{"id":"https://openalex.org/W3126694655","doi":"https://doi.org/10.1109/snams52053.2020.9336575","title":"Semantic Convolutional Neural Network model for Safe Business Investment by Using BERT","display_name":"Semantic Convolutional Neural Network model for Safe Business Investment by Using BERT","publication_year":2020,"publication_date":"2020-12-14","ids":{"openalex":"https://openalex.org/W3126694655","doi":"https://doi.org/10.1109/snams52053.2020.9336575","mag":"3126694655"},"language":"en","primary_location":{"id":"doi:10.1109/snams52053.2020.9336575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snams52053.2020.9336575","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Seventh International Conference on Social Networks Analysis, Management and Security (SNAMS)","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/A5109575594","display_name":"Maryam Heidari","orcid":null},"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":"Maryam Heidari","raw_affiliation_strings":["George Mason University,Fairfax,US","George Mason University, Fairfax, US"],"affiliations":[{"raw_affiliation_string":"George Mason University,Fairfax,US","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University, Fairfax, US","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051940611","display_name":"Setareh Rafatirad","orcid":"https://orcid.org/0000-0002-0626-9778"},"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":"Setareh Rafatirad","raw_affiliation_strings":["George Mason University,Fairfax,US","George Mason University, Fairfax, US"],"affiliations":[{"raw_affiliation_string":"George Mason University,Fairfax,US","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University, Fairfax, US","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5109575594"],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":null,"apc_paid":null,"fwci":10.0057,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.98088019,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"1","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10632","display_name":"Housing Market and Economics","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10632","display_name":"Housing Market and Economics","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9785000085830688,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.939300000667572,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/real-estate","display_name":"Real estate","score":0.7978410720825195},{"id":"https://openalex.org/keywords/renting","display_name":"Renting","score":0.7752798199653625},{"id":"https://openalex.org/keywords/capitalization-rate","display_name":"Capitalization rate","score":0.5336395502090454},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5134866833686829},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4532105624675751},{"id":"https://openalex.org/keywords/corporate-real-estate","display_name":"Corporate Real Estate","score":0.4387788772583008},{"id":"https://openalex.org/keywords/real-estate-development","display_name":"Real estate development","score":0.4343094825744629},{"id":"https://openalex.org/keywords/cost-approach","display_name":"Cost approach","score":0.4324856102466583},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.4239780306816101},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.37212589383125305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36740195751190186},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3137763738632202},{"id":"https://openalex.org/keywords/real-estate-investment-trust","display_name":"Real estate investment trust","score":0.30957382917404175},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13312435150146484}],"concepts":[{"id":"https://openalex.org/C82279013","wikidata":"https://www.wikidata.org/wiki/Q684740","display_name":"Real estate","level":2,"score":0.7978410720825195},{"id":"https://openalex.org/C85502023","wikidata":"https://www.wikidata.org/wiki/Q157171","display_name":"Renting","level":2,"score":0.7752798199653625},{"id":"https://openalex.org/C112136304","wikidata":"https://www.wikidata.org/wiki/Q5035804","display_name":"Capitalization rate","level":4,"score":0.5336395502090454},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5134866833686829},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4532105624675751},{"id":"https://openalex.org/C40627559","wikidata":"https://www.wikidata.org/wiki/Q5172430","display_name":"Corporate Real Estate","level":3,"score":0.4387788772583008},{"id":"https://openalex.org/C502083482","wikidata":"https://www.wikidata.org/wiki/Q695829","display_name":"Real estate development","level":3,"score":0.4343094825744629},{"id":"https://openalex.org/C154527381","wikidata":"https://www.wikidata.org/wiki/Q5174759","display_name":"Cost approach","level":4,"score":0.4324856102466583},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.4239780306816101},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.37212589383125305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36740195751190186},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3137763738632202},{"id":"https://openalex.org/C38815200","wikidata":"https://www.wikidata.org/wiki/Q697852","display_name":"Real estate investment trust","level":3,"score":0.30957382917404175},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13312435150146484},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/snams52053.2020.9336575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snams52053.2020.9336575","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Seventh International Conference on Social Networks Analysis, Management and Security (SNAMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2131876387","https://openalex.org/W2250539671","https://openalex.org/W2251008987","https://openalex.org/W2528561601","https://openalex.org/W2588555287","https://openalex.org/W2774520902","https://openalex.org/W2787560479","https://openalex.org/W2896457183","https://openalex.org/W2906946779","https://openalex.org/W2907239730","https://openalex.org/W2962739339","https://openalex.org/W2963341956","https://openalex.org/W2963403868","https://openalex.org/W2969138254","https://openalex.org/W2991607741","https://openalex.org/W2993949275","https://openalex.org/W2994501102","https://openalex.org/W2995043393","https://openalex.org/W2998623548","https://openalex.org/W3000129980","https://openalex.org/W3009684049","https://openalex.org/W3016600148","https://openalex.org/W3016698196","https://openalex.org/W3017321059","https://openalex.org/W3025026172","https://openalex.org/W3041420614","https://openalex.org/W3042101238","https://openalex.org/W3042161696","https://openalex.org/W3042739568","https://openalex.org/W3043451948","https://openalex.org/W3045735690","https://openalex.org/W3048121971","https://openalex.org/W3090348690","https://openalex.org/W3091865234","https://openalex.org/W3092654696","https://openalex.org/W3104569204","https://openalex.org/W3105773939","https://openalex.org/W3114100246","https://openalex.org/W3114242174","https://openalex.org/W3116492894","https://openalex.org/W3132668218","https://openalex.org/W3211338564","https://openalex.org/W4287641954","https://openalex.org/W4301187342","https://openalex.org/W4385245566","https://openalex.org/W6739901393","https://openalex.org/W6755207826","https://openalex.org/W6767406315","https://openalex.org/W6770371802","https://openalex.org/W6775339783","https://openalex.org/W6779146420","https://openalex.org/W6780777990","https://openalex.org/W6784625254","https://openalex.org/W6788077412","https://openalex.org/W6790570576"],"related_works":["https://openalex.org/W2220556851","https://openalex.org/W3125755534","https://openalex.org/W1593430760","https://openalex.org/W2387458034","https://openalex.org/W2050873717","https://openalex.org/W1573854269","https://openalex.org/W2386671389","https://openalex.org/W3095615785","https://openalex.org/W2362199063","https://openalex.org/W2347735712"],"abstract_inverted_index":{"The":[0],"real":[1,18,70,87,119,153,176,238,253],"estate":[2,19,71,88,120,154,177,239,254],"market":[3,240,255],"creates":[4],"one":[5,29],"of":[6,46,95,200],"the":[7,37,59,67,77,100,129,145,152,227,252,258],"significant":[8],"business":[9],"domains":[10],"for":[11,23,168,211,220,237,248],"investors,":[12],"but":[13],"a":[14,92,104,110,117,134,215,245],"wise":[15],"investment":[16,72,121,250],"in":[17,151,226,251],"is":[20],"more":[21,221],"important":[22],"low-income":[24],"people":[25],"who":[26],"have":[27],"just":[28],"home":[30],"as":[31,103,147],"their":[32,43,55],"life-time":[33],"investment.":[34,178],"So":[35,69],"during":[36],"economic":[38],"recession,":[39],"many":[40],"homeowners":[41],"lose":[42],"homes":[44],"because":[45],"two":[47],"major":[48],"factors:":[49],"one,":[50],"they":[51],"could":[52,61,79],"not":[53,62],"pay":[54],"mortgages,":[56],"and":[57],"second,":[58],"house":[60,78,146],"be":[63,74,80,91,235],"rented":[64],"to":[65,98,115,143,165,174,188],"cover":[66],"mortgages.":[68],"can":[73,90,234],"secured":[75],"if":[76],"an":[81],"excellent":[82],"rental":[83,105,149],"property.":[84,106],"Information":[85],"from":[86],"websites":[89],"rich":[93],"source":[94],"knowledge":[96],"essential":[97],"detect":[99],"house's":[101],"potential":[102],"This":[107,179,242],"work":[108],"uses":[109],"natural":[111],"language":[112],"processing":[113],"approach":[114,137],"propose":[116],"new":[118,207,216,246],"model":[122,210,247],"based":[123,138,159,192,229,256],"on":[124,139,160,193,230,257],"online":[125,141],"textual":[126],"information.":[127],"For":[128],"first":[130],"time,":[131],"we":[132],"apply":[133],"transfer":[135,208,259],"learning":[136,203,209,260],"multiple":[140],"resources":[142],"recognize":[144],"valuable":[148],"property":[150],"market.":[155],"Bidirectional":[156],"attention":[157],"models":[158,173,204],"transformers":[161,187],"(BERT)":[162],"are":[163],"used":[164,236],"extract":[166],"features":[167],"semantic":[169,190,231],"convolutional":[170],"neural":[171],"network":[172],"secure":[175],"research":[180,243],"has":[181],"three":[182],"main":[183],"points:":[184],"(1)":[185],"using":[186],"implement":[189],"CNN":[191],"Airbnb,":[194],"Zillow":[195],"data":[196,218],"(2)":[197],"performance":[198],"evaluation":[199],"traditional":[201],"Machine":[202],"with":[205],"our":[206],"rent":[212],"prediction.":[213],"(3)":[214],"public":[217],"set":[219],"than":[222],"5":[223],"million":[224],"houses":[225],"U.S":[228],"information":[232],"that":[233],"research.":[241],"offers":[244],"safe":[249],"approach.":[261]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
