Foundations of Predictive Analytics (Record no. 8808)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02546nam a2200301Ia 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251223122439.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220909b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781439869468 |
| 037 ## - SOURCE OF ACQUISITION | |
| Terms of availability | Textbook |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | CSL |
| Language of cataloging | eng |
| Transcribing agency | CSL |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| Source of code | eng |
| 084 ## - COLON CLASSIFICATION NUMBER | |
| Classification number | D65,8(B),27 Q2 TB |
| Assigning agency | CSL |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Wu, James |
| Relator term | author. |
| 9 (RLIN) | 858987 |
| 245 #0 - TITLE STATEMENT | |
| Title | Foundations of Predictive Analytics |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | London : |
| Name of publisher, distributor, etc. | CRC , |
| Date of publication, distribution, etc. | 2012 . |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xix,317p. |
| 490 ## - SERIES STATEMENT | |
| Series statement | Chapman and hall/CRC data mining and knowledge discovery series |
| 500 ## - GENERAL NOTE | |
| General note | Includes Bibliography 309-312p.; Index 313-317p. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Foundations of Predictive Analytics presents the fundamental background required for analyzing data and building models for many practical applications, such as consumer behavior modeling, risk and marketing analytics, and other areas. It also discusses a variety of practical topics that are frequently missing from similar texts.The book begins with the statistical and linear algebra/matrix foundation of modeling methods, from distributions to cumulant and copula functions to Cornish–Fisher expansion and other useful but hard-to-find statistical techniques. It then describes common and unusual linear methods as well as popular nonlinear modeling approaches, including additive models, trees, support vector machine, fuzzy systems, clustering, naïve Bayes, and neural nets. The authors go on to cover methodologies used in time series and forecasting, such as ARIMA, GARCH, and survival analysis. They also present a range of optimization techniques and explore several special topics, such as Dempster–Shafer theory.An in-depth collection of the most important fundamental material on predictive analytics, this self-contained book provides the necessary information for understanding various techniques for exploratory data analysis and modeling. It explains the algorithmic details behind each technique (including underlying assumptions and mathematical formulations) and shows how to prepare and encode data, select variables, use model goodness measures, normalize odds, and perform reject inference. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data mining. |
| 9 (RLIN) | 858988 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Predictive control. |
| 9 (RLIN) | 858989 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistical distribution. |
| 9 (RLIN) | 858990 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistics. |
| 9 (RLIN) | 858991 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Coggeshall, Stephen |
| Relator term | co-author. |
| 9 (RLIN) | 858992 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Classification part | D65,8(B),27 Q2 TB |
| Koha item type | Textbook |
| Source of classification or shelving scheme | Colon Classification (CC) |
| Suppress in OPAC | No |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Date acquired | Source of acquisition | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Colon Classification (CC) | Central Science Library | Central Science Library | 2012-07-10 | 1054, 06/07/2012, Total Books India | D65,8(B),27 Q2 TB | SL1558580 | 2022-09-12 | 2022-09-12 | Textbook |