Data mining : theories, algorithms, and examples (Record no. 51413)

MARC details
000 -LEADER
fixed length control field 01677nam a22002057a 4500
003 - CONTROL NUMBER IDENTIFIER
control field ISURa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190528b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781138073661
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title English Language
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.312
Item number YEN
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name YE, Nong
9 (RLIN) 72291
245 ## - TITLE STATEMENT
Title Data mining : theories, algorithms, and examples
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Boca Raton
Name of publisher, distributor, etc Taylor & Francis
Date of publication, distribution, etc 2014
300 ## - PHYSICAL DESCRIPTION
Extent xix, 329 P.
Dimensions 24 cm.
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Human factors and ergonomics.
9 (RLIN) 72292
520 ## - SUMMARY, ETC.
Summary, etc pt. 1. An overview of data mining. Introduction to data, data patterns, and data mining --<br/>pt. 2. Algorithms for mining classification and prediction patterns. Linear and nonlinear regression models --<br/>Naïve Bayes classifier --<br/>Decision and regression trees --<br/>Artificial neural networks for classification and prediction --<br/>Support vector machines --<br/>k-Nearest neighbor classifier and supervised clustering --<br/>pt. 3. Algorithms for mining cluster and association patterns. Hierarchial clustering --<br/>K-Means clustering and density-based clustering --<br/>Self-organizing map --<br/>Probability distributions of univariate data --<br/>Association rules --<br/>Bayesian network --<br/>pt. 4. Algorithms for mining data reduction patterns. Principal component analysis --<br/>Multidimensional scaling --<br/>pt. 5. Algorithms for mining outlier and anomaly patterns. Univariate control charts --<br/>Multivariate control charts --<br/>pt. 6. Algorithms for mining sequential and temporal patterns. Autocorrelation and time series analysis --<br/>Markov chain models and hidden Markov models --<br/>Wavelet analysis.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Data mining.
9 (RLIN) 29634
Topical term or geographic name as entry element Data mining -- Mathematical models.
9 (RLIN) 72293
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Lending Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Cost, normal purchase price Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 23/05/2019 10337.80   006.312 YEN 112972 28/05/2019 28/05/2019 Lending Books
    Dewey Decimal Classification     Reference Collection Applied Sciences Library Applied Sciences Library Reference Section 23/05/2019 10337.80   006.312 YEN 112973 28/05/2019 28/05/2019 Sheduled Reference

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