A Modified Parallel Learning Vector Quantization Algorithm for Real-Time Hardware Applications
| dc.contributor.author | Alkim, Erdem | |
| dc.contributor.author | Akleylek, Sedat | |
| dc.contributor.author | Kilic, Erdal | |
| dc.date.accessioned | 2019-10-27T11:05:27Z | |
| dc.date.available | 2019-10-27T11:05:27Z | |
| dc.date.issued | 2017 | |
| dc.department | Ege Üniversitesi | en_US |
| dc.description.abstract | In this study a modified learning vector quantization (LVQ) algorithm is proposed. For this purpose, relevance LVQ (RLVQ) algorithm is effciently combined with a reinforcement mechanism. In this mechanism, it is shown that the proposed algorithm is not affected constantly by both relevance-irrelevance input dimensions and the winning of the same neuron. Hardware design of the proposed scheme is also given to illustrate the performance of the algorithm. The proposed algorithm is compared to the corresponding ones with regard to success rate and running time. | en_US |
| dc.description.sponsorship | Ondokuz Mayis UniversityOndokuz Mayis University [PYO.MUH.1904.11.003] | en_US |
| dc.description.sponsorship | Erdem Alkim and Erdal Kilic were partially supported by Ondokuz Mayis University under the Project PYO.MUH.1904.11.003. | en_US |
| dc.identifier.doi | 10.1142/S0218126617501560 | |
| dc.identifier.issn | 0218-1266 | |
| dc.identifier.issn | 1793-6454 | |
| dc.identifier.issn | 0218-1266 | en_US |
| dc.identifier.issn | 1793-6454 | en_US |
| dc.identifier.issue | 10 | en_US |
| dc.identifier.scopusquality | Q3 | en_US |
| dc.identifier.uri | https://doi.org/10.1142/S0218126617501560 | |
| dc.identifier.uri | https://hdl.handle.net/11454/31677 | |
| dc.identifier.volume | 26 | en_US |
| dc.identifier.wos | WOS:000401324700010 | en_US |
| dc.identifier.wosquality | Q4 | en_US |
| dc.indekslendigikaynak | Scopus | en_US |
| dc.indekslendigikaynak | Web of Science | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | World Scientific Publ Co Pte Ltd | en_US |
| dc.relation.ispartof | Journal of Circuits Systems and Computers | en_US |
| dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | FPGA | en_US |
| dc.subject | LVQ | en_US |
| dc.subject | GLVQ | en_US |
| dc.subject | reinforcement mechanism | en_US |
| dc.title | A Modified Parallel Learning Vector Quantization Algorithm for Real-Time Hardware Applications | en_US |
| dc.type | Article | en_US |
