03030nam a2200409 4500 20260817161530.0 010898 th eng .b10053840 AIT Thesis no. CS-93-05 Hashem, M. M. A. Adaptive resonance theory : characterization of ART1 and development of similarity measures Bangkok : Asian Institute of Technology, 1993 50 leaves + 1 online resource Thesis ; no. CS-93-5 A thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering Thesis (M.Eng.) - Asian Institute of Technology, 1993 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. Neural networks (Computer science) Sadananda, Ramakoti, Chairperson Takahashi, Kenzo, Examination committee Yulu, Qi, Examination committee Government of Finland, Scholarship donor Asian Institute of Technology. Thesis ; no. CS-93-5 Full-Text http://203.159.5.9/ait-thesis/detail.php?q=B16100 .b10053840 mnait x 240409 2 951012 m a x 0 mnait mnait mnarc 20 40 Barcode : 30050003101119 CREATED : 1994-05-16 RECORD # : i10045983 LPATRON : 0 LCHKIN : - # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 0 TOT RENEW : 0 Barcode : 30050003101101 CREATED : 1994-12-13 RECORD # : i1174831x LPATRON : 1014651 LCHKIN : 2001-02-25 # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 2 TOT RENEW : 1 Barcode : 30050120357149 CREATED : 2016-06-13 RECORD # : i1303439x LPATRON : 0 LCHKIN : - # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 0 TOT RENEW : 0 1630 1630 0 0 0 0 MAIN MAIN mnait 2026-08-17 10.00 0 AIT Thesis no. CS-93-05 30050003101119 2026-08-17 16:15:30 1 2026-08-17 20 0 0 0 0 MAIN MAIN mnait 2026-08-17 0 AIT Thesis no. CS-93-05 30050003101101 2026-08-17 16:15:30 2 2026-08-17 20 0 0 0 0 MAIN MAIN mnarc 2026-08-17 0 AIT Thesis no. CS-93-05 30050120357149 2026-08-17 16:15:30 2026-08-17 40