{"id":"https://openalex.org/W2437253641","doi":"https://doi.org/10.1109/syscon.2016.7490618","title":"Markov decision process formulation for managing human weight loss","display_name":"Markov decision process formulation for managing human weight loss","publication_year":2016,"publication_date":"2016-04-01","ids":{"openalex":"https://openalex.org/W2437253641","doi":"https://doi.org/10.1109/syscon.2016.7490618","mag":"2437253641"},"language":"en","primary_location":{"id":"doi:10.1109/syscon.2016.7490618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/syscon.2016.7490618","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 Annual IEEE Systems Conference (SysCon)","raw_type":"proceedings-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/A5073116877","display_name":"Mukesh K. Chippa","orcid":null},"institutions":[{"id":"https://openalex.org/I110152177","display_name":"University of Akron","ror":"https://ror.org/02kyckx55","country_code":"US","type":"education","lineage":["https://openalex.org/I110152177"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mukesh K. Chippa","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Akron, Akron, OH, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Akron, Akron, OH, USA","institution_ids":["https://openalex.org/I110152177"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077833674","display_name":"Shivakumar Sastry","orcid":"https://orcid.org/0000-0002-9236-851X"},"institutions":[{"id":"https://openalex.org/I110152177","display_name":"University of Akron","ror":"https://ror.org/02kyckx55","country_code":"US","type":"education","lineage":["https://openalex.org/I110152177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shivakumar Sastry","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Akron, Akron, OH, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Akron, Akron, OH, USA","institution_ids":["https://openalex.org/I110152177"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5073116877"],"corresponding_institution_ids":["https://openalex.org/I110152177"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03202079,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.996399998664856,"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"}},"topics":[{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.996399998664856,"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"}},{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.9308000206947327,"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/T11457","display_name":"Adipose Tissue and Metabolism","score":0.9259999990463257,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.8332070708274841},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.6354493498802185},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.6186589002609253},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5626339316368103},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.556178092956543},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5529308319091797},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.49720218777656555},{"id":"https://openalex.org/keywords/weight-loss","display_name":"Weight loss","score":0.4832523465156555},{"id":"https://openalex.org/keywords/partially-observable-markov-decision-process","display_name":"Partially observable Markov decision process","score":0.48051154613494873},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.4784557819366455},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4390982687473297},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36984682083129883},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.36954036355018616},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3244849443435669},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26980459690093994},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26832351088523865},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2221119999885559},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14854779839515686},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12348899245262146},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08431226015090942}],"concepts":[{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.8332070708274841},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.6354493498802185},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.6186589002609253},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5626339316368103},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.556178092956543},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5529308319091797},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.49720218777656555},{"id":"https://openalex.org/C544821477","wikidata":"https://www.wikidata.org/wiki/Q718113","display_name":"Weight loss","level":3,"score":0.4832523465156555},{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.48051154613494873},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.4784557819366455},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4390982687473297},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36984682083129883},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.36954036355018616},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3244849443435669},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26980459690093994},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26832351088523865},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2221119999885559},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14854779839515686},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12348899245262146},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08431226015090942},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","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/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/syscon.2016.7490618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/syscon.2016.7490618","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 Annual IEEE Systems Conference (SysCon)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.5,"display_name":"Zero hunger"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1551284120","https://openalex.org/W1981974807","https://openalex.org/W2076337359","https://openalex.org/W2103014115","https://openalex.org/W2121863487","https://openalex.org/W2168359464","https://openalex.org/W2916368906","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W2096013579","https://openalex.org/W52153049","https://openalex.org/W1760611253","https://openalex.org/W1515117609","https://openalex.org/W1589140671","https://openalex.org/W4323315247","https://openalex.org/W2294884454","https://openalex.org/W3169161914","https://openalex.org/W4321379664","https://openalex.org/W2211790881"],"abstract_inverted_index":{"We":[0,20],"present":[1],"a":[2,29,33,45,68],"Markov":[3,30],"Decision":[4],"Process":[5],"(MDP)":[6],"approach":[7,101],"to":[8,86,105,109],"compute":[9],"policies":[10],"that":[11,22,80,90],"can":[12,25,102],"aid":[13],"the":[14,23,41,50,71,81,87,94,97],"management":[15],"of":[16,36,44],"human":[17],"weight":[18,43,74],"loss.":[19],"show":[21,79],"problem":[24],"be":[26,103],"formulated":[27],"as":[28],"Chain":[31],"under":[32],"reasonable":[34],"set":[35],"assumptions.":[37],"The":[38,47],"states":[39,51],"represent":[40,52],"quantized":[42],"participant.":[46,69],"transitions":[48],"between":[49],"nutrition":[53],"and":[54,75],"exercise":[55],"actions.":[56,95],"A":[57],"policy":[58,83],"computed":[59,82],"using":[60],"this":[61],"model":[62],"represents":[63],"an":[64,100],"intervention":[65],"strategy":[66],"for":[67],"Given":[70],"participant's":[72],"initial":[73],"target":[76],"weight,":[77],"we":[78],"is":[84],"sensitive":[85],"reward":[88],"functions":[89],"are":[91],"associated":[92],"with":[93],"In":[96],"future,":[98],"such":[99],"used":[104],"offer":[106],"wellness":[107],"interventions":[108],"participants.":[110]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
