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Volumn 91, Issue , 2019, Pages

Stm: An R package for structural topic models

Author keywords

LDA; R; Stm; Structural topic model; Text analysis

Indexed keywords


EID: 85074464991     PISSN: 15487660     EISSN: None     Source Type: Journal    
DOI: 10.18637/jss.v091.i02     Document Type: Article
Times cited : (839)

References (72)
  • 3
    • 85010679783 scopus 로고    scopus 로고
    • Improving and Evaluating Topic Models and Other Models of Text
    • Airoldi EM, Bischof JM (2016). “Improving and Evaluating Topic Models and Other Models of Text.” Journal of the American Statistical Association, 111(516), 1381–1403. doi: 10.1080/01621459.2015.1051182.
    • (2016) Journal of the American Statistical Association , vol.111 , Issue.516 , pp. 1381-1403
    • Airoldi, E.M.1    Bischof, J.M.2
  • 11
    • 52449116403 scopus 로고    scopus 로고
    • A Correlated Topic Model of Science
    • Blei DM, Lafferty JD (2007). “A Correlated Topic Model of Science.” The Annals of Applied Statistics, 1(1), 17–35. doi:10.1214/07-aoas114.
    • (2007) The Annals of Applied Statistics , vol.1 , Issue.1 , pp. 17-35
    • Blei, D.M.1    Lafferty, J.D.2
  • 16
    • 43349094507 scopus 로고    scopus 로고
    • The igraph Software Package for Complex Network Research
    • Csardi G, Nepusz T (2006). “The igraph Software Package for Complex Network Research.” InterJournal, Complex Systems, 1695(5), 1–9. URL http://igraph.org.
    • (2006) Interjournal, Complex Systems , vol.1695 , Issue.5 , pp. 1-9
    • Csardi, G.1    Nepusz, T.2
  • 18
  • 19
    • 84889084625 scopus 로고    scopus 로고
    • RcppArmadillo: Accelerating R with High-Performance C++ Linear Algebra
    • Eddelbuettel D, Sanderson C (2014). “RcppArmadillo: Accelerating R with High-Performance C++ Linear Algebra.” Computational Statistics & Data Analysis, 71, 1054–1063. doi: 10.1016/j.csda.2013.02.005.
    • (2014) Computational Statistics & Data Analysis , vol.71 , pp. 1054-1063
    • Eddelbuettel, D.1    Sanderson, C.2
  • 24
    • 84938963134 scopus 로고    scopus 로고
    • R package version 2.6
    • Fellows I (2018). wordcloud: Word Clouds. R package version 2.6, URL https://CRAN. R-project.org/package=wordcloud.
    • (2018) Wordcloud: Word Clouds
    • Fellows, I.1
  • 25
    • 84969528863 scopus 로고    scopus 로고
    • Latent Topic Networks: A Versatile Probabilistic Programming Framework for Topic Models
    • Foulds J, Kumar S, Getoor L (2015). “Latent Topic Networks: A Versatile Probabilistic Programming Framework for Topic Models.” In International Conference on Machine Learning, pp. 777–786.
    • (2015) In International Conference on Machine Learning , pp. 777-786
    • Foulds, J.1    Kumar, S.2    Getoor, L.3
  • 27
    • 77950537175 scopus 로고    scopus 로고
    • Regularization Paths for Generalized Linear Models via Coordinate Descent
    • Friedman J, Hastie T, Tibshirani R (2010). “Regularization Paths for Generalized Linear Models via Coordinate Descent.” Journal of Statistical Software, 33(1), 1–22. doi:10. 18637/jss.v033.i01.
    • (2010) Journal of Statistical Software , vol.33 , Issue.1 , pp. 1-22
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 29
    • 77951646429 scopus 로고    scopus 로고
    • A Bayesian Hierarchical Topic Model for Political Texts: Measuring Expressed Agendas in Senate Press Releases
    • Grimmer J (2010). “A Bayesian Hierarchical Topic Model for Political Texts: Measuring Expressed Agendas in Senate Press Releases.” Political Analysis, 18(1), 1–35. doi:10. 1093/pan/mpp034.
    • (2010) Political Analysis , vol.18 , Issue.1 , pp. 1-35
    • Grimmer, J.1
  • 30
    • 84880655688 scopus 로고    scopus 로고
    • Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts
    • Grimmer J, Stewart BM (2013). “Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts.” Political Analysis, 21(3), 267–297. doi: 10.1093/pan/mps028.
    • (2013) Political Analysis , vol.21 , Issue.3 , pp. 267-297
    • Grimmer, J.1    Stewart, B.M.2
  • 31
    • 79961227421 scopus 로고    scopus 로고
    • Topicmodels: An R Package for Fitting Topic Models
    • Grün B, Hornik K (2011). “topicmodels: An R Package for Fitting Topic Models.” Journal of Statistical Software, 40(13), 1–30. doi:10.18637/jss.v040.i13.
    • (2011) Journal of Statistical Software , vol.40 , Issue.13 , pp. 1-30
    • Grün, B.1    Hornik, K.2
  • 33
    • 68949161935 scopus 로고    scopus 로고
    • Entropy Inference and the James-Stein Estimator, with Application to Nonlinear Gene Association Networks
    • Hausser J, Strimmer K (2009). “Entropy Inference and the James-Stein Estimator, with Application to Nonlinear Gene Association Networks.” Journal of Machine Learning Research, 10, 1469–1484.
    • (2009) Journal of Machine Learning Research , vol.10 , pp. 1469-1484
    • Hausser, J.1    Strimmer, K.2
  • 35
    • 27544491443 scopus 로고    scopus 로고
    • A CLUE for CLUster Ensembles
    • Hornik K (2005). “A CLUE for CLUster Ensembles.” Journal of Statistical Software, 14(12), 1–25. doi:10.18637/jss.v014.i12.
    • (2005) Journal of Statistical Software , vol.14 , Issue.12 , pp. 1-25
    • Hornik, K.1
  • 37
    • 84899030935 scopus 로고    scopus 로고
    • Memoized Online Variational Inference for Dirichlet Process Mixture Models
    • CJC Burges, L Bottou, M Welling, Z Ghahramani, KQ Weinberger (eds.), Curran Associates
    • Hughes MC, Sudderth E (2013). “Memoized Online Variational Inference for Dirichlet Process Mixture Models.” In CJC Burges, L Bottou, M Welling, Z Ghahramani, KQ Weinberger (eds.), Advances in Neural Information Processing Systems 26, pp. 1133–1141. Curran Associates.
    • (2013) Advances in Neural Information Processing Systems 26, Pp. 1133–1141
    • Hughes, M.C.1    Sudderth, E.2
  • 41
    • 85074457440 scopus 로고    scopus 로고
    • Rtsne: T-Distributed Stochastic Neighbor Embedding Using Barnes-Hut Implementation
    • URL
    • Krijthe JH, Van der Maaten L (2018). Rtsne: t-Distributed Stochastic Neighbor Embedding Using Barnes-Hut Implementation. R package version 0.15, URL https://CRAN. R-project.org/package=Rtsne.
    • (2018) R Package Version 0.15
    • Krijthe, J.H.1    van der Maaten, L.2
  • 42
    • 84926029268 scopus 로고    scopus 로고
    • Low-Dimensional Embeddings for Interpretable Anchor-Based Topic Inference
    • Association for Computational Linguistics, Doha, Qatar. URL
    • Lee M, Mimno D (2014). “Low-Dimensional Embeddings for Interpretable Anchor-Based Topic Inference.” In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, pp. 1319–1328. Association for Computational Linguistics, Doha, Qatar. URL http://www.aclweb.org/anthology/D14-1138.
    • (2014) Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing , pp. 1319-1328
    • Lee, M.1    Mimno, D.2
  • 49
    • 85074469589 scopus 로고    scopus 로고
    • R package version 0.10.0
    • Perry PO (2017). corpus: Text Corpus Analysis. R package version 0.10.0, URL https://CRAN.R-project.org/package=corpus.
    • (2017) Corpus: Text Corpus Analysis
    • Perry, P.O.1
  • 52
    • 84970017987 scopus 로고    scopus 로고
    • Computer Assisted Reading and Discovery for Student Generated Text in Massive Open Online Courses
    • Reich J, Tingley D, Leder-Luis J, Roberts ME, Stewart BM (2015). “Computer Assisted Reading and Discovery for Student Generated Text in Massive Open Online Courses.” Journal of Learning Analytics, 2(1), 156–184. doi:10.18608/jla.2015.21.8.
    • (2015) Journal of Learning Analytics , vol.2 , Issue.1 , pp. 156-184
    • Reich, J.1    Tingley, D.2    Leder-Luis, J.3    Roberts, M.E.4    Stewart, B.M.5
  • 58
    • 85046935794 scopus 로고    scopus 로고
    • Plain Text: Transparency in Computer-Assisted Text Analysis
    • Romney D, Stewart B, Tingley D (2015). “Plain Text: Transparency in Computer-Assisted Text Analysis.” Qualitative & Multi-Method Research, 13(1), 32–37.
    • (2015) Qualitative & Multi-Method Research , vol.13 , Issue.1 , pp. 32-37
    • Romney, D.1    Stewart, B.2    Tingley, D.3
  • 63
    • 84888128053 scopus 로고    scopus 로고
    • Multinomial Inverse Regression for Text Analysis
    • Taddy M (2013). “Multinomial Inverse Regression for Text Analysis.” Journal of the American Statistical Association, 108(503), 755–770. doi:10.1080/01621459.2012.734168.
    • (2013) Journal of the American Statistical Association , vol.108 , Issue.503 , pp. 755-770
    • Taddy, M.1
  • 64
    • 84946595027 scopus 로고    scopus 로고
    • Distributed Multinomial Regression
    • Taddy M (2015). “Distributed Multinomial Regression.” The Annals of Applied Statistics, 9(3), 1394–1414. doi:10.1214/15-aoas831.
    • (2015) The Annals of Applied Statistics , vol.9 , Issue.3 , pp. 1394-1414
    • Taddy, M.1
  • 66
    • 84919775831 scopus 로고    scopus 로고
    • Accelerating t-SNE Using Tree-Based Algorithms
    • Van der Maaten L (2014). “Accelerating t-SNE Using Tree-Based Algorithms.” The Journal of Machine Learning Research, 15(1), 3221–3245.
    • (2014) The Journal of Machine Learning Research , vol.15 , Issue.1 , pp. 3221-3245
    • van der Maaten, L.1
  • 69
    • 84877630966 scopus 로고    scopus 로고
    • Variational Inference in Nonconjugate Models
    • Wang C, Blei DM (2013). “Variational Inference in Nonconjugate Models.” The Journal of Machine Learning Research, 14(1), 1005–1031. doi:10.1049/pbhe002e_ch9.
    • (2013) The Journal of Machine Learning Research , vol.14 , Issue.1 , pp. 1005-1031
    • Wang, C.1    Blei, D.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.