{"id":"https://openalex.org/W4413757128","doi":"https://doi.org/10.1145/3704268.3748680","title":"Topic Modeling and Link-Prediction for Material Property Discovery","display_name":"Topic Modeling and Link-Prediction for Material Property Discovery","publication_year":2025,"publication_date":"2025-08-27","ids":{"openalex":"https://openalex.org/W4413757128","doi":"https://doi.org/10.1145/3704268.3748680"},"language":"en","primary_location":{"id":"doi:10.1145/3704268.3748680","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3704268.3748680","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3704268.3748680","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM Symposium on Document Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3704268.3748680","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082439654","display_name":"Ryan Barron","orcid":"https://orcid.org/0009-0005-5045-9527"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]},{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ryan C. Barron","raw_affiliation_strings":["Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, USA, CSEE, University of Maryland, Baltimore County, Baltimore, Maryland, USA"],"affiliations":[{"raw_affiliation_string":"Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, USA, CSEE, University of Maryland, Baltimore County, Baltimore, Maryland, USA","institution_ids":["https://openalex.org/I79272384","https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066261993","display_name":"Maksim E. Eren","orcid":"https://orcid.org/0000-0002-4362-0256"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maksim E. Eren","raw_affiliation_strings":["Information Systems and Modeling, Los Alamos National Laboratory, Los Alamos, New Mexico, USA"],"affiliations":[{"raw_affiliation_string":"Information Systems and Modeling, Los Alamos National Laboratory, Los Alamos, New Mexico, USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018463056","display_name":"Valentin Stanev","orcid":"https://orcid.org/0000-0001-6129-133X"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Valentin Stanev","raw_affiliation_strings":["Department of Material Science & Engineering, University of Maryland, College Park, Maryland, USA"],"affiliations":[{"raw_affiliation_string":"Department of Material Science & Engineering, University of Maryland, College Park, Maryland, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019767181","display_name":"Cynthia Matuszek","orcid":"https://orcid.org/0000-0003-1383-8120"},"institutions":[{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cynthia Matuszek","raw_affiliation_strings":["CSEE, University of Maryland, Baltimore County, Baltimore, Maryland, USA"],"affiliations":[{"raw_affiliation_string":"CSEE, University of Maryland, Baltimore County, Baltimore, Maryland, USA","institution_ids":["https://openalex.org/I79272384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079029372","display_name":"Boian S. Alexandrov","orcid":"https://orcid.org/0000-0001-8636-4603"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boian S. Alexandrov","raw_affiliation_strings":["Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, USA"],"affiliations":[{"raw_affiliation_string":"Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico, USA","institution_ids":["https://openalex.org/I1343871089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082439654"],"corresponding_institution_ids":["https://openalex.org/I1343871089","https://openalex.org/I79272384"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26151164,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9962999820709229,"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"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9962999820709229,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9957000017166138,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9930999875068665,"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/link","display_name":"Link (geometry)","score":0.7498078346252441},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.7056907415390015},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6147188544273376},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09092211723327637}],"concepts":[{"id":"https://openalex.org/C2778753846","wikidata":"https://www.wikidata.org/wiki/Q6554239","display_name":"Link (geometry)","level":2,"score":0.7498078346252441},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.7056907415390015},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6147188544273376},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09092211723327637},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3704268.3748680","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3704268.3748680","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3704268.3748680","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM Symposium on Document Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3704268.3748680","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3704268.3748680","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3704268.3748680","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM Symposium on Document Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G1127810244","display_name":null,"funder_award_id":"89233218CNA0000","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G1406813184","display_name":null,"funder_award_id":"89233218CNA000","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G2028332453","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320337501","funder_display_name":"Office of Defense Nuclear Nonproliferation"},{"id":"https://openalex.org/G216489703","display_name":null,"funder_award_id":"89233218CNA00000","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G3359278407","display_name":null,"funder_award_id":"9233218CNA000001","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G3793674015","display_name":null,"funder_award_id":"9233218CNA000001","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G4950733632","display_name":null,"funder_award_id":"000001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5600677258","display_name":null,"funder_award_id":"U.S. DOE","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6083127429","display_name":null,"funder_award_id":"00001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6387710405","display_name":null,"funder_award_id":"9233218CNA00000","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G6563880843","display_name":null,"funder_award_id":"No.  89233218CNA000001","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G6995210142","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G7038891139","display_name":null,"funder_award_id":"89233218","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G7500863821","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"},{"id":"https://openalex.org/G7851296133","display_name":null,"funder_award_id":"9233218CNA000001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8659807574","display_name":null,"funder_award_id":"89233218CNA000001","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8803809456","display_name":null,"funder_award_id":"89233218CNA00000","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G996238640","display_name":null,"funder_award_id":"89233218CNA00000","funder_id":"https://openalex.org/F4320338304","funder_display_name":"Los Alamos National Laboratory"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332369","display_name":"National Nuclear Security Administration","ror":"https://ror.org/03sk1we31"},{"id":"https://openalex.org/F4320337501","display_name":"Office of Defense Nuclear Nonproliferation","ror":"https://ror.org/03sk1we31"},{"id":"https://openalex.org/F4320338304","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413757128.pdf","grobid_xml":"https://content.openalex.org/works/W4413757128.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W34646664","https://openalex.org/W2047071281","https://openalex.org/W2465244929","https://openalex.org/W2753577819","https://openalex.org/W3100007970","https://openalex.org/W4386831175","https://openalex.org/W4392942838"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1518185400","https://openalex.org/W3200586296","https://openalex.org/W2390279801","https://openalex.org/W4230332972","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W1998033311"],"abstract_inverted_index":{"Link":[0],"prediction":[1,58],"is":[2],"a":[3,17,106,111,128,135],"key":[4],"network":[5],"analysis":[6],"technique":[7],"that":[8,60],"infers":[9],"missing":[10,40],"or":[11,49],"future":[12],"relations":[13],"between":[14,46],"nodes":[15],"in":[16,71,127],"graph,":[18],"based":[19],"on":[20,115],"observed":[21],"patterns":[22],"of":[23,122,130,137],"connectivity.":[24],"Scientific":[25],"literature":[26],"networks":[27],"and":[28,35,37,68,133,139],"knowledge":[29],"graphs":[30],"are":[31,94],"typically":[32],"large,":[33],"sparse,":[34],"noisy,":[36],"often":[38],"contain":[39],"links,":[41],"potential":[42,140],"but":[43],"unobserved":[44],"connections,":[45],"concepts,":[47],"entities,":[48],"methods.":[50],"Here,":[51],"we":[52,102],"present":[53],"an":[54],"AI-driven":[55],"hierarchical":[56],"link":[57],"framework":[59],"integrates":[61],"matrix":[62,84,99],"factorization":[63,85,100],"to":[64,104],"infer":[65],"hidden":[66],"associations":[67],"steer":[69],"discovery":[70],"complex":[72],"material":[73],"domains.":[74],"Our":[75],"method":[76],"combines":[77],"Hierarchical":[78],"Nonnegative":[79],"Matrix":[80],"Factorization":[81],"(HNMFk),":[82],"Boolean":[83],"(BNMFk)":[86],"with":[87,97],"automatic":[88],"model":[89],"selection.":[90],"These":[91],"discrete":[92],"factors":[93],"then":[95],"fused":[96],"Logistic":[98],"(LMF),":[101],"use":[103],"construct":[105],"three-level":[107],"topic":[108],"tree":[109],"from":[110],"46,862-document":[112],"corpus":[113],"focused":[114],"73":[116],"transition-metal":[117],"dichalcogenides":[118],"(TMDs).":[119],"This":[120],"class":[121],"materials":[123],"has":[124,134],"been":[125],"studied":[126],"variety":[129],"physics":[131],"fields":[132],"multitude":[136],"current":[138],"applications.":[141]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}