{"id":"https://openalex.org/W3083002932","doi":"https://doi.org/10.1109/cec48606.2020.9185843","title":"Evolving complex yet interpretable representations: application to Alzheimer\u2019s diagnosis and prognosis","display_name":"Evolving complex yet interpretable representations: application to Alzheimer\u2019s diagnosis and prognosis","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3083002932","doi":"https://doi.org/10.1109/cec48606.2020.9185843","mag":"3083002932"},"language":"en","primary_location":{"id":"doi:10.1109/cec48606.2020.9185843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec48606.2020.9185843","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5076457060","display_name":"Jean\u2010Philippe Kr\u00f6ll","orcid":"https://orcid.org/0000-0002-2957-4468"},"institutions":[{"id":"https://openalex.org/I171892758","display_name":"Forschungszentrum J\u00fclich","ror":"https://ror.org/02nv7yv05","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I171892758"]},{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jean-Philippe Kroll","raw_affiliation_strings":["HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany","institution_ids":["https://openalex.org/I171892758","https://openalex.org/I44260953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007313280","display_name":"Simon B. Eickhoff","orcid":"https://orcid.org/0000-0001-6363-2759"},"institutions":[{"id":"https://openalex.org/I171892758","display_name":"Forschungszentrum J\u00fclich","ror":"https://ror.org/02nv7yv05","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I171892758"]},{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Simon B. Eickhoff","raw_affiliation_strings":["HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany","institution_ids":["https://openalex.org/I171892758","https://openalex.org/I44260953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026460417","display_name":"Felix Hoffstaedter","orcid":"https://orcid.org/0000-0001-7163-3110"},"institutions":[{"id":"https://openalex.org/I171892758","display_name":"Forschungszentrum J\u00fclich","ror":"https://ror.org/02nv7yv05","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I171892758"]},{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Hoffstaedter","raw_affiliation_strings":["HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany","institution_ids":["https://openalex.org/I171892758","https://openalex.org/I44260953"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083494075","display_name":"Kaustubh R. Patil","orcid":"https://orcid.org/0000-0002-0289-5480"},"institutions":[{"id":"https://openalex.org/I171892758","display_name":"Forschungszentrum J\u00fclich","ror":"https://ror.org/02nv7yv05","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I171892758"]},{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kaustubh R. Patil","raw_affiliation_strings":["HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HHU D\u00fcsseldorf, Inst. of Neurosci. and Medicine, INM-7, Forschungszentrum J\u00fclich, and Inst. of Systems Neurosci., Germany","institution_ids":["https://openalex.org/I171892758","https://openalex.org/I44260953"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.92,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.78786048,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"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/T10028","display_name":"Topic Modeling","score":0.9977999925613403,"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/T10028","display_name":"Topic Modeling","score":0.9977999925613403,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9901000261306763,"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":0.7482292652130127},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7266700267791748},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6506942510604858},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6254751682281494},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6200288534164429},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4786992371082306},{"id":"https://openalex.org/keywords/grammar","display_name":"Grammar","score":0.44665735960006714},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3409295082092285}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7482292652130127},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7266700267791748},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6506942510604858},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6254751682281494},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6200288534164429},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4786992371082306},{"id":"https://openalex.org/C26022165","wikidata":"https://www.wikidata.org/wiki/Q8091","display_name":"Grammar","level":2,"score":0.44665735960006714},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3409295082092285},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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:10.1109/cec48606.2020.9185843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec48606.2020.9185843","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1724442104","https://openalex.org/W1816968997","https://openalex.org/W1948745668","https://openalex.org/W1984501821","https://openalex.org/W1993723031","https://openalex.org/W2038899746","https://openalex.org/W2041677347","https://openalex.org/W2054540100","https://openalex.org/W2067456724","https://openalex.org/W2073241381","https://openalex.org/W2093602450","https://openalex.org/W2098447835","https://openalex.org/W2100928906","https://openalex.org/W2105382646","https://openalex.org/W2111762864","https://openalex.org/W2122328291","https://openalex.org/W2126489459","https://openalex.org/W2137383673","https://openalex.org/W2137554996","https://openalex.org/W2151920318","https://openalex.org/W2154776925","https://openalex.org/W2161336914","https://openalex.org/W2171831801","https://openalex.org/W2296218809","https://openalex.org/W2402346616","https://openalex.org/W2471498193","https://openalex.org/W2594475271","https://openalex.org/W2620180909","https://openalex.org/W2664267452","https://openalex.org/W2788948370","https://openalex.org/W2809925683","https://openalex.org/W2904250082","https://openalex.org/W2905035821","https://openalex.org/W2912405022","https://openalex.org/W2951617899","https://openalex.org/W2993404698","https://openalex.org/W4250503569","https://openalex.org/W6682981795","https://openalex.org/W6759166105","https://openalex.org/W6770790784"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W4246352526","https://openalex.org/W2028665553","https://openalex.org/W4230315250","https://openalex.org/W2086519370","https://openalex.org/W2087343574"],"abstract_inverted_index":{"With":[0],"increasing":[1],"accuracy":[2,106],"and":[3,18,111],"availability":[4],"of":[5,10,32,38,69,84,89,120,144],"more":[6],"data,":[7],"the":[8,26,36,142],"potential":[9],"using":[11],"machine":[12],"learning":[13],"(ML)":[14],"methods":[15,34,43,49],"in":[16,29,63],"medical":[17],"clinical":[19],"applications":[20],"has":[21],"gained":[22],"considerable":[23],"interest.":[24],"However,":[25],"main":[27],"hurdle":[28],"translational":[30],"use":[31],"ML":[33,70,100],"is":[35],"lack":[37],"explainability,":[39],"especially":[40],"when":[41],"non-linear":[42],"are":[44],"used.":[45],"Explainable":[46],"(i.e.":[47],"human-interpretable)":[48],"can":[50,57],"provide":[51,104],"insights":[52],"into":[53],"disease":[54,123],"mechanisms":[55],"but":[56],"equally":[58],"importantly":[59],"promote":[60],"clinician-patient":[61],"trust,":[62],"turn":[64],"helping":[65],"wider":[66],"social":[67],"acceptance":[68],"methods.":[71],"Here,":[72],"we":[73],"empirically":[74],"test":[75],"a":[76,98,116,138],"method":[77],"to":[78,115],"engineer":[79],"complex,":[80],"yet":[81],"interpretable,":[82],"representations":[83],"base":[85],"features":[86,103],"via":[87],"evolution":[88],"context-free":[90],"grammar":[91],"(CFG).":[92],"We":[93,132],"show":[94],"that":[95],"together":[96],"with":[97],"simple":[99],"algorithm":[101],"evolved":[102],"higher":[105],"on":[107,126,137],"several":[108],"benchmark":[109],"datasets":[110],"then":[112],"apply":[113],"it":[114],"real":[117],"word":[118],"problem":[119],"diagnosing":[121],"Alzheimer's":[122],"(AD)":[124],"based":[125],"magnetic":[127],"resonance":[128],"imaging":[129],"(MRI)":[130],"data.":[131],"further":[133],"demonstrate":[134],"high":[135],"performance":[136],"hold-out":[139],"dataset":[140],"for":[141],"prognosis":[143],"AD.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
