{"id":"https://openalex.org/W2907540900","doi":"https://doi.org/10.1109/icdm.2018.00041","title":"Accelerating Experimental Design by Incorporating Experimenter Hunches","display_name":"Accelerating Experimental Design by Incorporating Experimenter Hunches","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2907540900","doi":"https://doi.org/10.1109/icdm.2018.00041","mag":"2907540900"},"language":"en","primary_location":{"id":"doi:10.1109/icdm.2018.00041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdm.2018.00041","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Data Mining (ICDM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/Accelerating_experimental_design_by_incorporating_experimenter_hunches/20769496","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100354258","display_name":"Cheng Li","orcid":"https://orcid.org/0000-0002-6188-2970"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Cheng Li","raw_affiliation_strings":["Deakin University, Geelong, PRaDA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, PRaDA, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075276792","display_name":"Mazher Iqbal Mohammed","orcid":"https://orcid.org/0000-0003-2177-9845"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mazher Mohammed","raw_affiliation_strings":["Deakin University, School of Engineering, Geelong, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, School of Engineering, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012467454","display_name":"Ian Gibson","orcid":"https://orcid.org/0000-0002-4149-9122"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ian Gibson","raw_affiliation_strings":["Deakin University, School of Engineering, Geelong, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, School of Engineering, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024215125","display_name":"Santu Rana","orcid":"https://orcid.org/0000-0003-2247-850X"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rana Santu","raw_affiliation_strings":["Deakin University, Burwood, VIC, AU"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, AU","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011012522","display_name":"Sunil Gupta","orcid":"https://orcid.org/0000-0002-4669-9940"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sunil Gupta","raw_affiliation_strings":["Deakin University, Geelong, PRaDA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, PRaDA, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101775198","display_name":"Vu Nguyen","orcid":"https://orcid.org/0000-0002-0294-4561"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Vu Nguyen","raw_affiliation_strings":["Deakin University, Burwood, VIC, AU"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, AU","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045540854","display_name":"Svetha Venkatesh","orcid":"https://orcid.org/0000-0001-8675-6631"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Svetha Venkatesh","raw_affiliation_strings":["Deakin University, Geelong, PRaDA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, PRaDA, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077716335","display_name":"Alessandra Sutti","orcid":"https://orcid.org/0000-0002-1793-3881"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Alessandra Sutti","raw_affiliation_strings":["Deakin University, Geelong, IFM, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, IFM, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000950447","display_name":"David Rubin","orcid":"https://orcid.org/0000-0001-8974-779X"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Rubin","raw_affiliation_strings":["Deakin University, Burwood, VIC, AU"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, AU","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042958328","display_name":"Teo Slezak","orcid":null},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Teo Slezak","raw_affiliation_strings":["Deakin University, Geelong, IFM, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, IFM, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028163818","display_name":"Murray Height","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Murray Height","raw_affiliation_strings":["HeiQ Australia, Pty Ltd"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HeiQ Australia, Pty Ltd","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5739,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.91262099,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11798","display_name":"Optimal Experimental Design Methods","score":0.9933000206947327,"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"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/monotonic-function","display_name":"Monotonic function","score":0.6927745342254639},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6028351783752441},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.49302908778190613},{"id":"https://openalex.org/keywords/sweetness","display_name":"Sweetness","score":0.49216336011886597},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4863903820514679},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47798508405685425},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4681907892227173},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45051565766334534},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4186549186706543},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.300268292427063},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2653296887874603},{"id":"https://openalex.org/keywords/sugar","display_name":"Sugar","score":0.11716794967651367}],"concepts":[{"id":"https://openalex.org/C72169020","wikidata":"https://www.wikidata.org/wiki/Q194404","display_name":"Monotonic function","level":2,"score":0.6927745342254639},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6028351783752441},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.49302908778190613},{"id":"https://openalex.org/C2779476700","wikidata":"https://www.wikidata.org/wiki/Q460453","display_name":"Sweetness","level":3,"score":0.49216336011886597},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4863903820514679},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47798508405685425},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4681907892227173},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45051565766334534},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4186549186706543},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.300268292427063},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2653296887874603},{"id":"https://openalex.org/C2777108408","wikidata":"https://www.wikidata.org/wiki/Q11002","display_name":"Sugar","level":2,"score":0.11716794967651367},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":3,"locations":[{"id":"doi:10.1109/icdm.2018.00041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdm.2018.00041","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Data Mining (ICDM)","raw_type":"proceedings-article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30119204","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},{"id":"pmh:oai:figshare.com:article/20769496","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Accelerating_experimental_design_by_incorporating_experimenter_hunches/20769496","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20769496","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Accelerating_experimental_design_by_incorporating_experimenter_hunches/20769496","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W136174036","https://openalex.org/W1486950299","https://openalex.org/W1693986406","https://openalex.org/W1934021597","https://openalex.org/W2099201756","https://openalex.org/W2137869981","https://openalex.org/W2200000192","https://openalex.org/W2273306581","https://openalex.org/W2437591545","https://openalex.org/W2583906999","https://openalex.org/W2596709491","https://openalex.org/W2616619952","https://openalex.org/W2696385650","https://openalex.org/W2962824535","https://openalex.org/W2963162417","https://openalex.org/W3124229194","https://openalex.org/W4211049957","https://openalex.org/W4295353061","https://openalex.org/W6605568159","https://openalex.org/W6629087766","https://openalex.org/W6637591494","https://openalex.org/W6640231202","https://openalex.org/W6681821898","https://openalex.org/W6687744914","https://openalex.org/W6730408037","https://openalex.org/W6735043530","https://openalex.org/W6739951569","https://openalex.org/W6741495964","https://openalex.org/W6764988152"],"related_works":["https://openalex.org/W4221040227","https://openalex.org/W2080569495","https://openalex.org/W39346000","https://openalex.org/W3196135651","https://openalex.org/W1993646413","https://openalex.org/W2014564904","https://openalex.org/W2896269484","https://openalex.org/W4297910764","https://openalex.org/W2160168654","https://openalex.org/W2966740546"],"abstract_inverted_index":{"Experimental":[0],"design":[1,22,225],"is":[2,78,135,152,193,216],"a":[3,7,17,61,68,76,87,97,119,155,241,248],"process":[4,158,192],"of":[5,35,75,92,208,227,240],"obtaining":[6],"product":[8],"with":[9,233,247],"target":[10,69,88,107,187,235,249],"property":[11,57],"via":[12],"experimentation.":[13],"Bayesian":[14,262],"optimization":[15,189,263],"offers":[16],"sample-efficient":[18],"tool":[19],"for":[20,67],"experimental":[21,37,224],"when":[23],"experiments":[24],"are":[25],"expensive.":[26],"Often,":[27],"expert":[28],"experimenters":[29],"have":[30],"'hunches'":[31],"about":[32],"the":[33,36,44,55,81,90,93,103,106,132,138,146,161,165,170,174,182,186,203,210,234,260],"behavior":[34],"system,":[38],"offering":[39],"potentials":[40],"to":[41,80,85,122,137,168,184],"further":[42],"improve":[43],"efficiency.":[45],"In":[46,114,251],"this":[47,115],"paper,":[48,116],"we":[49,117],"consider":[50],"per-variable":[51],"monotonic":[52,79],"trend":[53,63,167],"in":[54,60,64,202],"underlying":[56,171],"that":[58,126,144],"results":[59],"unimodal":[62,98],"those":[65],"variables":[66],"value":[70,104,188],"optimization.":[71],"For":[72],"example,":[73],"sweetness":[74,108],"candy":[77],"sugar":[82,94],"content.":[83],"However,":[84],"obtain":[86],"sweetness,":[89],"utility":[91],"content":[95],"becomes":[96],"function,":[99],"which":[100],"peaks":[101],"at":[102],"giving":[105],"and":[109,173,221,237],"falls":[110],"off":[111],"both":[112,219],"ways.":[113],"propose":[118],"novel":[120],"method":[121,215,255],"solve":[123],"such":[124,267],"problems":[125,226],"achieves":[127],"two":[128],"main":[129],"objectives:":[130],"(a)":[131,228],"monotonicity":[133,166],"information":[134],"used":[136],"fullest":[139],"extent":[140],"possible,":[141],"whilst":[142],"ensuring":[143],"(b)":[145,238],"convergence":[147,258],"guarantee":[148],"remains":[149],"intact.":[150],"This":[151],"achieved":[153],"by":[154,197],"two-stage":[156],"Gaussian":[157],"modeling,":[159],"where":[160],"first":[162],"stage":[163,176],"uses":[164,177],"model":[169,185],"property,":[172],"second":[175],"'virtual'":[178,211],"samples,":[179],"sampled":[180],"from":[181],"first,":[183],"function.":[190],"The":[191,213],"made":[194],"theoretically":[195],"consistent":[196],"adding":[198],"appropriate":[199],"adjustment":[200],"factor":[201],"posterior":[204],"computation,":[205],"necessitated":[206],"because":[207],"using":[209,266],"samples.":[212],"proposed":[214],"evaluated":[217],"through":[218],"simulations":[220],"real":[222],"world":[223],"new":[229,242],"short":[230],"polymer":[231],"fiber":[232],"length,":[236],"designing":[239],"three":[243],"dimensional":[244],"porous":[245],"scaffolding":[246],"porosity.":[250],"all":[252],"scenarios":[253],"our":[254],"demonstrates":[256],"faster":[257],"than":[259],"basic":[261],"approach":[264],"not":[265],"'hunches'.":[268]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}