Data Mining and Predictive Analytics (Record no. 44816)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01522nam a22001697a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9788126559138 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.312 LAR-D |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Larose, Daniel T |
| 245 ## - TITLE STATEMENT | |
| Title | Data Mining and Predictive Analytics |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 2nd |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | New Delhi |
| Name of publisher, distributor, etc | Wiley |
| Date of publication, distribution, etc | 2015 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 794p. |
| 500 ## - GENERAL NOTE | |
| General note | 1. Data Preparation<br/>2. Data Preprocessing<br/>3. Exploratory Data Analysis<br/>4. Dimension Reduction Methods<br/>5. Univariate Statistical Analysis<br/>6. Multivariate Statistics<br/>7. Preparing to Model the Data<br/>8. Simple Linear Regression<br/>9. Multiple Regression and Model Building<br/>10. K-Nearest Neighbor Algorithm<br/>11. Decision Trees<br/>12. Neural Networks<br/>13. Logistic Regression<br/>14. Naive Bayes and Bayesian Networks<br/>15. Model Evaluation Techniques<br/>16. Cost Benefit Analysis using Data Driven Costs<br/>17. Cost Benefit Analysis for Trinary and k-Nary Classification Models<br/>18. Graphics Evaluation of Classification Models<br/>19. Hierarchical and k-Means Clustering<br/>20. Kohonen Networks<br/>21. Birch Clustering<br/>22. Measuring Cluster Goodness<br/>23. Association Rules<br/>24.Segmentation Models<br/>25.Ensemble Methods : Bagging and Boosting<br/>26. Model Voting and Propensity Averaging<br/>27. Genetic Algorithms<br/>28. Imputation of Missing Data<br/>29. Case Study Part-1 : Business Understanding data Preparation and Eda<br/>30. Case study part 2 : Clustering and Principles Components Analysis<br/>31. Case Study Part 3 : Modeling and Evaluation for Performance and Interpretability<br/> <br/>. |
| 901 ## - LOCAL DATA ELEMENT A, LDA (RLIN) | |
| Acc. No. | 29366 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library |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 | Source of acquisition | Cost, normal purchase price | Inventory number | Total Checkouts | Full call number | Barcode | Date last seen | Uniform Resource Identifier | Price effective from | Koha item type | Date last borrowed |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Not For Loan | Reference | Amity Central Library | Amity Central Library | ASET CSE | 24/10/2019 | SBA | 799.00 | SBA / 120505 26/08/2019 | 006.312 LAR-D | 29366 | 24/10/2019 | https://epgp.inflibnet.ac.in/Home/Download | 24/10/2019 | Reference Book | |||||
| Dewey Decimal Classification | Amity Central Library | Amity Central Library | ASET CSE | 24/10/2019 | SBA | 799.00 | SBA / 120505 26/08/2019 | 5 | 006.312 LAR-D | 29367 | 25/10/2023 | https://epgp.inflibnet.ac.in/Home/Download | 24/10/2019 | Books | 10/10/2023 |