{"id":"https://openalex.org/W2555008851","doi":"https://doi.org/10.1109/mlsp.2016.7738881","title":"A multimodal multiple kernel learning approach to Alzheimer's disease detection","display_name":"A multimodal multiple kernel learning approach to Alzheimer's disease detection","publication_year":2016,"publication_date":"2016-09-01","ids":{"openalex":"https://openalex.org/W2555008851","doi":"https://doi.org/10.1109/mlsp.2016.7738881","mag":"2555008851"},"language":"en","primary_location":{"id":"doi:10.1109/mlsp.2016.7738881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mlsp.2016.7738881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/1534838/1/Shawe-Taylor_multiple-kernel-learning.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056775618","display_name":"Michele Donini","orcid":"https://orcid.org/0000-0002-9769-3899"},"institutions":[{"id":"https://openalex.org/I30771326","display_name":"Italian Institute of Technology","ror":"https://ror.org/042t93s57","country_code":"IT","type":"facility","lineage":["https://openalex.org/I30771326"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB","IT"],"is_corresponding":false,"raw_author_name":"Michele Donini","raw_affiliation_strings":["Alzheimer's Disease Neuroimaging Initiative, Istituto Italiano di Tecnologia, Genoa, Italy","Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alzheimer's Disease Neuroimaging Initiative, Istituto Italiano di Tecnologia, Genoa, Italy","institution_ids":["https://openalex.org/I30771326"]},{"raw_affiliation_string":"Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040133485","display_name":"Jo\u00e3o M. Monteiro","orcid":"https://orcid.org/0000-0002-3396-7459"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joao M. Monteiro","raw_affiliation_strings":["Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034260726","display_name":"Massimiliano Pontil","orcid":"https://orcid.org/0000-0001-9415-098X"},"institutions":[{"id":"https://openalex.org/I30771326","display_name":"Italian Institute of Technology","ror":"https://ror.org/042t93s57","country_code":"IT","type":"facility","lineage":["https://openalex.org/I30771326"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB","IT"],"is_corresponding":false,"raw_author_name":"Massimiliano Pontil","raw_affiliation_strings":["Alzheimer's Disease Neuroimaging Initiative, Istituto Italiano di Tecnologia, Genoa, Italy","Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alzheimer's Disease Neuroimaging Initiative, Istituto Italiano di Tecnologia, Genoa, Italy","institution_ids":["https://openalex.org/I30771326"]},{"raw_affiliation_string":"Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047980012","display_name":"John Shawe\u2010Taylor","orcid":"https://orcid.org/0000-0002-2030-0073"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Shawe-Taylor","raw_affiliation_strings":["Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alzheimer's Disease Neuroimaging Initiative, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036416110","display_name":"Jana\u0131\u0301na Mour\u00e3o-Miranda","orcid":"https://orcid.org/0000-0002-3309-8441"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Janaina Mourao-Miranda","raw_affiliation_strings":["University College London, London, London, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London, London, London, GB","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9976000189781189,"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/T10862","display_name":"AI in cancer detection","score":0.9976000189781189,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/interpretability","display_name":"Interpretability","score":0.9099754095077515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7787744998931885},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.7227248549461365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7194207906723022},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7056112885475159},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6517194509506226},{"id":"https://openalex.org/keywords/multiple-kernel-learning","display_name":"Multiple kernel learning","score":0.6216057538986206},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5969612002372742},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5694631338119507},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4885154962539673},{"id":"https://openalex.org/keywords/alzheimers-disease-neuroimaging-initiative","display_name":"Alzheimer's Disease Neuroimaging Initiative","score":0.4666723310947418},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.46085065603256226},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46016499400138855},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.45867568254470825},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38627567887306213},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.2125854194164276},{"id":"https://openalex.org/keywords/alzheimers-disease","display_name":"Alzheimer's disease","score":0.1964987814426422}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9099754095077515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7787744998931885},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7227248549461365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7194207906723022},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7056112885475159},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6517194509506226},{"id":"https://openalex.org/C2776879701","wikidata":"https://www.wikidata.org/wiki/Q25048660","display_name":"Multiple kernel learning","level":4,"score":0.6216057538986206},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5969612002372742},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5694631338119507},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4885154962539673},{"id":"https://openalex.org/C2778373026","wikidata":"https://www.wikidata.org/wiki/Q4738819","display_name":"Alzheimer's Disease Neuroimaging Initiative","level":4,"score":0.4666723310947418},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.46085065603256226},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46016499400138855},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.45867568254470825},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38627567887306213},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2125854194164276},{"id":"https://openalex.org/C502032728","wikidata":"https://www.wikidata.org/wiki/Q11081","display_name":"Alzheimer's disease","level":3,"score":0.1964987814426422},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mlsp.2016.7738881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mlsp.2016.7738881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1534838","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/1534838/","pdf_url":"https://discovery.ucl.ac.uk/1534838/1/Shawe-Taylor_multiple-kernel-learning.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In: Proceedings of the 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE: Vietri sul Mare, Italy. (2016)","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1534838","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/1534838/","pdf_url":"https://discovery.ucl.ac.uk/1534838/1/Shawe-Taylor_multiple-kernel-learning.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In: Proceedings of the 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE: Vietri sul Mare, Italy. (2016)","raw_type":"Proceedings paper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2555008851.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1510073064","https://openalex.org/W1518544712","https://openalex.org/W1559159361","https://openalex.org/W1578823744","https://openalex.org/W1982652137","https://openalex.org/W2002677512","https://openalex.org/W2019583087","https://openalex.org/W2031823405","https://openalex.org/W2036439084","https://openalex.org/W2060166505","https://openalex.org/W2093994886","https://openalex.org/W2109743529","https://openalex.org/W2110065044","https://openalex.org/W2112019442","https://openalex.org/W2116343548","https://openalex.org/W2119821739","https://openalex.org/W2121033924","https://openalex.org/W2127069950","https://openalex.org/W2143426320","https://openalex.org/W2205686117","https://openalex.org/W2594734910","https://openalex.org/W3098452830","https://openalex.org/W4239510810","https://openalex.org/W6631126388","https://openalex.org/W6634727889","https://openalex.org/W6676602786","https://openalex.org/W6677408864","https://openalex.org/W6678059867","https://openalex.org/W6687642858"],"related_works":["https://openalex.org/W3163334550","https://openalex.org/W2345184372","https://openalex.org/W4385965371","https://openalex.org/W2146785254","https://openalex.org/W2097028249","https://openalex.org/W2828181497","https://openalex.org/W2769358851","https://openalex.org/W2123450736","https://openalex.org/W2766051482","https://openalex.org/W2555008851"],"abstract_inverted_index":{"In":[0,38],"neuroimaging-based":[1],"diagnostic":[2],"problems,":[3],"the":[4,34,44,54],"combination":[5,23],"of":[6,9,75],"different":[7],"sources":[8],"information":[10],"as":[11,106],"MR":[12],"images":[13],"and":[14,88,103,110],"clinical":[15],"data":[16],"is":[17],"a":[18,61,72,81],"challenging":[19],"task.":[20,58],"Their":[21],"simple":[22],"usually":[24],"does":[25],"not":[26],"provides":[27],"an":[28,86],"improvement":[29],"if":[30],"compared":[31],"with":[32,43,80],"using":[33],"best":[35],"source":[36],"alone.":[37],"this":[39],"paper,":[40],"we":[41],"deal":[42],"well":[45],"known":[46],"Alzheimer's":[47],"Disease":[48],"Neuroimaging":[49],"Initiative":[50],"(ADNI)":[51],"dataset":[52],"tackling":[53],"AD":[55],"versus":[56],"Control":[57],"We":[59],"use":[60],"recently":[62],"proposed":[63],"multiple":[64],"kernel":[65],"learning":[66],"approach,":[67,96],"called":[68,97],"EasyMKL,":[69],"to":[70,91],"combine":[71],"huge":[73],"amount":[74],"basic":[76],"kernels":[77],"in":[78],"synergy":[79],"feature":[82,108],"selection":[83],"methodology,":[84],"pursuing":[85],"optimal":[87],"sparse":[89],"solution":[90],"facilitate":[92],"interpretability.":[93],"Our":[94],"new":[95],"EasyMKLFS,":[98],"outperforms":[99],"baselines":[100],"(e.g.":[101],"SVM)":[102],"state-of-the-art":[104],"methods":[105],"recursive":[107],"elimination":[109],"SimpleMKL.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
