AI SearchAdaptive resonance theory : (Record no. 1630)
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| fixed length control field | 03030nam a2200409 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260817161530.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 010898 th eng |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b10053840 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT Thesis no. CS-93-05 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Hashem, M. M. A. |
| 245 10 - TITLE STATEMENT | |
| Title | Adaptive resonance theory : |
| Remainder of title | characterization of ART1 and development of similarity measures |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Bangkok : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 1993 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 50 leaves + |
| Accompanying material | 1 online resource |
| 490 1# - SERIES STATEMENT | |
| Series statement | Thesis ; |
| Volume/sequential designation | no. CS-93-5 |
| 500 ## - GENERAL NOTE | |
| General note | A thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Eng.) - Asian Institute of Technology, 1993 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | In the present work, Adaptive Resonance Theory 1 (ART1) as a clustering algorithm is analyzed. Under some network modeling assumptions and enhanced template definitions, some of its emergent but inherent characteristics related to similarity and learning are investigated and demonstrated to understand more about the output it generates. The memory capacity in bits (each bit bears an essential feature of a pattern), its upper and lower limits, and the capacity variation upon learning of input patterns in real time, which Carpenter & Grossberg avoided in their original work, are derived. A new idea for a similarity metric in novelty detector (orienting-subsystem) is proposed to extend its operation over arbitrary pattern sequences in the real-time for one pattern list presentation. The authenticity of the proposed method for fresh and noisy pattern environments compared to Carpenter & Grossberg method is also illustrated with some examples. Moreover, the present work on this paradigm points out the ways of extending this theory to look into stability-plasticity problems in the context of some real world applications. |
| 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 | Takahashi, Kenzo, |
| 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 | Government of Finland, |
| 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 | Thesis ; |
| Volume/sequential designation | no. CS-93-5 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B16100">http://203.159.5.9/ait-thesis/detail.php?q=B16100</a> |
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| a | .b10053840 |
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| 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 | 20-AIT Publication |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 40-Archives |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050003101119 |
| CREATED | CREATED : 1994-05-16 |
| RECORD Id | RECORD # : i10045983 |
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| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050003101101 |
| CREATED | CREATED : 1994-12-13 |
| RECORD Id | RECORD # : i1174831x |
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| Barcode | Barcode : 30050120357149 |
| CREATED | CREATED : 2016-06-13 |
| RECORD Id | RECORD # : i1303439x |
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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 | 10.00 | AIT Thesis no. CS-93-05 | 30050003101119 | 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 | AIT Thesis no. CS-93-05 | 30050003101101 | 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 Thesis no. CS-93-05 | 30050120357149 | 17/08/2026 | 17/08/2026 | 40-Archives |