{"id":"https://openalex.org/W2754904808","doi":"https://doi.org/10.1109/embc.2017.8037647","title":"gamAID: Greedy CP tensor decomposition for supervised EHR-based disease trajectory differentiation","display_name":"gamAID: Greedy CP tensor decomposition for supervised EHR-based disease trajectory differentiation","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2754904808","doi":"https://doi.org/10.1109/embc.2017.8037647","mag":"2754904808","pmid":"https://pubmed.ncbi.nlm.nih.gov/29060688"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8037647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5058220738","display_name":"Jette Henderson","orcid":"https://orcid.org/0000-0003-3562-6540"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jette Henderson","raw_affiliation_strings":["Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022272635","display_name":"Joyce C. Ho","orcid":"https://orcid.org/0000-0001-9168-3916"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joyce Ho","raw_affiliation_strings":["Department of Mathematics and Computer Science, Emory University, Atlanta, GA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Emory University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103071668","display_name":"Joydeep Ghosh","orcid":"https://orcid.org/0000-0002-7366-3548"},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joydeep Ghosh","raw_affiliation_strings":["Schlumberger Centennial Chair, University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"Schlumberger Centennial Chair, University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I4210090857"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5058220738"],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":0.1153,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.39012739,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"17","issue":null,"first_page":"3644","last_page":"3647"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9319999814033508,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9057999849319458,"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/tensor","display_name":"Tensor (intrinsic definition)","score":0.6428807973861694},{"id":"https://openalex.org/keywords/kidney-disease","display_name":"Kidney disease","score":0.5954073071479797},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5161610245704651},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4762451946735382},{"id":"https://openalex.org/keywords/phenotype","display_name":"Phenotype","score":0.4674431085586548},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4514084458351135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4304145574569702},{"id":"https://openalex.org/keywords/factorization","display_name":"Factorization","score":0.42597293853759766},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.42032143473625183},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39837947487831116},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3264605700969696},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27468737959861755},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2744879126548767},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2320830225944519},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22517475485801697},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.17022642493247986},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.09631428122520447}],"concepts":[{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.6428807973861694},{"id":"https://openalex.org/C2778653478","wikidata":"https://www.wikidata.org/wiki/Q1054718","display_name":"Kidney disease","level":2,"score":0.5954073071479797},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5161610245704651},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4762451946735382},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.4674431085586548},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4514084458351135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4304145574569702},{"id":"https://openalex.org/C187834632","wikidata":"https://www.wikidata.org/wiki/Q188804","display_name":"Factorization","level":2,"score":0.42597293853759766},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42032143473625183},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39837947487831116},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3264605700969696},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27468737959861755},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2744879126548767},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2320830225944519},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22517475485801697},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.17022642493247986},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.09631428122520447},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051436","descriptor_name":"Renal Insufficiency, Chronic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051436","descriptor_name":"Renal Insufficiency, Chronic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051436","descriptor_name":"Renal Insufficiency, Chronic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2017.8037647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29060688","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29060688","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W812844120","https://openalex.org/W1969116741","https://openalex.org/W1976801265","https://openalex.org/W2000215628","https://openalex.org/W2024165284","https://openalex.org/W2024356620","https://openalex.org/W2046644339","https://openalex.org/W2089468765","https://openalex.org/W2121739212","https://openalex.org/W2122808146","https://openalex.org/W2135496322","https://openalex.org/W2295933962","https://openalex.org/W2328425223","https://openalex.org/W2411904312","https://openalex.org/W3098758500","https://openalex.org/W4289257140"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2910064364","https://openalex.org/W4200136508","https://openalex.org/W2499527417"],"abstract_inverted_index":{"We":[0],"propose":[1],"gamAID,":[2],"an":[3],"exploratory,":[4],"supervised":[5],"nonnegative":[6],"tensor":[7],"factorization":[8],"method":[9],"that":[10,57],"iteratively":[11],"extracts":[12],"phenotypes":[13,56],"from":[14,17,23],"tensors":[15],"constructed":[16],"medical":[18],"count":[19],"data.":[20],"Using":[21],"data":[22],"diabetic":[24,39],"patients":[25,40,59],"who":[26,41,60],"later":[27],"on":[28],"get":[29],"diagnosed":[30],"with":[31],"chronic":[32],"kidney":[33],"disorder":[34],"(CKD)":[35],"as":[36,38],"well":[37],"do":[42],"not":[43],"receive":[44],"a":[45,66],"CKD":[46],"diagnosis,":[47],"we":[48],"demonstrate":[49],"the":[50],"potential":[51],"of":[52],"gamAID":[53],"to":[54],"discover":[55],"characterize":[58],"are":[61],"at":[62],"risk":[63],"for":[64],"developing":[65],"disease.":[67]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}