Text Mining and its Applications

Results of the NEMIS Launch Conference

Paperback Engels 2010 9783642057809
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

The world of text mining is simultaneously a minefield and a gold mine. It is an exciting application field and an area of scientific research that is currently under rapid development. It uses techniques from well-established scientific fields (e.g. data mining, machine learning, information retrieval, natural language processing, case­ based reasoning, statistics and knowledge management) in an effort to help people gain insight, understand and interpret large quantities of (usually) semi-structured and unstructured data. Despite the advances made during the last few years, many issues remain umesolved. Proper co-ordination activities, dissemination of current trends and standardisation of the procedures have been identified, as key needs. There are many questions still unanswered, especially to the potential users; what is the scope of Text Mining, who uses it and for what purpose, what constitutes the leading trends in the field of Text Mining -especially in relation to IT- and whether there still remain areas to be covered.

Specificaties

ISBN13:9783642057809
Taal:Engels
Bindwijze:paperback
Aantal pagina's:204
Uitgever:Springer Berlin Heidelberg
Druk:0

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Inhoudsopgave

Mining for Gems of Information.- From Text to Information: Document Processing and Visualization, a Text Mining Approach.- Web Mining: The Past, the Present, and Future.- Applications, Sectors and Strategies of Text Mining, a First Overall Picture.- Text Classification of News Articles with Support Vector Machines.- A Review of Web Document Clustering Approaches.- Supervised Term Weighting for Automated Text Categorization.- Machine Learning for Information Extraction in Genomics — State of the Art and Perspectives.- Processing Multilingual Collection for Text Mining Applications.- Text Mining Tools: Evaluation Methods and Criteria.- Knowledge Advantage through online Text Mining. Research Trends in Competitive Intelligence and Virtual Communities Applications.- Real Time Customer Opinion Monitoring.- Validation Techniques in Text Mining (with Application to the Processing of Open-ended Questions).- Clickstream Analysis, Semiotic Interpretation and Semantic Text Mining for a Distance Measurement on the Hypertextual Map of an Internet-portal.- Text Mining in Official Statistic.

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        Text Mining and its Applications