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2Topic Modeling and t-SNE Visualization
https://shuaiw.github.io/2016/12/22/topic-modeling-and-tsne-visualzation.html
4 years ago by @natm
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LDA
TSNE
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LDATSNEdatavisdataviztopic-models
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1LDA2vec: Word Embeddings in Topic Models (article) - DataCamp
https://www.datacamp.com/community/tutorials/lda2vec-topic-model
4 years ago by @natm
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1python - How do I print lda topic model and the word cloud of each of the topics - Stack Overflow
https://stackoverflow.com/questions/40278023/how-do-i-print-lda-topic-model-and-the-word-cloud-of-each-of-the-topics
4 years ago by @natm
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1» Words Alone: Dismantling Topic Models in the Humanities Journal of Digital Humanities
http://journalofdigitalhumanities.org/2-1/words-alone-by-benjamin-m-schmidt/
5 years ago by @natm
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LDAtopic-models
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1R: Compute Hellinger distance
https://artax.karlin.mff.cuni.cz/r-help/library/topicmodels/html/distHellinger.html
5 years ago by @natm
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NLP
R
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NLPRR-NLPrsemantic-similaritytopic-models
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1What are good ways of evaluating the topics generated by running LDA on a corpus? - Quora
https://www.quora.com/What-are-good-ways-of-evaluating-the-topics-generated-by-running-LDA-on-a-corpus
5 years ago by @natm
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1Quantifying Memory: Visualising Structure in Topic Models
http://blog.rolffredheim.com/2013/11/visualising-structure-in-topic-models.html
6 years ago by @natm
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1gensim/distance_metrics.ipynb at develop · RaRe-Technologies/gensim
https://github.com/RaRe-Technologies/gensim/blob/develop/docs/notebooks/distance_metrics.ipynb
6 years ago by @natm
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Hellinger-distancegensimtopic-models
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2Palmetto Online Demo
http://palmetto.aksw.org/palmetto-webapp/
6 years ago by @natm
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1NLP lecture slides :: LDA, document similarity
https://courses.engr.illinois.edu/cs598jhm/sp2010/Slides/Lecture06HO.pdf
6 years ago by @natm
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NB
methodology
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LDANBmethodologynlppresentationsemantic-similaritytopic-models
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1Topical Issues | Topical insights into components of prior research and aspects of latent academia
https://topicmodels.org/
6 years ago by @natm
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1heavily logged versions of LDA in sklearn and gensim to enable comparison
https://gist.github.com/tmylk/4da77c179adf7075ab09
6 years ago by @natm
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1Gensim Recipes & FAQ · RaRe-Technologies/gensim Wiki
https://github.com/RaRe-Technologies/gensim/wiki/Recipes-&-FAQ#q8-how-can-i-filter-a-saved-corpus-and-its-corresponding-dictionary
6 years ago by @natm
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1Asymmetric LDA Priors, Christmas Edition | RaRe Technologies
https://rare-technologies.com/python-lda-in-gensim-christmas-edition/
6 years ago by @natm
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1LDA presentation - parameters
http://people.cs.umass.edu/~wallach/talks/priors.pdf
6 years ago by @natm
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5▶ Topic Models - VideoLectures.NET
http://videolectures.net/mlss09uk_blei_tm/
6 years ago by @natm
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1prior - Natural interpretation for LDA hyperparameters - Cross Validated
http://stats.stackexchange.com/questions/37405/natural-interpretation-for-lda-hyperparameters
6 years ago by @natm
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1Better topic detection in text with LDA2VEC
http://www.mastodonc.com/data%20science/technology/geeky/2016/08/03/better-topic-detection-in-text-with-lda2vec.html
6 years ago by @natm
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1Topic Modeling and Network Analysis – the scottbot irregular
http://www.scottbot.net/HIAL/index.html@p=221.html
6 years ago by @natm
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networks
topic-models
networkstopic-models
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1RPubs - ldatuning
LDA topic parameters tuning - R package
6 years ago by @natm
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R
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publications (hide)21
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2Research Topic Flows in Co-Authorship Networks
B. Schäfermeier, J. Hirth, and T. Hanika. (2022)cite arxiv:2206.07980Comment: 28 pages.
9 days ago by @hirth
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co-authorships
myown
scientometrics
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co-authorshipsmyownscientometricstopic-flowstopic-models
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2Research Topic Flows in Co-Authorship Networks
B. Schäfermeier, J. Hirth, and T. Hanika. (2022)cite arxiv:2206.07980Comment: 28 pages.
9 days ago by @bsc
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myown
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co-authorshipsmyownscientometricstopic-flowstopic-models
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2Summarizing Topical Content with Word Frequency and Exclusivity
J. Bischof, and E. Airoldi. Proceedings of the 29th International Coference on International Conference on Machine Learning , page 9–16. Madison, WI, USA, Omnipress, (2012)
3 months ago by @bsc
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topic-labeling
topic-models
topic-labelingtopic-models
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2Full-Text or Abstract? Examining Topic Coherence Scores Using Latent Dirichlet Allocation.
S. Syed, and M. Spruit. DSAA , page 165-174. IEEE, (2017)
7 months ago by @bsc
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coherence
topic-models
coherencetopic-models
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3An analysis of the coherence of descriptors in topic modeling.
D. O'Callaghan, D. Greene, J. Carthy, and P. Cunningham. Expert Syst. Appl. 42 (13): 5645-5657 (2015)
7 months ago by @bsc
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coherence
lda
nmf
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coherenceldanmftopic-models
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3Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!
S. Sia, A. Dalmia, and S. Mielke. (2020)cite arxiv:2004.14914Comment: Published as a short paper at EMNLP 2020.
a year ago by @chrysm
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embedding
topic-models
embeddingtopic-models
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2A network approach to topic models.
M. Gerlach, T. Peixoto, and E. Altmann. CoRR (2017)
2 years ago by @bsc
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topic-models
topic-models
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2Stability of Topic Modeling via Matrix Factorization
M. Belford, B. Mac Namee, and D. Greene. Expert Syst. Appl. 91 (C): 159–169 (January 2018)
2 years ago by @bsc
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LDA
NMF
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topic-models
LDANMFstabilitytopic-models
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7Dynamic topic models.
D. Blei, and J. Lafferty. ICML , volume 148 of ACM International Conference Proceeding Series, page 113-120. ACM, (2006)
2 years ago by @bsc
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topic-models
topic-models
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3An efficient ontology-based topic-specific article recommendation model for best-fit reviewers.
G. Chughtai, J. Lee, M. Shahzadi, A. Kabir, and M. Hassan. Scientometrics 122 (1): 249-265 (2020)
2 years ago by @bsc
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recommendations
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recommendationsscientometricstopic-models
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7A correlated topic model of Science
D. Blei, and J. Lafferty. Annals of Applied Statistics (2007)
2 years ago by @bsc
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topic-models
topic-models
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2The Dynamic Embedded Topic Model.
A. Dieng, F. Ruiz, and D. Blei. CoRR (2019)
2 years ago by @bsc
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7Topics over Time: A Non-Markov Continuous-Time Model of Topical Trends
X. Wang, and A. Mccallum. 2006, page 424-433. (January 2006)
2 years ago by @bsc
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scientometrics
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scientometricstopic-models
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15Finding scientific topics
T. Griffiths, and M. Steyvers. Proceedings of the National Academy of Science (2004)
2 years ago by @bsc
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scientometricstopic-models
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49Latent dirichlet allocation
D. Blei, A. Ng, and M. Jordan. J. Mach. Learn. Res. (2003)
2 years ago by @bsc
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4Software Framework for Topic Modelling with Large Corpora
R. Rehurek, and P. Sojka. Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks , page 45--50. Valletta, Malta, ELRA, (May 22, 2010)
2 years ago by @bsc
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nlp
topic-models
nlptopic-models
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4Exploring the Space of Topic Coherence Measures.
M. Röder, A. Both, and A. Hinneburg. WSDM , page 399-408. ACM, (2015)
2 years ago by @bsc
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52Indexing by Latent Semantic Analysis
S. Deerwester, S. Dumais, T. Landauer, G. Furnas, and R. Harshman. Journal of the American Society of Information Science 41 (6): 391-407 (1990)
3 years ago by @bsc
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lsa
textmining
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2Improving information retrieval with latent semantic indexing
S. Deerwester. (1988)
3 years ago by @bsc
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textmining
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lsatextminingtopic-models
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2Learning the Parts of Objects By Non-Negative Factorization.
D. Lee, and H. Seung. Nature (1999)
3 years ago by @bsc
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