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Data mining and predictive analytics (Record no. 590236)

MARC details
000 -LEADER
fixed length control field	02352nam a22001937a 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field	170822s9999 xx 000 0 und d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number	9788126559138
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number	005.74
Cutter	LAR
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name	Larose, Daniel T.
245 ## - TITLE STATEMENT
Title	Data mining and predictive analytics
Statement of responsibility, etc	Daniel T. Larose, Chantal D. Larose
250 ## - EDITION STATEMENT
Edition statement	2nd ed.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc	New Delhi :
Name of publisher, distributor, etc	Wiley,
Date of publication, distribution, etc	2018
300 ## - PHYSICAL DESCRIPTION
Extent	xxix, 794 p. : ill. ; 25 cm.
365 ## - TRADE PRICE
Price amount	799.00
520 ## - SUMMARY, ETC.
Summary, etc	Part I. Data Preparation<br/>Chapter 1. An Introduction to Data Mining and Predictive Analytics<br/>Chapter 2. Data Preprocessing<br/>Chapter 3. Exploratory Data Analysis<br/>Chapter 4. Dimension-Reduction Methods<br/>Part II. Statistical Analysis<br/>Chapter 5. Univariate Statistical Analysis<br/>Chapter 6. Multivariate Statistics<br/>Chapter 7. Preparing to Model the data<br/>Chapter 8. Simple Linear Regression<br/>Chapter 9. Multiple Regression and Model Building<br/>Part III. Classification<br/>Chapter 10. k-Nearest Neighbor Algorithm<br/>Chapter 11. Decision trees<br/>Chapter 12. Neural Networks<br/>Chapter 13. Logistic Regression<br/>Chapter 14. Naïve Bayes and Bayesian Networks<br/>Chapter 15. Model Evaluation Techniques<br/>Chapter 16. Cost-Benefit Analysis Using Data-Driven Costs<br/>Chapter 17. Cost-Benefit Analysis For Trinary and k-Nary Classification Models<br/>Chapter 18. Graphical Evaluation of Classification Models<br/>Part IV. Clustering<br/>Chapter 19. Hierarchical and k-Means Clustering<br/>Chapter 20. Kohonen Networks<br/>Chapter 21. Birch Clustering<br/>Chapter 22. Measuring Cluster Goodness<br/>Part V. Association Rules<br/>Chapter 23. Association Rules<br/>Part VI. Enhancing Model Performance<br/>Chapter 24. Segmentation Models<br/>Chapter 25. Ensemble Methods: Bagging and Boosting<br/>Chapter 26. Model Voting and Propensity Averaging<br/>Part VII. Further Topics<br/>Chapter 27. Genetic Algorithms<br/>Chapter 28. Imputation of Missing Data<br/>Part VIII. Case Study: Predicting Response to Direct-Mail Marketing<br/>Chapter 29. Case Study, Part 1: Business Understanding, Data Preparation, and Eda<br/>Chapter 30. Case Study, Part 2: Clustering and Principal Components Analysis<br/>Chapter 31. Case Study, Part 3: Modeling And Evaluation For Performance And Interpretability<br/>Chapter 32. Case Study, Part 4: Modeling And Evaluation For High Performance Only<br/>
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element	Data Science / Computer. Data Mining
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name	Larose, Chantal D.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme	Dewey Decimal Classification
Item type	Books

Holdings
Lost status	Home library	Current library	Shelving location	Date acquired	Cost, normal purchase price	Full call number	Barcode	Date last seen	Koha item type	Public note	Source of classification or shelving scheme	Collection code	Source of acquisition	Cost, replacement price
Lost	Symbiosis Centre for Information Technology	Symbiosis Centre for Information Technology	ISSUABLE	04/08/2017	799.00	92307 LAR/LAR	SCIT-B-10145	16/08/2019	Books	2020-21
	Symbiosis Centre for Information Technology	Symbiosis Centre for Information Technology	ISSUABLE	04/08/2017	799.00	006.312 LAR	SCIT-B-10146	18/03/2025	Books		Dewey Decimal Classification	Text Book
	Symbiosis Centre for Management and Human Resource Development	Symbiosis Centre for Management and Human Resource Development	Computer Networks	21/07/2018	559.30	006.312	SCMHRD-B-27996	27/12/2023	Books		Dewey Decimal Classification	Text Book	181	799.00
	Symbiosis Centre for Management and Human Resource Development	Symbiosis Centre for Management and Human Resource Development	Computer Networks	21/07/2018	559.30	006.312	SCMHRD-B-27997	21/06/2019	Books		Dewey Decimal Classification	Text Book	181	799.00
	Symbiosis School for Liberal Arts	Symbiosis School for Liberal Arts		06/10/2018	551.31	005.74 / LAR	SSLA-B-8206	06/10/2018	Books		Dewey Decimal Classification		191	799.00