{"id":"https://openalex.org/W4396557080","doi":"https://doi.org/10.62304/ijbm.v1i2.129","title":"IMPACT ASSESSMENT OF MACHINE LEARNING ALGORITHMS ON RESOURCE EFFICIENCY AND MANAGEMENT IN URBAN DEVELOPMENTS","display_name":"IMPACT ASSESSMENT OF MACHINE LEARNING ALGORITHMS ON RESOURCE EFFICIENCY AND MANAGEMENT IN URBAN DEVELOPMENTS","publication_year":2024,"publication_date":"2024-05-01","ids":{"openalex":"https://openalex.org/W4396557080","doi":"https://doi.org/10.62304/ijbm.v1i2.129"},"language":"en","primary_location":{"id":"doi:10.62304/ijbm.v1i2.129","doi":"https://doi.org/10.62304/ijbm.v1i2.129","is_oa":true,"landing_page_url":"https://doi.org/10.62304/ijbm.v1i2.129","pdf_url":null,"source":{"id":"https://openalex.org/S5407036074","display_name":"GLOBAL MAINSTREAM JOURNAL","issn_l":"2834-2739","issn":["2834-2739"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBAL MAINSTREAM JOURNAL","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.62304/ijbm.v1i2.129","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086376117","display_name":"Md Arif Hossain","orcid":"https://orcid.org/0009-0003-1815-0920","observed_orcids":["https://orcid.org/0009-0003-1815-0920"]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Md Arif Hossain","raw_affiliation_strings":["Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US"],"raw_orcid":"https://orcid.org/0009-0003-1815-0920","affiliations":[{"raw_affiliation_string":"Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US","institution_ids":["https://openalex.org/I177898655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002459109","display_name":"Md Samiul Alam Mazumder","orcid":"https://orcid.org/0009-0007-5789-346X","observed_orcids":["https://orcid.org/0009-0007-5789-346X"]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Md Samiul Alam Mazumder","raw_affiliation_strings":["Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US"],"raw_orcid":"https://orcid.org/0009-0007-5789-346X","affiliations":[{"raw_affiliation_string":"Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US","institution_ids":["https://openalex.org/I177898655"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Md Hasanujamman Bari","orcid":"https://orcid.org/0009-0006-8463-5979","observed_orcids":["https://orcid.org/0009-0006-8463-5979"]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Md Hasanujamman Bari","raw_affiliation_strings":["Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US"],"raw_orcid":"https://orcid.org/0009-0006-8463-5979","affiliations":[{"raw_affiliation_string":"Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US","institution_ids":["https://openalex.org/I177898655"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5095962874","display_name":"Rafsan Mahi","orcid":"https://orcid.org/0009-0002-6750-154X","observed_orcids":["https://orcid.org/0009-0002-6750-154X"]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rafsan Mahi","raw_affiliation_strings":["Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US"],"raw_orcid":"https://orcid.org/0009-0002-6750-154X","affiliations":[{"raw_affiliation_string":"Graduate Researcher, Master of Science in Management Information Systems, College of Business, Lamar University, Texas, US","institution_ids":["https://openalex.org/I177898655"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5002459109","https://openalex.org/A5086376117","https://openalex.org/A5095962874"],"corresponding_institution_ids":["https://openalex.org/I177898655"],"apc_list":null,"apc_paid":null,"fwci":2.318,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88888889,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"1","issue":"2","first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11479","display_name":"Smart Cities and Technologies","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11479","display_name":"Smart Cities and Technologies","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13038","display_name":"Internet of Things and AI","score":0.002300000051036477,"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/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.00139999995008111,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.7829999923706055},{"id":"https://openalex.org/keywords/urban-resource-management","display_name":"urban resource management","score":0.8360000252723694},{"id":"https://openalex.org/keywords/resource-efficiency","display_name":"resource efficiency","score":0.9929999709129333},{"id":"https://openalex.org/keywords/smart-grid","display_name":"smart grid","score":0.9369999766349792},{"id":"https://openalex.org/keywords/water-conservation","display_name":"water conservation","score":0.9879999756813049},{"id":"https://openalex.org/keywords/intelligent-transportation-systems","display_name":"intelligent transportation systems","score":0.9990000128746033},{"id":"https://openalex.org/keywords/data-driven-decision-making","display_name":"data-driven decision making","score":0.890999972820282},{"id":"https://openalex.org/keywords/computational-cost","display_name":"computational cost","score":0.6959999799728394},{"id":"https://openalex.org/keywords/dataset-bias","display_name":"data bias","score":0.9810000061988831},{"id":"https://openalex.org/keywords/privacy","display_name":"privacy","score":0.7699999809265137},{"id":"https://openalex.org/keywords/ethical-issues","display_name":"ethical considerations","score":0.6259999871253967},{"id":"https://openalex.org/keywords/sustainable-urban-development","display_name":"sustainable urban development","score":0.8939999938011169}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6929900646209717},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.6780715584754944},{"id":"https://openalex.org/C106306483","wikidata":"https://www.wikidata.org/wiki/Q183984","display_name":"Futures contract","level":2,"score":0.609054684638977},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5214840173721313},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4998290538787842},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4448341727256775},{"id":"https://openalex.org/C2777958785","wikidata":"https://www.wikidata.org/wiki/Q17120940","display_name":"Resource efficiency","level":2,"score":0.42688846588134766},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.42505979537963867},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3961758613586426},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.39012521505355835},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3779717683792114},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.25274431705474854},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22700995206832886},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.13382479548454285},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10913348197937012},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.09612604975700378},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.62304/ijbm.v1i2.129","doi":"https://doi.org/10.62304/ijbm.v1i2.129","is_oa":true,"landing_page_url":"https://doi.org/10.62304/ijbm.v1i2.129","pdf_url":null,"source":{"id":"https://openalex.org/S5407036074","display_name":"GLOBAL MAINSTREAM JOURNAL","issn_l":"2834-2739","issn":["2834-2739"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBAL MAINSTREAM JOURNAL","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.62304/ijbm.v1i2.129","doi":"https://doi.org/10.62304/ijbm.v1i2.129","is_oa":true,"landing_page_url":"https://doi.org/10.62304/ijbm.v1i2.129","pdf_url":null,"source":{"id":"https://openalex.org/S5407036074","display_name":"GLOBAL MAINSTREAM JOURNAL","issn_l":"2834-2739","issn":["2834-2739"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBAL MAINSTREAM JOURNAL","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.8787999749183655,"display_name":"Sustainable cities and communities"},{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W99102765","https://openalex.org/W1486587513","https://openalex.org/W1522301498","https://openalex.org/W1573529694","https://openalex.org/W1988608305","https://openalex.org/W2051947015","https://openalex.org/W2080581973","https://openalex.org/W2095705004","https://openalex.org/W2101664201","https://openalex.org/W2123998733","https://openalex.org/W2211073057","https://openalex.org/W2261525379","https://openalex.org/W2403237691","https://openalex.org/W2411786938","https://openalex.org/W2722650082","https://openalex.org/W2759099512","https://openalex.org/W2790486829","https://openalex.org/W2803689195","https://openalex.org/W2885508271","https://openalex.org/W2887911837","https://openalex.org/W2897113013","https://openalex.org/W2900026219","https://openalex.org/W2904577092","https://openalex.org/W2911607139","https://openalex.org/W2912325838","https://openalex.org/W2934302500","https://openalex.org/W2968100551","https://openalex.org/W2969625533","https://openalex.org/W2979076512","https://openalex.org/W3085162807","https://openalex.org/W3099865851","https://openalex.org/W3163650977","https://openalex.org/W4392962241","https://openalex.org/W4394621615","https://openalex.org/W4394815927","https://openalex.org/W4394982460"],"related_works":["https://openalex.org/W4387366676","https://openalex.org/W7138929460","https://openalex.org/W4400700127","https://openalex.org/W4402126986","https://openalex.org/W4395671961","https://openalex.org/W4405295992","https://openalex.org/W7167211536","https://openalex.org/W4401768016","https://openalex.org/W4296631004","https://openalex.org/W4389887527"],"abstract_inverted_index":{"Urban":[0],"centers":[1],"face":[2,15],"the":[3,14,32,46,57,82,87,96,106,124,136],"mounting":[4],"challenge":[5],"of":[6,16,49,84,98,129,139],"balancing":[7],"resource":[8,36,54,92],"demands":[9],"with":[10,31],"sustainable":[11,147],"practices":[12],"in":[13,68,91,145],"population":[17],"growth":[18],"and":[19,38,56,60,77,94,119,126,141,148],"environmental":[20],"concerns.":[21],"Machine":[22],"learning":[23],"(ML)":[24],"has":[25],"emerged":[26],"as":[27],"a":[28,109],"transformative":[29],"technology":[30],"potential":[33],"to":[34,100,122],"optimize":[35],"efficiency":[37,93],"management":[39,55],"within":[40],"urban":[41,70,150],"environments.":[42],"This":[43],"article":[44,88,132],"investigates":[45],"multifaceted":[47],"impact":[48],"ML":[50,66,99,140],"algorithms":[51],"on":[52],"enhancing":[53],"associated":[58],"challenges":[59],"considerations.":[61],"It":[62],"delves":[63],"into":[64],"successful":[65],"applications":[67],"vital":[69],"sectors,":[71],"including":[72],"smart":[73],"grids,":[74],"water":[75],"conservation,":[76],"intelligent":[78],"transportation":[79],"systems.":[80],"Through":[81],"analysis":[83],"case":[85],"studies,":[86],"quantifies":[89],"improvements":[90],"highlights":[95],"contributions":[97],"data-driven":[101],"decision-making.":[102],"Crucially,":[103],"it":[104],"emphasizes":[105],"need":[107],"for":[108],"holistic":[110],"approach,":[111],"addressing":[112],"computational":[113],"costs,":[114],"data":[115],"bias,":[116],"privacy":[117],"concerns,":[118],"ethical":[120],"considerations":[121],"ensure":[123],"responsible":[125],"equitable":[127],"deployment":[128],"ML.":[130],"The":[131],"concludes":[133],"by":[134],"underscoring":[135],"ongoing":[137],"evolution":[138],"its":[142],"pivotal":[143],"role":[144],"shaping":[146],"resilient":[149],"futures.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2024-05-02T00:00:00"}