{"id":"https://openalex.org/W2530659595","doi":"https://doi.org/10.1145/2968456.2976765","title":"Big data analytics on heterogeneous accelerator architectures","display_name":"Big data analytics on heterogeneous accelerator architectures","publication_year":2016,"publication_date":"2016-10-01","ids":{"openalex":"https://openalex.org/W2530659595","doi":"https://doi.org/10.1145/2968456.2976765","mag":"2530659595"},"language":"en","primary_location":{"id":"doi:10.1145/2968456.2976765","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2968456.2976765","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis","raw_type":"proceedings-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/A5063466296","display_name":"Katayoun Neshatpour","orcid":"https://orcid.org/0000-0002-0094-316X"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Katayoun Neshatpour","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060036961","display_name":"Avesta Sasan","orcid":"https://orcid.org/0000-0002-4052-8075"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Avesta Sasan","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047382437","display_name":"Houman Homayoun","orcid":"https://orcid.org/0000-0001-8904-4699"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houman Homayoun","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063466296"],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":null,"apc_paid":null,"fwci":4.6443,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.9517701,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8240013122558594},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7522072792053223},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.6830795407295227},{"id":"https://openalex.org/keywords/interfacing","display_name":"Interfacing","score":0.6298704147338867},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5897717475891113},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.5240400433540344},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.5020873546600342},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.4912216067314148},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4361081123352051},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.43567007780075073},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.43285781145095825},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.198760986328125},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.197424054145813}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8240013122558594},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7522072792053223},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.6830795407295227},{"id":"https://openalex.org/C2776303644","wikidata":"https://www.wikidata.org/wiki/Q1020499","display_name":"Interfacing","level":2,"score":0.6298704147338867},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5897717475891113},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.5240400433540344},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.5020873546600342},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.4912216067314148},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4361081123352051},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.43567007780075073},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.43285781145095825},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.198760986328125},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.197424054145813}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2968456.2976765","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2968456.2976765","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8799999952316284}],"awards":[{"id":"https://openalex.org/G1329431218","display_name":null,"funder_award_id":"1526913","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1493650497","https://openalex.org/W1907782118","https://openalex.org/W1969638984","https://openalex.org/W1982565841","https://openalex.org/W2010279913","https://openalex.org/W2129817042","https://openalex.org/W2133156997","https://openalex.org/W2161190431","https://openalex.org/W2198342846","https://openalex.org/W2215849121","https://openalex.org/W2218038495","https://openalex.org/W2414366527","https://openalex.org/W2511413133","https://openalex.org/W2535016374"],"related_works":["https://openalex.org/W2136647108","https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W2350029007","https://openalex.org/W2146343568","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2013643406","https://openalex.org/W2027972911","https://openalex.org/W2532502681"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"present":[4,58],"the":[5,20,63,67],"implementation":[6,22,61],"of":[7,23,62,79],"big":[8],"data":[9],"analytics":[10],"applications":[11],"in":[12,34,44,87],"a":[13,35,45,59],"heterogeneous":[14],"CPU+FPGA":[15],"accelerator":[16],"architecture.":[17],"We":[18,57],"develop":[19],"MapReduce":[21],"K-means,":[24],"K":[25],"nearest":[26],"neighbor,":[27],"support":[28],"vector":[29],"machine":[30],"and":[31,82],"Naive":[32],"Bayes":[33],"Hadoop":[36,90],"Streaming":[37],"environment":[38],"that":[39],"allows":[40],"developing":[41],"mapper/reducer":[42],"functions":[43],"non-Java":[46],"based":[47],"language":[48],"suited":[49],"for":[50],"interfacing":[51],"with":[52],"FPGA-based":[53],"hardware":[54],"accelerating":[55],"environment.":[56],"full":[60],"HW+SW":[64],"mappers":[65],"on":[66],"Zynq":[68],"FPGA":[69],"platform.":[70],"A":[71],"promising":[72],"speedup":[73],"as":[74,76],"well":[75],"energy-efficiency":[77],"gains":[78],"upto":[80],"4.5X":[81],"22X":[83],"is":[84],"achieved,":[85],"respectively,":[86],"an":[88],"end-to-end":[89],"implementation.":[91]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
