AI SearchApplying data mining techniques : (Record no. 7335)
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| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b12174749 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT RSPR no.CS-15-02 |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Ei Thaw Win |
| 245 10 - TITLE STATEMENT | |
| Title | Applying data mining techniques : |
| Remainder of title | case studies to predict loan defaults and vehicle quality |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Pathum Thani, Thailand : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 2015 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 41 p. : |
| Other physical details | ill. |
| 490 1# - SERIES STATEMENT | |
| Series statement | Research studies project report ; |
| Volume/sequential designation | no. CS-15-02 |
| 500 ## - GENERAL NOTE | |
| General note | A research submitted in partial fulfillment of the requirements for the degree of Master of Engineering in Computer Science, School of Engineering and Technology |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Research Studies Project Report (M.Eng.) - Asian Institute of Technology, 2015 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Data mining is popularly applied to discover ground truths from huge amounts of data.Data mining techniques in this study are applied to two different problems to study the effectiveness of DM tools with different characteristics from the Bank Industry and Used Cars Market, respectively.The first problem to tackle is the recovery of loans in the banking industry that will predict the expected percentage of return on future loans.The second problem considers the automobile industry. It deals with car dealerships purchasing used vehicles at an auction and predicts the likelihood that the vehicle will be a bad buy.The objectives of this research study is applying data mining tools and techniques to solve the above problems and determine the best method suitable for the characteristics of the problem.In this research paper, data mining models which include k-NN, random forest and support vector machine (SVM) are applied on two different datasets.The goal of this study was to compute the performance of data mining techniques on both problems: binary and multiple classification using the evaluation techniques: classification accuracy, precision, recall and root mean square error.According to the experimental results, the SVM model verifies to have the best performance in both problems; loan default prediction and vehicle quality prediction. Random forest model also performs well in both datasets. The performance of K-NN algorithm is better in vehicle quality prediction than loan default prediction. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data mining |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Used cars |
| General subdivision | Data processing |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Guha, Sumanta, |
| Relator term | Examination Committee |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Vatcharaporn Esichaikul, |
| Relator term | Examination Committee |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Duboz, Raphael, |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Ministry of Foreign Affair, Norway, |
| Relator term | Scholarship donor |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology. |
| Title of a work | Research studies project report ; |
| Volume/sequential designation | no. CS-15-02 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B01315">http://203.159.5.9/ait-thesis/detail.php?q=B01315</a> |
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| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Cost, normal purchase price | Total checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type |
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| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 17/08/2026 | 50.00 | AIT RSPR no.CS-15-02 | 30050160095070 | 17/08/2026 | 1 | 17/08/2026 | 20-AIT Publication | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 17/08/2026 | 50.00 | AIT RSPR no.CS-15-02 | 30050160095088 | 17/08/2026 | 2 | 17/08/2026 | 20-AIT Publication | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT RSPR no.CS-15-02 | 30050120891410 | 17/08/2026 | 1 | 17/08/2026 | 40-Archives | |||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT RSPR no.CS-15-02 | 17/08/2026 | 1 | 17/08/2026 | 61-CD-ROM |