{"id":"https://openalex.org/W2084360277","doi":"https://doi.org/10.1142/s0218126615500644","title":"Reconfigurable Hardware for Machine Learning Applications","display_name":"Reconfigurable Hardware for Machine Learning Applications","publication_year":2015,"publication_date":"2015-02-18","ids":{"openalex":"https://openalex.org/W2084360277","doi":"https://doi.org/10.1142/s0218126615500644","mag":"2084360277"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126615500644","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126615500644","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066612315","display_name":"Vuk Vranjkovi\u0107","orcid":"https://orcid.org/0000-0003-4419-8189"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Vuk S. Vranjkovi\u0107","raw_affiliation_strings":["Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, Novi Sad 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, Novi Sad 21000, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065879404","display_name":"Rastislav Struharik","orcid":"https://orcid.org/0000-0002-7310-8173"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Rastislav J. R. Struharik","raw_affiliation_strings":["Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, Novi Sad 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, Novi Sad 21000, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049837635","display_name":"Ladislav A. Novak","orcid":"https://orcid.org/0000-0002-6248-2522"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Ladislav A. Novak","raw_affiliation_strings":["Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, Novi Sad 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, Novi Sad 21000, Serbia","institution_ids":["https://openalex.org/I170726198"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170726198"],"apc_list":null,"apc_paid":null,"fwci":3.0557,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.9263211,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"24","issue":"05","first_page":"1550064","last_page":"1550064"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.8497151136398315},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7785904407501221},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7253798842430115},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.6484737396240234},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.627316415309906},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5827407836914062},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.52442467212677},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5227829813957214},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.509992241859436},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4922083914279938},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4824705421924591},{"id":"https://openalex.org/keywords/reconfigurable-computing","display_name":"Reconfigurable computing","score":0.4602668583393097},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.4294840693473816},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.424895703792572},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.322523295879364},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08555981516838074},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08477792143821716}],"concepts":[{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.8497151136398315},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7785904407501221},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7253798842430115},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.6484737396240234},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.627316415309906},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5827407836914062},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.52442467212677},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5227829813957214},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.509992241859436},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4922083914279938},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4824705421924591},{"id":"https://openalex.org/C142962650","wikidata":"https://www.wikidata.org/wiki/Q240838","display_name":"Reconfigurable computing","level":3,"score":0.4602668583393097},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.4294840693473816},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.424895703792572},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.322523295879364},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08555981516838074},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08477792143821716},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126615500644","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126615500644","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334771","display_name":"Science and Engineering Research Board","ror":"https://ror.org/03ffdsr55"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W576301840","https://openalex.org/W1500731913","https://openalex.org/W1503398984","https://openalex.org/W1542270631","https://openalex.org/W1569512666","https://openalex.org/W1570448133","https://openalex.org/W1587157779","https://openalex.org/W1971212236","https://openalex.org/W1974693044","https://openalex.org/W2023618735","https://openalex.org/W2028166238","https://openalex.org/W2047244809","https://openalex.org/W2053586955","https://openalex.org/W2068576961","https://openalex.org/W2081889466","https://openalex.org/W2094455583","https://openalex.org/W2096244655","https://openalex.org/W2104226279","https://openalex.org/W2119821739","https://openalex.org/W2133078477","https://openalex.org/W2133990480","https://openalex.org/W2136632098","https://openalex.org/W2143484825","https://openalex.org/W2148239836","https://openalex.org/W2153058200","https://openalex.org/W2153846939","https://openalex.org/W2157467310","https://openalex.org/W2159925574","https://openalex.org/W2912391306","https://openalex.org/W4230542890","https://openalex.org/W4234556776","https://openalex.org/W4239510810","https://openalex.org/W4246070010"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W2523437662","https://openalex.org/W4387048144","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2766585573","https://openalex.org/W4387490624","https://openalex.org/W3152185262"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"universal":[3,41],"coarse-grained":[4],"reconfigurable":[5],"computing":[6],"architecture":[7],"for":[8,25],"hardware":[9],"implementation":[10,99],"of":[11,45,54,64,89,105],"decision":[12],"trees":[13],"(DTs),":[14],"artificial":[15],"neural":[16],"networks":[17],"(ANNs),":[18],"and":[19,32,49,58,61,70],"support":[20],"vector":[21],"machines":[22],"(SVMs),":[23],"suitable":[24],"both":[26],"field":[27],"programmable":[28],"gate":[29],"arrays":[30],"(FPGA)":[31],"application":[33],"specific":[34],"integrated":[35],"circuits":[36],"(ASICs)":[37],"implementation.":[38],"Using":[39],"this":[40],"architecture,":[42],"two":[43,52,62],"versions":[44,53,63],"DTs":[46],"(functional":[47],"DT":[48],"axis-parallel":[50],"DT),":[51],"SVMs":[55],"(with":[56],"polynomial":[57],"radial":[59,71],"kernel)":[60],"ANNs":[65],"(multi":[66],"layer":[67],"perceptron":[68],"ANN":[69],"basis":[72],"ANN)":[73],"machine":[74,92],"learning":[75,93],"classifiers,":[76],"have":[77],"been":[78],"implemented":[79],"in":[80,107,113],"FPGA.":[81],"Experimental":[82],"results,":[83],"based":[84,118],"on":[85,119],"18":[86],"benchmark":[87],"datasets":[88],"standard":[90],"UCI":[91],"repository":[94],"database,":[95],"show":[96],"that":[97],"FPGA":[98],"provides":[100],"significant":[101],"improvement":[102],"(1\u20132":[103],"orders":[104],"magnitude)":[106],"the":[108],"average":[109],"instance":[110],"classification":[111],"time,":[112],"comparison":[114],"with":[115],"software":[116],"implementations":[117],"R":[120],"project.":[121]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}