{"id":"https://openalex.org/W4405488812","doi":"https://doi.org/10.1109/embc53108.2024.10782762","title":"Food Recommendation as Language Processing (F-RLP): A Personalized and Contextual Paradigm","display_name":"Food Recommendation as Language Processing (F-RLP): A Personalized and Contextual Paradigm","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405488812","doi":"https://doi.org/10.1109/embc53108.2024.10782762","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039478"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782762","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782762","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th 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/A5084736621","display_name":"Ali Rostami","orcid":"https://orcid.org/0000-0002-8727-4711"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ali Rostami","raw_affiliation_strings":["University of California,Department of Computer Science and Institute for Future Health (IFH),Irvine,California,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Department of Computer Science and Institute for Future Health (IFH),Irvine,California,USA","institution_ids":["https://openalex.org/I4210136895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109365769","display_name":"Ramesh Jain","orcid":"https://orcid.org/0000-0003-2373-4966"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramesh Jain","raw_affiliation_strings":["University of California,Department of Computer Science and Institute for Future Health (IFH),Irvine,California,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Department of Computer Science and Institute for Future Health (IFH),Irvine,California,USA","institution_ids":["https://openalex.org/I4210136895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042140592","display_name":"Amir M. Rahmani","orcid":"https://orcid.org/0000-0003-0725-1155"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir M. Rahmani","raw_affiliation_strings":["University of California,Department of Computer Science and Institute for Future Health (IFH),Irvine,California,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Department of Computer Science and Institute for Future Health (IFH),Irvine,California,USA","institution_ids":["https://openalex.org/I4210136895"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5084736621"],"corresponding_institution_ids":["https://openalex.org/I4210136895"],"apc_list":null,"apc_paid":null,"fwci":2.2744,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.91395693,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9926999807357788,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9926999807357788,"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/T10028","display_name":"Topic Modeling","score":0.9645000100135803,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9391999840736389,"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/computer-science","display_name":"Computer science","score":0.6903326511383057},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4263328015804291},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38104885816574097},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32454726099967957},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3079438805580139}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6903326511383057},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4263328015804291},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38104885816574097},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32454726099967957},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3079438805580139}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005502","descriptor_name":"Food","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005502","descriptor_name":"Food","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005502","descriptor_name":"Food","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":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10782762","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782762","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039478","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039478","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":[{"id":"https://metadata.un.org/sdg/2","score":0.7400000095367432,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2762050160","https://openalex.org/W2960416371","https://openalex.org/W3081966576","https://openalex.org/W3093109986","https://openalex.org/W3104204125","https://openalex.org/W3111523098","https://openalex.org/W3116705075","https://openalex.org/W3120468617","https://openalex.org/W3130418259","https://openalex.org/W3195022850","https://openalex.org/W4288089799","https://openalex.org/W4292779060","https://openalex.org/W4296591867","https://openalex.org/W4307284181","https://openalex.org/W4368355099","https://openalex.org/W6750098911","https://openalex.org/W6769627184","https://openalex.org/W6778883912","https://openalex.org/W6783283897"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266"],"abstract_inverted_index":{"State-of-the-art":[0],"rule-based":[1],"and":[2,13,35],"classification-based":[3],"food":[4,76,117],"recommendation":[5,54],"systems":[6],"face":[7],"significant":[8],"challenges":[9],"in":[10],"becoming":[11],"practical":[12],"useful.":[14],"This":[15],"difficulty":[16],"arises":[17],"primarily":[18],"because":[19],"most":[20],"machine":[21],"learning":[22],"models":[23],"struggle":[24],"with":[25],"problems":[26],"characterized":[27],"by":[28],"an":[29,42],"almost":[30],"infinite":[31],"number":[32,38],"of":[33,39,48,103],"classes":[34],"a":[36,57,61,90,95],"limited":[37],"samples":[40],"within":[41],"unbalanced":[43],"dataset.":[44],"Conversely,":[45],"the":[46,70,101,111],"emergence":[47],"Large":[49],"Language":[50,65,87],"Models":[51],"(LLMs)":[52],"as":[53,64,86],"engines":[55],"offers":[56,94],"promising":[58],"avenue.":[59],"However,":[60],"general-purpose":[62],"Recommendation":[63,85],"Processing":[66,88],"(RLP)":[67],"approach":[68],"lacks":[69],"critical":[71],"components":[72],"necessary":[73],"for":[74,113],"effective":[75],"recommendations.":[77,118],"To":[78],"address":[79],"this":[80],"gap,":[81],"we":[82],"introduce":[83],"Food":[84],"(FRLP),":[89],"novel":[91],"framework":[92],"that":[93],"food-specific,":[96],"tailored":[97],"infrastructure.":[98],"F-RLP":[99],"leverages":[100],"capabilities":[102],"LLMs":[104],"to":[105],"maximize":[106],"their":[107],"potential,":[108],"thereby":[109],"paving":[110],"way":[112],"more":[114],"accurate,":[115],"personalized":[116]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
