{"id":"https://openalex.org/W2567504255","doi":"https://doi.org/10.1109/ccis.2016.7790254","title":"Probabilistic forecasting of traffic flow using kernel based extreme learning maching and quantum-bahaved particle swarm optimization","display_name":"Probabilistic forecasting of traffic flow using kernel based extreme learning maching and quantum-bahaved particle swarm optimization","publication_year":2016,"publication_date":"2016-08-01","ids":{"openalex":"https://openalex.org/W2567504255","doi":"https://doi.org/10.1109/ccis.2016.7790254","mag":"2567504255"},"language":"en","primary_location":{"id":"doi:10.1109/ccis.2016.7790254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccis.2016.7790254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 4th International Conference on Cloud Computing and Intelligence Systems (CCIS)","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/A5045636922","display_name":"Yiming Xing","orcid":"https://orcid.org/0000-0002-9767-3767"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yiming Xing","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009624071","display_name":"Xiaojuan Ban","orcid":"https://orcid.org/0000-0001-9142-3276"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojuan Ban","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039743074","display_name":"Chong Guo","orcid":"https://orcid.org/0000-0003-2068-908X"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chong Guo","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100698933","display_name":"Yu Wang","orcid":"https://orcid.org/0000-0002-1491-2890"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Wang","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5045636922"],"corresponding_institution_ids":["https://openalex.org/I92403157"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.09466411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"205","last_page":"209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12676","display_name":"Machine Learning and ELM","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9682999849319458,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7376697063446045},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7360983490943909},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.6700820326805115},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6546107530593872},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5136532187461853},{"id":"https://openalex.org/keywords/probabilistic-forecasting","display_name":"Probabilistic forecasting","score":0.4962967038154602},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.46303993463516235},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3706635534763336},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3570386469364166},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3550526201725006},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3307498097419739},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18347901105880737},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09209701418876648}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7376697063446045},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7360983490943909},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.6700820326805115},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6546107530593872},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5136532187461853},{"id":"https://openalex.org/C122282355","wikidata":"https://www.wikidata.org/wiki/Q7246855","display_name":"Probabilistic forecasting","level":3,"score":0.4962967038154602},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.46303993463516235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3706635534763336},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3570386469364166},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3550526201725006},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3307498097419739},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18347901105880737},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09209701418876648},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccis.2016.7790254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccis.2016.7790254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 4th International Conference on Cloud Computing and Intelligence Systems (CCIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W117907535","https://openalex.org/W651330626","https://openalex.org/W1560021816","https://openalex.org/W1566399673","https://openalex.org/W2017212187","https://openalex.org/W2026131661","https://openalex.org/W2074387026","https://openalex.org/W2079089464","https://openalex.org/W2111072639","https://openalex.org/W2111393363","https://openalex.org/W2114229561","https://openalex.org/W2114471530","https://openalex.org/W2132477882","https://openalex.org/W2144830515","https://openalex.org/W2152878241","https://openalex.org/W2156604062","https://openalex.org/W6676900740"],"related_works":["https://openalex.org/W3019402777","https://openalex.org/W2031835531","https://openalex.org/W2388590088","https://openalex.org/W4386596916","https://openalex.org/W1969166468","https://openalex.org/W2122371747","https://openalex.org/W2097519318","https://openalex.org/W2116377213","https://openalex.org/W2069224524","https://openalex.org/W2378894046"],"abstract_inverted_index":{"Accurate":[0],"and":[1,42,62],"reliable":[2],"forecast":[3],"of":[4,19,38,59,65],"traffic":[5,20,45,60,81,108,115],"flow":[6,21,82],"is":[7],"important":[8],"to":[9,16,117],"intelligent":[10],"transportation":[11],"systems":[12],"(ITS).":[13],"However,":[14],"due":[15],"the":[17,39,63],"non-stationary":[18],"data,":[22],"traditional":[23],"point":[24],"forecasting":[25,32,57],"can":[26],"hardly":[27],"be":[28],"accurate,":[29],"so":[30],"probabilistic":[31,56],"methods":[33],"are":[34,67,86],"essential":[35],"for":[36,44,104],"quantification":[37],"potential":[40],"uncertainties":[41],"risks":[43],"management.":[46],"This":[47],"paper":[48],"proposes":[49],"a":[50],"kernel":[51],"extreme":[52],"learning":[53],"machine":[54],"(KELM)-based":[55],"method":[58],"flow,":[61],"parameters":[64],"KELM":[66],"optimized":[68],"by":[69],"using":[70,84],"Quantum-behaved":[71],"particle":[72],"swarm":[73],"optimization":[74],"(QPSO)":[75],"algorithm.":[76],"To":[77],"verify":[78],"its":[79],"effectiveness,":[80],"prediction":[83,98],"QPSO-KELM":[85,95],"compared":[87],"with":[88],"other":[89],"methods.":[90],"Experimental":[91],"results":[92],"show":[93],"that":[94],"has":[96],"higher":[97],"accuracy":[99],"at":[100],"different":[101],"confidence":[102],"levels":[103],"practical":[105],"applications":[106],"in":[107],"management":[109],"systems.":[110],"And":[111],"it":[112],"will":[113],"help":[114],"managers":[116],"make":[118],"right":[119],"decisions.":[120]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}