Newsgroup topic extraction using term-cluster weighting and Pillar K-Means clustering

Topic extraction is an essential tool to help gathering information from a vast amount of sources. This paper introduces a new approach to extract topics from a collection of text documents. In ord...

[1]  Huayu Zhang,et al.  Improved K-means algorithm based on density Canopy , 2018, Knowl. Based Syst..

[2]  Ana M. García-Serrano,et al.  Formal concept analysis for topic detection: A clustering quality experimental analysis , 2017, Inf. Syst..

[3]  Steffen Ortmann,et al.  Recognizing upper limb movements with wrist worn inertial sensors using k-means clustering classification. , 2015, Human movement science.

[4]  Anil K. Jain Data clustering: 50 years beyond K-means , 2010, Pattern Recognit. Lett..

[5]  Yun Tang,et al.  Industrial polymers classification using laser-induced breakdown spectroscopy combined with self-organizing maps and K-means algorithm , 2018, Optik.

[6]  T. Landauer,et al.  Indexing by Latent Semantic Analysis , 1990 .

[7]  Andrew T. Karl,et al.  A practical guide to text mining with topic extraction , 2015 .

[8]  Johannes Wagner,et al.  A clustering approach for topic filtering within systematic literature reviews , 2020, MethodsX.

[9]  Sina Khanmohammadi,et al.  An improved overlapping k-means clustering method for medical applications , 2017, Expert Syst. Appl..

[10]  Hyunsoo Kim,et al.  Dimension Reduction in Text Classification with Support Vector Machines , 2005, J. Mach. Learn. Res..

[11]  Md Zahidul Islam,et al.  Combining K-Means and a genetic algorithm through a novel arrangement of genetic operators for high quality clustering , 2018, Expert Syst. Appl..

[12]  Yambem Jina Chanu,et al.  Image Segmentation Using K -means Clustering Algorithm and Subtractive Clustering Algorithm , 2015 .

[13]  George A. Miller,et al.  WordNet: A Lexical Database for English , 1995, HLT.

[14]  P. Rousseeuw Silhouettes: a graphical aid to the interpretation and validation of cluster analysis , 1987 .

[15]  JUSTIN ZOBEL,et al.  Inverted files for text search engines , 2006, CSUR.

[16]  Akiko Aizawa,et al.  An information-theoretic perspective of tf-idf measures , 2003, Inf. Process. Manag..