Visual evaluation of text features for document summarization and analysis

作者: Daniela Oelke , Peter Bak , Daniel A. Keim , Mark Last , Guy Danon

DOI: 10.1109/VAST.2008.4677359

关键词: Text miningComputer scienceVisualizationInformation retrievalTextual informationFace (geometry)Statistical classificationDocument summarizationData visualizationFeature extraction

摘要: Thanks to the Web-related and other advanced technologies, textual information is increasingly being stored in digital form posted online. Automatic methods analyze such are becoming inevitable. Many of those based on quantitative text features. Analysts face challenge choose most appropriate features for their tasks. This requires effective approaches evaluation feature-engineering.

参考文章(22)
Chikashi Nobata, Hitoshi Isahara, Masao Utiyama, Masaki Murata, Satoshi Sekine, Kiyotaka Uchimoto, Sentence Extraction System Assembling Multiple Evidence. In: the Second NTCIR Workshop Meeting; 2001. p. 213--218.. ,(2001)
Florian Mansmann, Daniel A. Keim, Tobias Schreck, MailSOM - Visual Exploration of Electronic Mail Archives Using Self-Organizing Maps conference on email and anti-spam. ,(2005)
Xiaowen Ding, Bing Liu, Philip S. Yu, A holistic lexicon-based approach to opinion mining web search and data mining. pp. 231- 240 ,(2008) , 10.1145/1341531.1341561
H. P. Luhn, The automatic creation of literature abstracts Ibm Journal of Research and Development. ,vol. 2, pp. 159- 165 ,(1958) , 10.1147/RD.22.0159
Robert R. Korfhage, To see, or not to see--- is That the query? Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '91. pp. 134- 141 ,(1991) , 10.1145/122860.122873
Ahmed Abbasi, Hsinchun Chen, Categorization and analysis of text in computer mediated communication archives using visualization Proceedings of the 2007 conference on Digital libraries - JCDL '07. pp. 11- 18 ,(2007) , 10.1145/1255175.1255178
Raja Parasuraman, Anthony J. Masalonis, Peter A. Hancock, Fuzzy signal detection theory: basic postulates and formulas for analyzing human and machine performance. Human Factors. ,vol. 42, pp. 636- 659 ,(2000) , 10.1518/001872000779697980
Jean-Daniel Fekete, Nicole Dufournaud, Compus: visualization and analysis of structured documents for understanding social life in the 16th century acm international conference on digital libraries. pp. 47- 55 ,(2000) , 10.1145/336597.336632
Anselm Spoerri, InfoCrystal Proceedings of the second international conference on Information and knowledge management - CIKM '93. pp. 11- 20 ,(1993) , 10.1145/170088.170095