{"id":"https://openalex.org/W2091050888","doi":"https://doi.org/10.1145/2666581.2666582","title":"Scaling up analogy-based software effort estimation: a comparison of multiple hadoop implementation schemes","display_name":"Scaling up analogy-based software effort estimation: a comparison of multiple hadoop implementation schemes","publication_year":2014,"publication_date":"2014-11-07","ids":{"openalex":"https://openalex.org/W2091050888","doi":"https://doi.org/10.1145/2666581.2666582","mag":"2091050888"},"language":"en","primary_location":{"id":"doi:10.1145/2666581.2666582","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2666581.2666582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Workshop on Innovative Software Development Methodologies and Practices","raw_type":"proceedings-article"},"type":"conference-paper","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/A5022069660","display_name":"Passakorn Phannachitta","orcid":"https://orcid.org/0000-0003-3931-9097","observed_orcids":["https://orcid.org/0000-0003-3931-9097"]},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Passakorn Phannachitta","raw_affiliation_strings":["NAIST, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NAIST, Japan","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051403641","display_name":"Jacky Keung","orcid":"https://orcid.org/0000-0002-3803-9600","observed_orcids":["https://orcid.org/0000-0002-3803-9600"]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jacky Keung","raw_affiliation_strings":["City University of Hong Kong, China","City University of Hong Kong; China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"City University of Hong Kong; China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078686662","display_name":"Akito Monden","orcid":"https://orcid.org/0000-0003-4295-207X","observed_orcids":["https://orcid.org/0000-0003-4295-207X"]},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akito Monden","raw_affiliation_strings":["NAIST, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NAIST, Japan","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011588138","display_name":"Kenichi Matsumoto","orcid":"https://orcid.org/0000-0002-7418-9323","observed_orcids":["https://orcid.org/0000-0002-7418-9323"]},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kenichi Matsumoto","raw_affiliation_strings":["NAIST, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NAIST, Japan","institution_ids":["https://openalex.org/I75917431"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2664,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52771606,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"65","last_page":"72"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.8896081447601318},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7942306995391846},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7693467140197754},{"id":"https://openalex.org/keywords/cuda","display_name":"CUDA","score":0.6246327757835388},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5835663080215454},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5584410429000854},{"id":"https://openalex.org/keywords/general-purpose-computing-on-graphics-processing-units","display_name":"General-purpose computing on graphics processing units","score":0.5218464136123657},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.49776509404182434},{"id":"https://openalex.org/keywords/data-intensive-computing","display_name":"Data-intensive computing","score":0.4973738491535187},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48751088976860046},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4655758738517761},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4612966477870941},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4569469094276428},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.4215680956840515},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.36452925205230713},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.24790188670158386},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23776689171791077},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1606450080871582},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1604350209236145},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14749616384506226},{"id":"https://openalex.org/keywords/grid-computing","display_name":"Grid computing","score":0.13760417699813843},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.08647310733795166}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8896081447601318},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7942306995391846},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7693467140197754},{"id":"https://openalex.org/C2778119891","wikidata":"https://www.wikidata.org/wiki/Q477690","display_name":"CUDA","level":2,"score":0.6246327757835388},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5835663080215454},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5584410429000854},{"id":"https://openalex.org/C50630238","wikidata":"https://www.wikidata.org/wiki/Q971505","display_name":"General-purpose computing on graphics processing units","level":3,"score":0.5218464136123657},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.49776509404182434},{"id":"https://openalex.org/C76831024","wikidata":"https://www.wikidata.org/wiki/Q5227096","display_name":"Data-intensive computing","level":4,"score":0.4973738491535187},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48751088976860046},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4655758738517761},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4612966477870941},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4569469094276428},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.4215680956840515},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.36452925205230713},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.24790188670158386},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23776689171791077},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1606450080871582},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1604350209236145},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14749616384506226},{"id":"https://openalex.org/C70429105","wikidata":"https://www.wikidata.org/wiki/Q249999","display_name":"Grid computing","level":3,"score":0.13760417699813843},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.08647310733795166},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2666581.2666582","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2666581.2666582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Workshop on Innovative Software Development Methodologies and Practices","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.550000011920929,"display_name":"Industry, innovation and infrastructure"}],"x_sdgs":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W168970045","https://openalex.org/W1505837402","https://openalex.org/W1522375637","https://openalex.org/W1530489096","https://openalex.org/W1557824269","https://openalex.org/W1680392829","https://openalex.org/W2009786711","https://openalex.org/W2073152299","https://openalex.org/W2090836550","https://openalex.org/W2105160174","https://openalex.org/W2111758151","https://openalex.org/W2117508687","https://openalex.org/W2128022558","https://openalex.org/W2135790748","https://openalex.org/W2139063239","https://openalex.org/W2173213060","https://openalex.org/W2275530856","https://openalex.org/W2608239929","https://openalex.org/W6631634634","https://openalex.org/W6633201416"],"related_works":["https://openalex.org/W2983282793","https://openalex.org/W1973046741","https://openalex.org/W1963859303","https://openalex.org/W2364044215","https://openalex.org/W2389600408","https://openalex.org/W240129890","https://openalex.org/W3048701459","https://openalex.org/W2149078538","https://openalex.org/W2080146221","https://openalex.org/W2370314112"],"abstract_inverted_index":{"Analogy-based":[0],"estimation":[1,32],"(ABE)":[2],"is":[3],"one":[4],"of":[5,47,60,133,140],"the":[6,27,31,36,48,82,90,96,120,131,134,151],"most":[7],"time":[8],"consuming":[9],"and":[10,147],"compute":[11],"intensive":[12],"method":[13],"in":[14,64,67,89,101],"software":[15,65,156],"development":[16],"effort":[17],"estimation.":[18],"Optimizing":[19],"ABE":[20,83,135],"has":[21],"been":[22],"a":[23,52],"dilemma":[24],"because":[25],"simplifying":[26],"procedure":[28,37],"can":[29,123,129],"reduce":[30],"performance,":[33],"while":[34],"increasing":[35],"complexity":[38],"with":[39,103],"more":[40,125],"sophisticated":[41],"theory":[42],"may":[43],"sacrifice":[44],"an":[45,58],"advantage":[46],"unlimited":[49],"scalability":[50,132],"for":[51,149,154],"large":[53],"data":[54],"input.":[55],"Motivated":[56],"by":[57],"emergence":[59],"cloud":[61],"computing":[62,87],"technology":[63],"applications,":[66],"this":[68],"study":[69],"we":[70],"present":[71,118],"3":[72,97],"different":[73,142],"implementation":[74,99],"schemes":[75,100],"based":[76],"on":[77],"Hadoop":[78,121,143],"MapReduce":[79,98],"to":[80],"optimize":[81],"process":[84],"across":[85],"multiple":[86],"instances":[88],"cloud-computing":[91],"environment.":[92],"We":[93,137],"experimentally":[94],"compared":[95],"contrast":[102],"our":[104],"previously":[105],"proposed":[106],"GPGPU":[107],"approach":[108],"(named":[109],"ABE-CUDA)":[110],"over":[111],"8":[112],"high-performance":[113],"Amazon":[114],"EC2":[115],"instances.":[116],"Results":[117],"that":[119,128],"solution":[122],"provide":[124],"computational":[126],"resources":[127],"extend":[130],"process.":[136],"recommend":[138],"adoption":[139],"2":[141],"implementations":[144],"(Hadoop":[145],"streaming":[146],"RHadoop)":[148],"accelerating":[150],"computation":[152],"specifically":[153],"compute-intensive":[155],"engineering":[157],"related":[158],"tasks.":[159]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2026-09-26T08:19:03.415552","created_date":"2025-10-10T00:00:00"}
