{"id":"https://openalex.org/W29269780","doi":null,"title":"An improved artificial bee colony algorithm for training multilayer perceptron in time series prediction","display_name":"An improved artificial bee colony algorithm for training multilayer perceptron in time series prediction","publication_year":2014,"publication_date":"2014-03-01","ids":{"openalex":"https://openalex.org/W29269780","mag":"29269780"},"language":"en","primary_location":{"id":"pmh:oai:eprints.uthm.edu.my:1214","doi":null,"is_oa":true,"landing_page_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","pdf_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","source":{"id":"https://openalex.org/S4306400770","display_name":"UTHM Institutional Repository (Universiti Tun Hussein Onn Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I930072361","host_organization_name":"Tun Hussein Onn University of Malaysia","host_organization_lineage":["https://openalex.org/I930072361"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045970551","display_name":"Habib Shah","orcid":"https://orcid.org/0000-0003-2078-6285","observed_orcids":["https://orcid.org/0000-0003-2078-6285"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Habib Shah","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2078-6285","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5045970551"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9980000257492065,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9980000257492065,"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":0.0007999999797903001,"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/T12391","display_name":"Artificial Immune Systems Applications","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-bee-colony-algorithm","display_name":"artificial bee colony algorithm","score":0.9919999837875366},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.8809999823570251},{"id":"https://openalex.org/keywords/neural-network-training","display_name":"neural network training","score":0.8629999756813049},{"id":"https://openalex.org/keywords/time-series-forecasting","display_name":"time series forecasting","score":0.921999990940094},{"id":"https://openalex.org/keywords/swarm-intelligence","display_name":"swarm intelligence","score":0.5879999995231628},{"id":"https://openalex.org/keywords/exploration-exploitation-trade-off","display_name":"exploration-exploitation balance","score":0.7409999966621399},{"id":"https://openalex.org/keywords/weight-optimization","display_name":"weight optimization","score":0.6010000109672546},{"id":"https://openalex.org/keywords/backpropagation-limitations","display_name":"backpropagation limitations","score":0.7519999742507935},{"id":"https://openalex.org/keywords/particle-swarm-optimization-comparison","display_name":"particle swarm optimization comparison","score":0.7089999914169312}],"concepts":[{"id":"https://openalex.org/C97133563","wikidata":"https://www.wikidata.org/wiki/Q4801057","display_name":"Artificial bee colony algorithm","level":2,"score":0.8191205859184265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6862751841545105},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6412159204483032},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.5944751501083374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5667293667793274},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5603886842727661},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.5526731610298157},{"id":"https://openalex.org/C119487961","wikidata":"https://www.wikidata.org/wiki/Q863960","display_name":"Swarm intelligence","level":3,"score":0.5378391742706299},{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.5048640370368958},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5010018348693848},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.4927206337451935},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.49172118306159973},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4824824631214142},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16927281022071838},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:eprints.uthm.edu.my:1214","doi":null,"is_oa":true,"landing_page_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","pdf_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","source":{"id":"https://openalex.org/S4306400770","display_name":"UTHM Institutional Repository (Universiti Tun Hussein Onn Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I930072361","host_organization_name":"Tun Hussein Onn University of Malaysia","host_organization_lineage":["https://openalex.org/I930072361"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},{"id":"mag:29269780","doi":null,"is_oa":false,"landing_page_url":"http://eprints.uthm.edu.my/1214/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:eprints.uthm.edu.my:1214","doi":null,"is_oa":true,"landing_page_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","pdf_url":"http://eprints.uthm.edu.my/1214/1/24p%20HABIB%20SHAH.pdf","source":{"id":"https://openalex.org/S4306400770","display_name":"UTHM Institutional Repository (Universiti Tun Hussein Onn Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I930072361","host_organization_name":"Tun Hussein Onn University of Malaysia","host_organization_lineage":["https://openalex.org/I930072361"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W29269780.pdf","grobid_xml":"https://content.openalex.org/works/W29269780.grobid-xml"},"referenced_works_count":149,"referenced_works":["https://openalex.org/W12783489","https://openalex.org/W24619849","https://openalex.org/W34559920","https://openalex.org/W86351244","https://openalex.org/W102221807","https://openalex.org/W117507182","https://openalex.org/W150571132","https://openalex.org/W152181749","https://openalex.org/W153931484","https://openalex.org/W1053280221","https://openalex.org/W1492640216","https://openalex.org/W1495051919","https://openalex.org/W1498436455","https://openalex.org/W1507040636","https://openalex.org/W1507823785","https://openalex.org/W1525097444","https://openalex.org/W1526415548","https://openalex.org/W1529965533","https://openalex.org/W1531857721","https://openalex.org/W1537653938","https://openalex.org/W1542787930","https://openalex.org/W1554663460","https://openalex.org/W1573676079","https://openalex.org/W1576307993","https://openalex.org/W1586335931","https://openalex.org/W1599455811","https://openalex.org/W1776866349","https://openalex.org/W1832758977","https://openalex.org/W1915363084","https://openalex.org/W1917273024","https://openalex.org/W1927063004","https://openalex.org/W1967793991","https://openalex.org/W1970271540","https://openalex.org/W1970623953","https://openalex.org/W1971446863","https://openalex.org/W1975201621","https://openalex.org/W1977033623","https://openalex.org/W1978549074","https://openalex.org/W1980462675","https://openalex.org/W1980948177","https://openalex.org/W1981646714","https://openalex.org/W1981976602","https://openalex.org/W1984121966","https://openalex.org/W1988221687","https://openalex.org/W1989906353","https://openalex.org/W1993912260","https://openalex.org/W1994167151","https://openalex.org/W1995341919","https://openalex.org/W1999250038","https://openalex.org/W2004280321","https://openalex.org/W2007239252","https://openalex.org/W2007757881","https://openalex.org/W2012595795","https://openalex.org/W2012893126","https://openalex.org/W2013961763","https://openalex.org/W2018571946","https://openalex.org/W2018704488","https://openalex.org/W2020236162","https://openalex.org/W2020516950","https://openalex.org/W2021641789","https://openalex.org/W2023519762","https://openalex.org/W2027407435","https://openalex.org/W2032762054","https://openalex.org/W2035405290","https://openalex.org/W2040870580","https://openalex.org/W2043833885","https://openalex.org/W2043968544","https://openalex.org/W2044643617","https://openalex.org/W2045069106","https://openalex.org/W2045239993","https://openalex.org/W2047626401","https://openalex.org/W2048571789","https://openalex.org/W2051115352","https://openalex.org/W2054561910","https://openalex.org/W2056600751","https://openalex.org/W2056636221","https://openalex.org/W2058941342","https://openalex.org/W2061518278","https://openalex.org/W2062783952","https://openalex.org/W2063395121","https://openalex.org/W2063714349","https://openalex.org/W2071650788","https://openalex.org/W2072259788","https://openalex.org/W2072350446","https://openalex.org/W2072843675","https://openalex.org/W2078721389","https://openalex.org/W2079143456","https://openalex.org/W2079951033","https://openalex.org/W2081631884","https://openalex.org/W2081749411","https://openalex.org/W2082188830","https://openalex.org/W2082576747","https://openalex.org/W2083060785","https://openalex.org/W2084570114","https://openalex.org/W2086557854","https://openalex.org/W2086789740","https://openalex.org/W2090689364","https://openalex.org/W2091085232","https://openalex.org/W2092082234","https://openalex.org/W2092233588","https://openalex.org/W2093505798","https://openalex.org/W2093953062","https://openalex.org/W2096175586","https://openalex.org/W2097855354","https://openalex.org/W2098477891","https://openalex.org/W2099013025","https://openalex.org/W2102948211","https://openalex.org/W2114943843","https://openalex.org/W2114999545","https://openalex.org/W2118949281","https://openalex.org/W2121610565","https://openalex.org/W2124776405","https://openalex.org/W2124972241","https://openalex.org/W2126554879","https://openalex.org/W2128332356","https://openalex.org/W2132549764","https://openalex.org/W2132980130","https://openalex.org/W2133756225","https://openalex.org/W2134514463","https://openalex.org/W2137699621","https://openalex.org/W2137983211","https://openalex.org/W2140362372","https://openalex.org/W2140795069","https://openalex.org/W2141234764","https://openalex.org/W2141312318","https://openalex.org/W2143517586","https://openalex.org/W2146841526","https://openalex.org/W2153060984","https://openalex.org/W2153851210","https://openalex.org/W2156065561","https://openalex.org/W2158759314","https://openalex.org/W2159196737","https://openalex.org/W2161739581","https://openalex.org/W2163860567","https://openalex.org/W2166764581","https://openalex.org/W2168182407","https://openalex.org/W2169064301","https://openalex.org/W2172064003","https://openalex.org/W2187947968","https://openalex.org/W2203956646","https://openalex.org/W2221458827","https://openalex.org/W2336970615","https://openalex.org/W2501046637","https://openalex.org/W2502186783","https://openalex.org/W2535789538","https://openalex.org/W2925088209","https://openalex.org/W3149025087","https://openalex.org/W4298842909","https://openalex.org/W7099734215"],"related_works":["https://openalex.org/W1551999091","https://openalex.org/W1927063004","https://openalex.org/W2767026677","https://openalex.org/W2094537897","https://openalex.org/W214228157","https://openalex.org/W2017816634","https://openalex.org/W2203956646","https://openalex.org/W1526415548","https://openalex.org/W2049357119","https://openalex.org/W7007883909"],"abstract_inverted_index":{"Learning":[0],"an":[1,7,20,36],"Artificial":[2,115,161,168,173],"Neural":[3],"Network":[4],"(ANN)":[5],"is":[6,12,67],"optimization":[8],"task":[9],"since":[10],"it":[11],"desirable":[13],"to":[14,30,99,154,184,206,275],"find":[15],"optimal":[16,61,110,195],"weight":[17,52,111,284],"sets":[18],"of":[19,46,224],"ANN":[21],"in":[22,87,94,108,128],"the":[23,32,47,68,80,95,101,122,135,186,208,213,225,238,250,253,259,281,288],"training":[24,41,48,132,287],"process.":[25],"Different":[26],"equations":[27],"are":[28,126,152],"used":[29,137,153,183,205],"guide":[31],"network":[33,57],"for":[34,59,131,193,197,262,286],"providing":[35,60],"accurate":[37],"result":[38],"with":[39,228,233,237],"less":[40],"and":[42,56,90,106,172,189,217,244,266,279],"testing":[43],"error.":[44],"Most":[45],"algorithms":[49,119,181,204,230,256],"focus":[50],"on":[51,121,210],"values,":[53,112],"activation":[54],"functions,":[55],"structures":[58],"outputs.":[62],"Backpropagation":[63],"(BP)":[64],"learning":[65,70,144],"algorithm":[66],"well-known":[69],"technique":[71],"that":[72,234],"trained":[73,227,236],"ANN.":[74],"However,":[75],"some":[76],"difficulties":[77,107],"arise":[78],"where":[79],"BP":[81],"cannot":[82],"get":[83,257,276],"achievements":[84],"without":[85],"trapping":[86,102],"local":[88],"minima":[89],"converge":[91],"very":[92],"slow":[93,104],"solution":[96],"space.":[97],"Therefore,":[98],"overcome":[100],"difficulties,":[103],"convergence":[105],"finding":[109],"three":[113,142],"improved":[114,143,180,229,255,272],"Bee":[116,162,169,175],"Colony":[117,163,170,176],"(ABC)":[118],"built":[120],"social":[123],"insect":[124],"behavior":[125,151],"proposed":[127,254],"this":[129],"research":[130],"ANN,":[133],"namely":[134],"widely":[136],"Multilayer":[138],"Perceptron":[139],"(MLP).":[140],"Here,":[141],"approaches":[145],"inspired":[146],"by":[147],"artificial":[148],"honey":[149],"bee's":[150],"train":[155,207],"MLP.":[156,289],"They":[157],"are:":[158],"Global":[159,242],"Guided":[160,167],"(GGABC),":[164],"Improved":[165],"Gbest":[166],"(IGGABC)":[171],"Smart":[174],"(ASBC)":[177],"algorithm.":[178,248],"These":[179],"were":[182,231],"increase":[185],"exploration,":[187],"exploitation":[188],"keep":[190],"them":[191],"balance":[192],"getting":[194],"results":[196,223],"a":[198],"given":[199],"task.":[200],"Furthermore,":[201],"here":[202],"these":[203,271],"MLP":[209,226],"two":[211],"tasks;":[212],"seismic":[214],"event's":[215],"prediction":[216,265],"Boolean":[218,267],"function":[219,268],"classification.":[220,269],"The":[221],"simulation":[222],"compared":[232],"when":[235],"standard":[239],"BP,":[240],"ABC,":[241],"ABC":[243],"Particle":[245],"Swarm":[246],"Optimization":[247],"From":[249],"experimental":[251],"analysis,":[252],"better":[258],"classification":[260],"efficacy":[261],"time":[263],"series":[264],"Moreover,":[270],"algorithm's":[273],"success":[274],"high":[277],"accuracy":[278],"optimize":[280],"best":[282],"network's":[283],"values":[285]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2016-06-24T00:00:00"}