Principles of data mining (Record no. 7666)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01826nam a2200217 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220115b ||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780262082907 (hb.) |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.3 |
| Item number | HAN |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Hand, David. |
| 245 ## - TITLE STATEMENT | |
| Title | Principles of data mining |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | London |
| Name of publisher, distributor, etc. | MIT Press |
| Date of publication, distribution, etc. | 2001 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 546p., |
| 500 ## - GENERAL NOTE | |
| General note | https://mitpress.mit.edu/books/principles-data-mining |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | "The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics.<br/><br/>The book consists of three sections. The first, foundations, provides a tutorial overview of the principles underlying data mining algorithms and their application. The presentation emphasizes intuition rather than rigor. The second section, data mining algorithms, shows how algorithms are constructed to solve specific problems in a principled manner. The algorithms covered include trees and rules for classification and regression, association rules, belief networks, classical statistical models, nonlinear models such as neural networks, and local ""memory-based"" models. The third section shows how all of the preceding analysis fits together when applied to real-world data mining problems. Topics include the role of metadata, how to handle missing data, and data preprocessing." |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data mining |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | computer science |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | statistics |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Mannila, Heikki. |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Smyth, Padhraic. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Book |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| 9 (RLIN) | 399 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| 9 (RLIN) | 400 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| 9 (RLIN) | 401 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| 9 (RLIN) | 402 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| 9 (RLIN) | 403 |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | bill no. | bill date | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type | Total Renewals | Date checked out |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Computer science | 395/21-22 | 23/12/2021 | Plaksha University Library | Plaksha University Library | 15/01/2022 | T V Enterprises | 4402.24 | 006.3 HAN | 002612 | 09/07/2023 | 15/01/2022 | Book | |||||||
| Dewey Decimal Classification | Computer science | 395/21-22 | 23/12/2021 | Plaksha University Library | Plaksha University Library | 15/01/2022 | T V Enterprises | 4402.24 | 2 | 006.3 HAN | 002613 | 09/07/2023 | 15/01/2022 | Book | 1 | 16/01/2023 | ||||
| Dewey Decimal Classification | Computer science | 395/21-22 | 23/12/2021 | Plaksha University Library | Plaksha University Library | 15/01/2022 | T V Enterprises | 4402.24 | 2 | 006.3 HAN | 002614 | 09/07/2023 | 15/01/2022 | Book | 1 | 15/01/2023 | ||||
| Dewey Decimal Classification | Computer science | 395/21-22 | 23/12/2021 | Plaksha University Library | Plaksha University Library | 15/01/2022 | T V Enterprises | 4402.24 | 1 | 006.3 HAN | 002615 | 09/07/2023 | 15/01/2022 | Book | 29/08/2022 | |||||
| Dewey Decimal Classification | Computer science | 395/21-22 | 23/12/2021 | Plaksha University Library | Plaksha University Library | 15/01/2022 | T V Enterprises | 4402.24 | 1 | 006.3 HAN | 002616 | 09/07/2023 | 15/01/2022 | Book | 1 | 16/01/2023 |