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Most cited papers in Advanced Text Analysis Techniques

What are the most cited papers in Advanced Text Analysis Techniques?

The most cited paper in Advanced Text Analysis Techniques is "When to use and how to report the results of PLS-SEM" (Joseph F. Hair, Jeffrey J. Risher, Marko Sarstedt et al., 2018), with 26,512 citations. Next come "On the evaluation of structural equation models" (20,946) and "Distributed Representations of Words and Phrases and their Compositionality" (18,034).

Showing 50 of 99 papers. Every paper with more than 1,337 citations is listed.

Most cited papers, sortable by citations and release date
#Paper
1 When to use and how to report the results of PLS-SEM Joseph F. Hair, Jeffrey J. Risher, Marko Sarstedt et al. · European Business Review 19 Dec 2018 26,512
2 On the evaluation of structural equation models Richard P. Bagozzi, Youjae Yi · Journal of the Academy of Marketing Science Mar 1988 20,946
3 Distributed Representations of Words and Phrases and their Compositionality Tomáš Mikolov, Ilya Sutskever, Kai Chen et al. · arXiv (Cornell University) PreprintOpen access 16 Oct 2013 18,034
4 The Analytic Hierarchy Process Thomas L. Saaty, Kevin P. Kearns · Elsevier eBooks Book chapter 1985 15,416
5 Comparison of Convenience Sampling and Purposive Sampling İlker Etikan · American Journal of Theoretical and Applied Statistics Open access 2016 11,287
6 Partial least squares structural equation modeling (PLS-SEM) Joe F. Hair, Marko Sarstedt, Lucas Hopkins et al. · European Business Review 26 Feb 2014 11,270
7 A scaling method for priorities in hierarchical structures Thomas L. Saaty · Journal of Mathematical Psychology Jun 1977 10,402
8 Term-weighting approaches in automatic text retrieval Gerard Salton, Chris Buckley · Information Processing & Management 1988 9,789
9 Machine learning in automated text categorization Fabrizio Sebastiani · ACM Computing Surveys Open access Mar 2002 7,956
10 Mining and summarizing customer reviews Minqing Hu, Bing Liu Conference paper 22 Aug 2004 7,770
11 A systematic analysis of performance measures for classification tasks Marina V. Sokolova, Guy Lapalme · Information Processing & Management 9 May 2009 7,026
12 Finding scientific topics Thomas L. Griffiths, Mark Steyvers · Proceedings of the National Academy of Sciences Open access 6 Apr 2004 6,099
13 Working Memory Alan Baddeley, Graham J. Hitch · ˜The œPsychology of learning and motivation/˜The œpsychology of learning and motivation Book chapter 1974 5,377
14 An introduction to latent semantic analysis Thomas K. Landauer, Peter W. Foltz, Darrell Laham · Discourse Processes 1998 4,903
15 Hierarchical Attention Networks for Document Classification Zichao Yang, Diyi Yang, Chris Dyer et al. Conference paperOpen access 2016 4,899
16 Multimodal Machine Learning: A Survey and Taxonomy Tadas Baltrušaitis, Chaitanya Ahuja, Louis‐Philippe Morency · IEEE Transactions on Pattern Analysis and Machine Intelligence 25 Jan 2018 4,774
17 A STATISTICAL INTERPRETATION OF TERM SPECIFICITY AND ITS APPLICATION IN RETRIEVAL Karen Spärck Jones · Journal of Documentation 1972 4,555
18 Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation David M W Powers · arXiv (Cornell University) PreprintOpen access 11 Oct 2020 4,430
19 PLS-SEM or CB-SEM: updated guidelines on which method to use Joe F. Hair, Lucy M. Matthews, Ryan L. Matthews et al. · International Journal of Multivariate Data Analysis 2017 4,318
20 Specification, evaluation, and interpretation of structural equation models Richard P. Bagozzi, Youjae Yi · Journal of the Academy of Marketing Science 20 Aug 2011 3,725
21 Lateral Collinearity and Misleading Results in Variance-Based SEM: An Illustration and Recommendations Ned Kock, Gary S. Lynn · Journal of the Association for Information Systems Open access Jul 2012 3,716
22 Why a Diagram is (Sometimes) Worth Ten Thousand Words Jill H. Larkin, Herbert A. Simon · Cognitive Science 3 Jan 1987 3,630
23 Recognizing contextual polarity in phrase-level sentiment analysis Theresa Wilson, Janyce Wiebe, Paul Hoffmann Conference paperOpen access 2005 3,390
24 A sentimental education Bo Pang, Lillian Lee Conference paperOpen access 2004 3,363
25 Lexicon-Based Methods for Sentiment Analysis Maite Taboada, Julian Brooke, Milan Tofiloski et al. · Computational Linguistics Open access 5 Apr 2011 3,311
26 Automatic acquisition of hyponyms from large text corpora Marti A. Hearst Conference paperOpen access 1992 3,311
27 Sentiment Analysis and Opinion Mining Bing Liu · Synthesis lectures on human language technologies 23 May 2012 3,296
28 Learning Word Vectors for Sentiment Analysis Andrew L. Maas, Raymond E. Daly, Peter T. Pham et al. 19 Jun 2011 3,286
29 Sentiment analysis algorithms and applications: A survey Walaa Medhat, Ahmed Hassan, Hoda Korashy · Ain Shams Engineering Journal Open access 27 May 2014 3,279
30 A comparison of event models for naive bayes text classification Andrew McCallum, Kamal Nigam 1998 3,217
31 From Frequency to Meaning: Vector Space Models of Semantics Peter D. Turney, Patrick Pantel · Journal of Artificial Intelligence Research Open access 27 Feb 2010 2,920
32 Cognitive Load Theory and the Format of Instruction PAUL A. CHANDLER, John Sweller · Cognition and Instruction Dec 1991 2,885
33 Searching for intellectual turning points: Progressive knowledge domain visualization Chaomei Chen · Proceedings of the National Academy of Sciences Open access 6 Apr 2004 2,805
34 Twitter as a Corpus for Sentiment Analysis and Opinion Mining Alexander Pak, Patrick Paroubek Conference paperOpen access May 2010 2,725
35 SentiWordNet 3.0: An Enhanced Lexical Resource for Sentiment Analysis and Opinion Mining Stefano Baccianella, Andrea Esuli, Fabrizio Sebastiani Conference paperOpen access May 2010 2,692
36 Accurate methods for the statistics of surprise and coincidence Ted E. Dunning Mar 1993 2,685
37 The political blogosphere and the 2004 U.S. election Lada A. Adamic, Natalie Glance Conference paper 21 Aug 2005 2,667
38 A re-examination of text categorization methods Yiming Yang, Xin Liu Conference paperOpen access Aug 1999 2,667
39 The structure of ill structured problems Herbert A. Simon · Artificial Intelligence 1973 2,595
40 A Language Modeling Approach to Information Retrieval Jay M. Ponte, W. Bruce Croft · ACM SIGIR Forum Open access 2 Aug 2017 2,534
41 Synergy, antagonism, and what the chequerboard puts between them Frank C. Odds · Journal of Antimicrobial Chemotherapy 12 Jun 2003 2,516
42 SENTIWORDNET: A Publicly Available Lexical Resource for Opinion Mining Andrea Esuli, Fabrizio Sebastiani Conference paperOpen access May 2006 2,497
43 Unsupervised Learning by Probabilistic Latent Semantic Analysis Thomas Frank Hofmann · Machine Learning Open access 2001 2,479
44 Minimum sample size estimation in PLS‐SEM: The inverse square root and gamma‐exponential methods Ned Kock, Pierre Hadaya · Information Systems Journal 29 Nov 2016 2,471
45 Textual Analysis in Accounting and Finance: A Survey Tim Loughran, Bill McDonald · Journal of Accounting Research 26 Apr 2016 2,327
46 Recurrent Convolutional Neural Networks for Text Classification Siwei Lai, Liheng Xu, Kang Liu et al. · Proceedings of the AAAI Conference on Artificial Intelligence Conference paperOpen access 19 Feb 2015 2,321
47 Observing Interaction: An Introduction to Sequential Analysis Victor L. Willson, Roger A. Bakeman, John Mordechai Gottman · Journal of Educational Statistics 1988 2,311
48 Exploring the Space of Topic Coherence Measures Michael Röder, Andreas Both, Alexander Hinneburg Conference paper 28 Jan 2015 2,272
49 The reviewing of object files: Object-specific integration of information Daniel J. Kahneman, Anne Treisman, Brian Gibbs · Cognitive Psychology Apr 1992 2,256
50 Seeing stars Bo Pang, Lillian Lee Conference paperOpen access 2005 2,173

Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.