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Data mining and knowledge discovery for geoscientists /

"In the early 21 century, data mining (DM) was predicted to be "one of the most revolutionary developments of the next decade," and chosen as one of 10 emerging technologies that will change the world (Hand et al., 2001; Larose, 2005; Larose, 2006). In fact, in the recent 20 years, th...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Shi, Guangren
Formato: Electrónico eBook
Idioma:Inglés
Publicado: San Diego, CA : Elsevier, 2014.
Edición:First edition.
Temas:
Acceso en línea:Texto completo

MARC

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100 1 |a Shi, Guangren. 
245 1 0 |a Data mining and knowledge discovery for geoscientists /  |c Guangren Shi, professor of mathematical geology, Research Institute of Petroleum Exploration and Development, Beijing, China. 
250 |a First edition. 
264 1 |a San Diego, CA :  |b Elsevier,  |c 2014. 
300 |a 1 online resource (377 pages) 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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520 |a "In the early 21 century, data mining (DM) was predicted to be "one of the most revolutionary developments of the next decade," and chosen as one of 10 emerging technologies that will change the world (Hand et al., 2001; Larose, 2005; Larose, 2006). In fact, in the recent 20 years, the field of DM has seen enormous success, both in terms of broad-ranging application achievements and in terms of scientific progress and understanding. DM is the computerized process of extracting previously unknown and important actionable information and knowledge from database (DB). This knowledge can then be used to make crucial decisions by leveraging the individual's intuition and experience to objectively generate opportunities that might otherwise go undiscovered"--  |c Provided by publisher 
504 |a Includes bibliographical references. 
588 0 |a Print version record. 
505 0 |a 1. Introduction -- 2. Probability and statistics -- 3. Artificial neural networks -- 4. Support vector machines -- 5. Decision trees -- 6. Bayesian classification -- 7. Cluster analysis -- 8. Kriging -- 9. Other soft computing algorithms for geosciences -- 10. A practical software system of data mining and knowledge discovery for geosciences. 
650 0 |a Geology  |x Data processing. 
650 0 |a Data mining. 
650 2 |a Data Mining  |0 (DNLM)D057225 
650 6 |a G�eologie  |0 (CaQQLa)201-0009524  |x Informatique.  |0 (CaQQLa)201-0380011 
650 6 |a Exploration de donn�ees (Informatique)  |0 (CaQQLa)201-0300292 
650 7 |a COMPUTERS  |x General.  |2 bisacsh 
650 7 |a Data mining  |2 fast  |0 (OCoLC)fst00887946 
650 7 |a Geology  |x Data processing  |2 fast  |0 (OCoLC)fst00940642 
776 0 8 |i Print version:  |a Shi, Guangren.  |t Data mining and knowledge discovery for geoscientists.  |b First edition  |z 9780124104372  |w (DLC) 2013032294  |w (OCoLC)858975362 
856 4 0 |u https://sciencedirect.uam.elogim.com/science/book/9780124104372  |z Texto completo