{"id":"https://openalex.org/W4385220703","doi":"https://doi.org/10.1145/3583133.3590643","title":"Evolution Enhancing Property Price Prediction by Generating Artificial Transaction Data","display_name":"Evolution Enhancing Property Price Prediction by Generating Artificial Transaction Data","publication_year":2023,"publication_date":"2023-07-15","ids":{"openalex":"https://openalex.org/W4385220703","doi":"https://doi.org/10.1145/3583133.3590643"},"language":"en","primary_location":{"id":"doi:10.1145/3583133.3590643","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3583133.3590643","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","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/A5015554929","display_name":"Zheping Liu","orcid":"https://orcid.org/0000-0003-1807-6671"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zheping Liu","raw_affiliation_strings":["Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1807-6671","affiliations":[{"raw_affiliation_string":"Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056403144","display_name":"Andy Song","orcid":"https://orcid.org/0000-0002-7579-7048"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andy Song","raw_affiliation_strings":["Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7579-7048","affiliations":[{"raw_affiliation_string":"Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050621611","display_name":"Nasser R. Sabar","orcid":"https://orcid.org/0000-0002-0276-4704"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nasser Sabar","raw_affiliation_strings":["La Trobe University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0276-4704","affiliations":[{"raw_affiliation_string":"La Trobe University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092535327","display_name":"Takero Izuhara","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Takero Izuhara","raw_affiliation_strings":["ST Solutions, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ST Solutions, Melbourne, VIC, Australia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006614329","display_name":"A. K. Qin","orcid":"https://orcid.org/0000-0001-6631-1651"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kai Qin","raw_affiliation_strings":["Yephome Inc., Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yephome Inc., Melbourne, VIC, Australia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"739","last_page":"742"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9463000297546387,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9448999762535095,"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/property","display_name":"Property (philosophy)","score":0.6616677641868591},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6590880751609802},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.6480051279067993},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4571932852268219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44213682413101196},{"id":"https://openalex.org/keywords/transaction-data","display_name":"Transaction data","score":0.42786169052124023},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3783193528652191},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.21198847889900208}],"concepts":[{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.6616677641868591},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6590880751609802},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.6480051279067993},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4571932852268219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44213682413101196},{"id":"https://openalex.org/C127722929","wikidata":"https://www.wikidata.org/wiki/Q7833714","display_name":"Transaction data","level":3,"score":0.42786169052124023},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3783193528652191},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.21198847889900208},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3583133.3590643","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3583133.3590643","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1972667276","https://openalex.org/W2038697432","https://openalex.org/W2343756965","https://openalex.org/W2736907859","https://openalex.org/W2790437164","https://openalex.org/W2962770929","https://openalex.org/W2963092440","https://openalex.org/W2964121818","https://openalex.org/W3035574324","https://openalex.org/W3143204426","https://openalex.org/W3174807077","https://openalex.org/W4214532404","https://openalex.org/W4255421341","https://openalex.org/W6797179183"],"related_works":["https://openalex.org/W3036124657","https://openalex.org/W2405429603","https://openalex.org/W2327153543","https://openalex.org/W2113898611","https://openalex.org/W1499502868","https://openalex.org/W4231688742","https://openalex.org/W2972085210","https://openalex.org/W2410549043","https://openalex.org/W4205335195","https://openalex.org/W1974708480"],"abstract_inverted_index":{"Property":[0],"price":[1,21],"prediction":[2,22,52,153,171],"is":[3,23],"not":[4,82,130,195],"only":[5,131,196],"of":[6,47,61,104,134,178],"great":[7],"importance":[8],"for":[9,14],"home-buyers":[10],"but":[11,148,200],"also":[12,87,149,201],"vital":[13],"economic":[15,30],"studies.":[16],"The":[17],"common":[18],"approach":[19,55],"in":[20,152,197,202],"analysing":[24],"historical":[25],"market":[26],"prices":[27],"and":[28,42,86,108,142,156,191],"relevant":[29],"data":[31,79,107,114,118,161],"by":[32],"a":[33,50,77,175],"predictive":[34],"model,":[35,39,49],"such":[36,76],"as":[37],"ARIMA":[38],"linear":[40],"regression,":[41],"artificial":[43],"neural":[44],"networks.":[45],"Regardless":[46],"the":[48,71,102,113,132,150,188],"successful":[51],"using":[53,158],"this":[54],"relies":[56],"on":[57],"an":[58],"abundant":[59],"amount":[60,177],"data,":[62],"e.g.":[63],"more":[64],"than":[65],"one":[66],"million":[67],"property":[68],"transactions":[69],"over":[70],"last":[72],"few":[73],"decades.":[74],"However,":[75],"large":[78,176],"set":[80,119],"might":[81],"be":[83],"readily":[84],"available,":[85],"expensive":[88],"to":[89,100,111,187],"obtain.":[90],"Hence":[91],"we":[92,128],"propose":[93],"evolutionary":[94,139,145,167],"generative":[95],"Generative":[96],"Adversarial":[97],"Networks":[98],"(GAN),":[99],"learn":[101],"distribution":[103],"these":[105],"transaction":[106],"generate":[109],"samples":[110],"enrich":[112],"set.":[115,162],"This":[116],"generated":[117],"can":[120,169],"help":[121],"achieve":[122],"better":[123],"prediction.":[124],"In":[125,180],"our":[126],"experiments,":[127],"compare":[129],"performance":[133,172],"several":[135],"GAN":[136,140,146,159,168,189],"varieties":[137],"including":[138],"(E-GAN)":[141],"knowledge":[143],"distillation":[144],"(KDE-GAN),":[147],"differences":[151],"results":[154],"before":[155],"after":[157],"enriched":[160],"Our":[163],"study":[164],"shows":[165],"that":[166],"improve":[170],"without":[173],"requiring":[174],"data.":[179],"addition,":[181],"evolution":[182],"does":[183],"provide":[184],"extra":[185],"benefits":[186],"process":[190],"enhances":[192],"its":[193],"value":[194],"methodological":[198],"advancement":[199],"commercial":[203],"potential.":[204]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}