AI SearchAdaptive Resonance Theory (ART) and pattern clustering (Record no. 1629)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03079nam a2200421 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260817161530.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 080998 th eng |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b10053852 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT Thesis no.CS-94-16 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Rao, G. R. M. Sudhakara |
| 245 10 - TITLE STATEMENT | |
| Title | Adaptive Resonance Theory (ART) and pattern clustering |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Bangkok : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 1994 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 65 leaves |
| 490 1# - SERIES STATEMENT | |
| Series statement | Thesis ; |
| Volume/sequential designation | no. CS-94-16 |
| 500 ## - GENERAL NOTE | |
| General note | A thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering, School of Engineering of Technology |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Eng.) - Asian Institute of Technology, 1994 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | This thesis investigates Adaptive Resonance Theory 1 (ARTl) as a pattern clustering algorithm. Inherent characteristics of the model are analyzed. In particular the vigilance parameter, p, and its role in classification of patterns is examined. The experiments show that the vigilance parameter as defined by Carpenter & Grossberg does not necessarily increase the number of categories with its value, but decrease also, against the claim made by them. Hence, the lemma, "Increasing p increases the total number of clusters learned and decreases the size of each cluster" stated by Barbara Moore (1989), an MIT AI researcher, is not always valid. A modified vigilance test criteria has been proposed, which takes into account, the problem of subset & superset patterns and stably categorize, arbitrarily many input patterns in one list presentation when the vigilance parameter is closer to one. The proposed method also performs much better with regard to classification of patterns and reduces the number of list presentations required for stable category learning. Better perfo1mance of new similarity criteria with regard to noisy patterns also has been shown with experimental results. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Neural networks (Computer science) |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sadananda, Ramakoti, |
| Relator term | Chairperson |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Murai, Shunji, |
| Relator term | Examination Committee |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Yulu, Qi, |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | ADB, Japan, |
| Relator term | Scholaship Donor |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology. |
| Title of a work | Thesis ; |
| Volume/sequential designation | no. CS-94-16 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B15671">http://203.159.5.9/ait-thesis/detail.php?q=B15671</a> |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) | |
| a | .b10053852 |
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| 902 ## - LOCAL DATA ELEMENT B, LDB (RLIN) | |
| a | 240409 |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
| Operator's initials, OID (RLIN) | 2 |
| Cataloger's initials, CIN (RLIN) | 951012 |
| First date, FD (RLIN) | m |
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| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnarc |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 22-AIT Thesis (Replacement) |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 20-AIT Publication |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 40-Archives |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050120676506 |
| CREATED | CREATED : 2014-02-13 |
| RECORD Id | RECORD # : i12764991 |
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| Barcode | Barcode : 30050211014732 |
| CREATED | CREATED : 2014-12-22 |
| RECORD Id | RECORD # : i12831517 |
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| Barcode | Barcode : 30050120356695 |
| CREATED | CREATED : 2016-06-14 |
| RECORD Id | RECORD # : i13034893 |
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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 17/08/2026 | 50.00 | AIT Thesis no.CS-94-16 | 30050120676506 | 17/08/2026 | 3 | 17/08/2026 | 22-AIT Thesis (Replacement) | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 17/08/2026 | 50.00 | AIT Thesis no.CS-94-16 | 30050211014732 | 17/08/2026 | 4 | 17/08/2026 | 20-AIT Publication | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT Thesis no.CS-94-16 | 30050120356695 | 17/08/2026 | 17/08/2026 | 40-Archives |