Data mining algorithms : (Record no. 2378)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01345nam a22001937a 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781118332580 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.312 |
| Item number | CIC/D |
| 100 1# - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Cichosz, Pawel |
| 245 10 - TITLE STATEMENT | |
| Title | Data mining algorithms : |
| Sub Title | explained using R |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | London |
| Name of publisher | Wiley& Sons |
| Year of publication | 2015 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | 683p. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes bibliographical references and index. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Part I: Preliminaries<br/>Covers learning tasks (classification, regression, clustering), basic statistics, visualization, and practical issues.<br/><br/>Part II: Classification<br/>Discusses decision trees, Naïve Bayes, linear classifiers, misclassification costs, and model evaluation.<br/><br/>Part III: Regression<br/>Explores linear regression, regression trees, and performance evaluation, with extensions beyond linearity.<br/><br/>Part IV: Clustering<br/>Focuses on similarity measures, k-means, hierarchical clustering, and quality evaluation metrics.<br/><br/>Part V: Enhancing Models<br/>Includes ensemble methods, kernel techniques (SVMs), attribute transformation, discretization, and selection.<br/><br/>Case Studies & Appendices<br/>Real-world applications (e.g., Census data, crime analysis), R packages, datasets, and notations. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Data mining. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Computer algorithms. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | R (Computer program language) |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | MATHEMATICS / Probability & Statistics / General. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Permanent Location | Current Location | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Price effective from | Koha item type | Copy number |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Not For Loan | IIIT Kottayam Central Library | IIIT Kottayam Central Library | Reference | 02/12/2024 | TV enterprises, Inv No:397/24-25,dtd 16/09/2024 | 6292.00 | 006.312 CIC/D | 2304 | 02/12/2024 | Reference | ||||
| IIIT Kottayam Central Library | IIIT Kottayam Central Library | General Stacks | 02/12/2024 | TV enterprises, Inv No:397/24-25,dtd 16/09/2024 | 6292.00 | 006.312 CIC/D;1 | 2305 | 02/12/2024 | Books | 1 |
