{"id":"https://openalex.org/W2095827076","doi":"https://doi.org/10.1017/s0890060408000048","title":"Comparing mathematical and heuristic approaches for scientific data analysis","display_name":"Comparing mathematical and heuristic approaches for scientific data analysis","publication_year":2007,"publication_date":"2007-12-12","ids":{"openalex":"https://openalex.org/W2095827076","doi":"https://doi.org/10.1017/s0890060408000048","mag":"2095827076"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060408000048","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060408000048","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","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/A5090253347","display_name":"Aparna S. Varde","orcid":"https://orcid.org/0000-0002-3170-2510"},"institutions":[{"id":"https://openalex.org/I11786554","display_name":"Virginia State University","ror":"https://ror.org/04esvpn06","country_code":"US","type":"education","lineage":["https://openalex.org/I11786554"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Aparna S. Varde","raw_affiliation_strings":["Mathematics and Computer Science, Virginia State University, Petersburg, Virginia, USA","Mathematics and computer science, virginia state university, petersburg, virginia, usa#TAB#"],"affiliations":[{"raw_affiliation_string":"Mathematics and Computer Science, Virginia State University, Petersburg, Virginia, USA","institution_ids":["https://openalex.org/I11786554"]},{"raw_affiliation_string":"Mathematics and computer science, virginia state university, petersburg, virginia, usa#TAB#","institution_ids":["https://openalex.org/I11786554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100526727","display_name":"Shuhui Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shuhui Ma","raw_affiliation_strings":["Tiffany & Company, Cumberland, Rhode Island, USA","Tiffany & company, cumberland, rhode island, usa#TAB#"],"affiliations":[{"raw_affiliation_string":"Tiffany & Company, Cumberland, Rhode Island, USA","institution_ids":[]},{"raw_affiliation_string":"Tiffany & company, cumberland, rhode island, usa#TAB#","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030579439","display_name":"Mohammed Maniruzzaman","orcid":"https://orcid.org/0000-0002-3373-5586"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammed Maniruzzaman","raw_affiliation_strings":["Materials Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA"],"affiliations":[{"raw_affiliation_string":"Materials Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005689123","display_name":"David C. Brown","orcid":"https://orcid.org/0000-0002-2493-636X"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David C. Brown","raw_affiliation_strings":["Computer Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA","Computer science, worcester polytechnic institute, worcester, massachusetts, usa#TAB#"],"affiliations":[{"raw_affiliation_string":"Computer Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA","institution_ids":["https://openalex.org/I107077323"]},{"raw_affiliation_string":"Computer science, worcester polytechnic institute, worcester, massachusetts, usa#TAB#","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008269094","display_name":"Elke A. Rundensteiner","orcid":"https://orcid.org/0000-0001-5375-9254"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elke A. Rundensteiner","raw_affiliation_strings":["Computer Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA","Computer science, worcester polytechnic institute, worcester, massachusetts, usa#TAB#"],"affiliations":[{"raw_affiliation_string":"Computer Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA","institution_ids":["https://openalex.org/I107077323"]},{"raw_affiliation_string":"Computer science, worcester polytechnic institute, worcester, massachusetts, usa#TAB#","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000797915","display_name":"Richard D. SissonJR.","orcid":null},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard D. SissonJR.","raw_affiliation_strings":["Manufacturing and Materials Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA"],"affiliations":[{"raw_affiliation_string":"Manufacturing and Materials Science, Worcester Polytechnic Institute, Worcester, Massachusetts, USA","institution_ids":["https://openalex.org/I107077323"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5090253347"],"corresponding_institution_ids":["https://openalex.org/I11786554"],"apc_list":null,"apc_paid":null,"fwci":0.8298,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.84715433,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"22","issue":"1","first_page":"53","last_page":"69"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9994999766349792,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11719","display_name":"Data Quality and Management","score":0.991100013256073,"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/heuristic","display_name":"Heuristic","score":0.7611790895462036},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7425562739372253},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5788283348083496},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5246456265449524},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.47681137919425964},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.42113423347473145},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3742371201515198},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3555307984352112},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3533915877342224},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2946367859840393},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2575317919254303},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2034706473350525}],"concepts":[{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.7611790895462036},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7425562739372253},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5788283348083496},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5246456265449524},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.47681137919425964},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.42113423347473145},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3742371201515198},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3555307984352112},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3533915877342224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2946367859840393},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2575317919254303},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2034706473350525},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"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":"doi:10.1017/s0890060408000048","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060408000048","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.wpi.edu:mechanicalengineering-pubs-1050","is_oa":false,"landing_page_url":"https://digitalcommons.wpi.edu/mechanicalengineering-pubs/51","pdf_url":null,"source":{"id":"https://openalex.org/S4377196141","display_name":"Digital WPI","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mechanical Engineering Faculty Publications","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320317074","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W51251913","https://openalex.org/W143908874","https://openalex.org/W162198105","https://openalex.org/W208128215","https://openalex.org/W1486683310","https://openalex.org/W1487906362","https://openalex.org/W1500151553","https://openalex.org/W1501850951","https://openalex.org/W1532913685","https://openalex.org/W1580090600","https://openalex.org/W1595303882","https://openalex.org/W1637435380","https://openalex.org/W1786705683","https://openalex.org/W1973166254","https://openalex.org/W1999950466","https://openalex.org/W2028263671","https://openalex.org/W2063758007","https://openalex.org/W2070861126","https://openalex.org/W2109699135","https://openalex.org/W2117154949","https://openalex.org/W2121531530","https://openalex.org/W2126385963","https://openalex.org/W2127218421","https://openalex.org/W2138745909","https://openalex.org/W2140190241","https://openalex.org/W2149706766","https://openalex.org/W2179353011","https://openalex.org/W2329869485","https://openalex.org/W2623293810","https://openalex.org/W2921227880","https://openalex.org/W2923883054","https://openalex.org/W2953763302","https://openalex.org/W3021909058","https://openalex.org/W3181356226","https://openalex.org/W3184518629","https://openalex.org/W4214489959","https://openalex.org/W4236137412","https://openalex.org/W4285719527","https://openalex.org/W6606650405","https://openalex.org/W6630115209","https://openalex.org/W6635487554","https://openalex.org/W6677328822","https://openalex.org/W6678591960","https://openalex.org/W6678914141"],"related_works":["https://openalex.org/W2576994247","https://openalex.org/W2608353378","https://openalex.org/W4249206767","https://openalex.org/W2563559453","https://openalex.org/W2382330008","https://openalex.org/W1519970947","https://openalex.org/W4243860260","https://openalex.org/W2961085424","https://openalex.org/W4383503847","https://openalex.org/W2035653613"],"abstract_inverted_index":{"Abstract":[0],"Scientific":[1],"data":[2,47,87,104],"is":[3,64,105],"often":[4],"analyzed":[5],"in":[6,95,124,147],"the":[7,144],"context":[8],"of":[9,68],"domain-specific":[10],"problems,":[11],"for":[12],"example,":[13],"failure":[14,138],"diagnostics,":[15],"predictive":[16,141],"analysis,":[17],"and":[18,86,112,122,140],"computational":[19,125],"estimation.":[20,126],"These":[21],"problems":[22,135],"can":[23,129],"be":[24,130],"solved":[25],"using":[26],"approaches":[27,118],"such":[28,136],"as":[29,137],"mathematical":[30,50,153],"models":[31],"or":[32],"heuristic":[33,41,150],"methods.":[34],"In":[35,143],"this":[36,148],"paper":[37],"we":[38],"compare":[39],"a":[40,49,77,92],"approach":[42,51],"based":[43,52,80],"on":[44,53,81],"mining":[45],"stored":[46],"with":[48,89,100],"applying":[54],"state-of-the-art":[55],"formulae":[56],"to":[57,65,91,132],"solve":[58],"an":[59],"estimation":[60,145],"problem.":[61],"The":[62],"goal":[63],"estimate":[66],"results":[67],"scientific":[69,134],"experiments":[70],"given":[71],"their":[72,120],"input":[73],"conditions.":[74],"We":[75,114],"present":[76],"comparative":[78],"study":[79],"sample":[82],"space,":[83],"time":[84],"complexity,":[85],"storage":[88],"respect":[90],"real":[93,101],"application":[94],"materials":[96,102],"science.":[97],"Performance":[98],"evaluation":[99],"science":[103],"also":[106],"presented,":[107],"taking":[108],"into":[109],"account":[110],"accuracy":[111],"efficiency.":[113],"find":[115],"that":[116],"both":[117],"have":[119],"pros":[121],"cons":[123],"Similar":[127],"arguments":[128],"applied":[131],"other":[133],"diagnostics":[139],"analysis.":[142],"problem":[146],"paper,":[149],"methods":[151],"outperform":[152],"models.":[154]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}