{"id":"https://openalex.org/W2922061056","doi":"https://doi.org/10.1115/1.4043210","title":"Impact of Chaining Method and Level of Completion on Accuracy of Function Structure-Based Market Price Prediction Models","display_name":"Impact of Chaining Method and Level of Completion on Accuracy of Function Structure-Based Market Price Prediction Models","publication_year":2019,"publication_date":"2019-03-16","ids":{"openalex":"https://openalex.org/W2922061056","doi":"https://doi.org/10.1115/1.4043210","mag":"2922061056"},"language":"en","primary_location":{"id":"doi:10.1115/1.4043210","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4043210","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-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/A5055454134","display_name":"Amaninder Singh Gill","orcid":"https://orcid.org/0000-0002-5264-476X"},"institutions":[{"id":"https://openalex.org/I106959904","display_name":"Florida Institute of Technology","ror":"https://ror.org/04atsbb87","country_code":"US","type":"education","lineage":["https://openalex.org/I106959904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amaninder Singh Gill","raw_affiliation_strings":["Department of Mechanical and Civil Engineering, Florida Institute of Technology, Melbourne, FL 32901-6982"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Civil Engineering, Florida Institute of Technology, Melbourne, FL 32901-6982","institution_ids":["https://openalex.org/I106959904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076101341","display_name":"Joshua D. Summers","orcid":"https://orcid.org/0000-0002-6129-2663"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua D. Summers","raw_affiliation_strings":["Department of Mechanical Engineering, Clemson University, Clemson, SC 29634-0921"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Clemson University, Clemson, SC 29634-0921","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008804536","display_name":"Chiradeep Sen","orcid":null},"institutions":[{"id":"https://openalex.org/I106959904","display_name":"Florida Institute of Technology","ror":"https://ror.org/04atsbb87","country_code":"US","type":"education","lineage":["https://openalex.org/I106959904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chiradeep Sen","raw_affiliation_strings":["Department of Mechanical and Civil Engineering, Florida Institute of Technology, Melbourne, FL 32901-6982"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Civil Engineering, Florida Institute of Technology, Melbourne, FL 32901-6982","institution_ids":["https://openalex.org/I106959904"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1483,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.44884058,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"19","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/T10672","display_name":"Design Education and Practice","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/T11729","display_name":"Product Development and Customization","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/chaining","display_name":"Chaining","score":0.9361276626586914},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6668119430541992},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.6171969771385193},{"id":"https://openalex.org/keywords/backward-chaining","display_name":"Backward chaining","score":0.5834603905677795},{"id":"https://openalex.org/keywords/forward-chaining","display_name":"Forward chaining","score":0.5733651518821716},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.498856782913208},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46946728229522705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39705246686935425},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.36158356070518494},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.34122395515441895},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.339076429605484},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17975372076034546},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.1512211263179779},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13818487524986267}],"concepts":[{"id":"https://openalex.org/C49020025","wikidata":"https://www.wikidata.org/wiki/Q1059099","display_name":"Chaining","level":2,"score":0.9361276626586914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6668119430541992},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.6171969771385193},{"id":"https://openalex.org/C129916263","wikidata":"https://www.wikidata.org/wiki/Q1141183","display_name":"Backward chaining","level":4,"score":0.5834603905677795},{"id":"https://openalex.org/C142614401","wikidata":"https://www.wikidata.org/wiki/Q777433","display_name":"Forward chaining","level":3,"score":0.5733651518821716},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.498856782913208},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46946728229522705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39705246686935425},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.36158356070518494},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.34122395515441895},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.339076429605484},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17975372076034546},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.1512211263179779},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13818487524986267},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C46743427","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference engine","level":3,"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/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4043210","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4043210","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-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/W9823632","https://openalex.org/W192548246","https://openalex.org/W315794376","https://openalex.org/W1546066621","https://openalex.org/W1562578637","https://openalex.org/W1565107280","https://openalex.org/W1567408605","https://openalex.org/W1604476000","https://openalex.org/W1605209582","https://openalex.org/W1966543166","https://openalex.org/W1981563233","https://openalex.org/W1981740064","https://openalex.org/W1983654321","https://openalex.org/W1995414858","https://openalex.org/W1998833294","https://openalex.org/W2007569366","https://openalex.org/W2017908232","https://openalex.org/W2025467096","https://openalex.org/W2051104107","https://openalex.org/W2069829906","https://openalex.org/W2070795647","https://openalex.org/W2076560035","https://openalex.org/W2076873368","https://openalex.org/W2101895271","https://openalex.org/W2104854429","https://openalex.org/W2119907556","https://openalex.org/W2120630136","https://openalex.org/W2122592645","https://openalex.org/W2137665890","https://openalex.org/W2139129615","https://openalex.org/W2151587352","https://openalex.org/W2153227355","https://openalex.org/W2155236943","https://openalex.org/W2472887252","https://openalex.org/W2483571705","https://openalex.org/W2490819908","https://openalex.org/W2551227119","https://openalex.org/W2560579139","https://openalex.org/W2560735799","https://openalex.org/W2561488407","https://openalex.org/W2621707243","https://openalex.org/W2738527304","https://openalex.org/W2745679804","https://openalex.org/W2754919005","https://openalex.org/W2756110425","https://openalex.org/W2916499840","https://openalex.org/W2916786615","https://openalex.org/W2918092514","https://openalex.org/W3041149780","https://openalex.org/W3114913914","https://openalex.org/W3127084652","https://openalex.org/W6633743448","https://openalex.org/W6636283804","https://openalex.org/W6641795967","https://openalex.org/W6680753811"],"related_works":["https://openalex.org/W2132414486","https://openalex.org/W4238340239","https://openalex.org/W2472912427","https://openalex.org/W2114383597","https://openalex.org/W2886511220","https://openalex.org/W2184441786","https://openalex.org/W2613924724","https://openalex.org/W2621131456","https://openalex.org/W4296096530","https://openalex.org/W3159334695"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"goal":[2],"of":[3,21,50,78,106,109,126,134],"this":[4,155],"paper":[5],"is":[6,65],"to":[7,27,46,87,161],"explore":[8],"how":[9,72],"different":[10,19],"modeling":[11,74,163],"approaches":[12],"for":[13,165],"constructing":[14,170],"function":[15,41,73,171],"structure":[16,42],"models":[17,43,114,129],"and":[18,61,75,143],"levels":[20],"model":[22],"completion":[23,120],"affect":[24],"the":[25,32,36,40,76,100,107,112,123,127,131,145,148,152],"ability":[26],"make":[28],"inferences":[29],"(reason)":[30],"on":[31,58,67,70],"resulting":[33],"information":[34,80,89],"within":[35],"respective":[37],"models.":[38,172],"Specifically,":[39],"are":[44,54],"used":[45,86,160],"predict":[47,88],"market":[48],"prices":[49],"products,":[51],"predictions":[52],"that":[53,96],"then":[55],"compared":[56],"based":[57,66],"their":[59],"accuracy":[60],"precision.":[62],"This":[63],"work":[64],"previous":[68],"studies":[69],"understanding":[71,142],"use":[77],"topological":[79],"from":[81,154],"design":[82],"graphs":[83],"can":[84,158],"be":[85,139,159],"with":[90],"historical":[91],"training.":[92],"It":[93],"was":[94,99],"found":[95],"forward":[97],"chaining":[98,103],"least":[101],"favorable":[102],"type":[104],"irrespective":[105],"level":[108,133],"completion,":[110,135],"whereas":[111],"backward-chaining":[113],"performed":[115],"relatively":[116],"better":[117],"across":[118],"all":[119],"levels.":[121],"Given":[122],"poor":[124],"performance":[125],"nucleation":[128],"at":[130],"highest":[132],"future":[136],"research":[137],"must":[138],"directed":[140],"toward":[141],"employing":[144],"methods":[146],"yielding":[147],"most":[149],"accuracy.":[150],"Moreover,":[151],"results":[153],"simulation-based":[156],"study":[157],"develop":[162],"guidelines":[164],"designers":[166],"or":[167],"students,":[168],"when":[169]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}