ankur Moitra, David A. Sontag, Yichen Wu, Michael Zhu
A Practical Algorithm for Topic Modeling with Provable Guarantees. ICML (2) (2013)
David M. Mimno, Matthew D. Hoffman, David M. Blei
Sparse stochastic inference for latent Dirichlet allocation. ICML (2012)
David M. Mimno
Computational historiography: Data mining in a century of classics journals. ACM Journal on Computing and Cultural Heritage 5 (1) (2012)
Prem Gopalan, David M. Mimno, Sean Gerrish, Michael J. Freedman, David M. Blei
Scalable Inference of Overlapping Communities. NIPS (2012)
Sanjeev Arora, Rong Ge, Yoni Halpern, David M. Mimno, Ankur Moitra, David A. Sontag, Yichen Wu, Michael Zhu
A Practical Algorithm for Topic Modeling with Provable Guarantees CoRR (2012)
David M. Mimno, Andrew McCallum
Topic Models Conditioned on Arbitrary Features with Dirichlet-multinomial Regression CoRR (2012)
David M. Mimno
Reconstructing Pompeian Households CoRR (2012)
Anton Bakalov, Andrew McCallum, Hanna M. Wallach, David M. Mimno
Topic models for taxonomies. JCDL (2012)
David M. Mimno, David M. Blei
Bayesian Checking for Topic Models. EMNLP (2011)
David M. Mimno
Reconstructing Pompeian Households. UAI (2011)
David M. Mimno, Hanna M. Wallach, Edmund M. Talley, Miriam Leenders, Andrew McCallum
Optimizing Semantic Coherence in Topic Models. EMNLP (2011)
David M. Mimno, Hanna M. Wallach, Jason Naradowsky, David A. Smith, Andrew McCallum
Polylingual Topic Models. EMNLP (2009)
Hanna M. Wallach, Iain Murray, Ruslan Salakhutdinov, David M. Mimno
Evaluation methods for topic models. ICML (2009)
Gregory R. Crane, Alison Babeu, David Bamman, Thomas M. Breuel, Lisa Cerrato, Daniel Deckers, Anke Lüdeling, David M. Mimno, Rashmi Singhal, David A. Smith, Amir Zeldes
Classics in the Million Book Library. Digit. Humanit. Q. 3 (1) (2009)
Hanna M. Wallach, David M. Mimno, Andrew McCallum
Rethinking LDA: Why Priors Matter. NIPS (2009)
Limin Yao, David M. Mimno, Andrew McCallum
Efficient methods for topic model inference on streaming document collections. KDD (2009)
Rebecca Reznik-Zellen, Bob Stevens, Michael Thorn, Jeff Morse, Mark D. Smucker, James Allan, David M. Mimno, Andrew McCallum, Mark Tuominen
InterNano: e-Science for the Nanomanufacturing Community. eScience (2008)
David M. Mimno, Andrew McCallum
Topic Models Conditioned on Arbitrary Features with Dirichlet-multinomial Regression. UAI (2008)
David M. Mimno, Wei Li, Andrew McCallum
Mixtures of hierarchical topics with Pachinko allocation. ICML (2007)
David M. Mimno, Andrew McCallum
Organizing the OCA: learning faceted subjects from a library of digital books. JCDL (2007)
David M. Mimno, Andrew McCallum
Expertise modeling for matching papers with reviewers. KDD (2007)
David M. Mimno, Andrew McCallum
Mining a digital library for influential authors. JCDL (2007)
Gregory R. Crane, David Bamman, Lisa Cerrato, Alison Jones, David M. Mimno, Adrian Packel, David Sculley, Gabriel Weaver
Beyond Digital Incunabula: Modeling the Next Generation of Digital Libraries. ECDL (2006)
Gideon S. Mann, David M. Mimno, Andrew McCallum
Bibliometric impact measures leveraging topic analysis. JCDL (2006)
David M. Mimno, Gregory R. Crane, Alison Jones
Hierarchical Catalog Records: Implementing a FRBR Catalog. D Lib Mag. 11 (10) (2005)
David M. Mimno, Alison Jones, Gregory R. Crane
Finding a catalog: generating analytical catalog records from well-structured digital texts. JCDL (2005)
M. S. Patton, David M. Mimno
Services for a customizable authority linking environment. JCDL (2004)