{"id":"https://openalex.org/W2437283334","doi":"https://doi.org/10.1109/isbi.2016.7493399","title":"Multi-modality stacked deep polynomial network based feature learning for Alzheimer's disease diagnosis","display_name":"Multi-modality stacked deep polynomial network based feature learning for Alzheimer's disease diagnosis","publication_year":2016,"publication_date":"2016-04-01","ids":{"openalex":"https://openalex.org/W2437283334","doi":"https://doi.org/10.1109/isbi.2016.7493399","mag":"2437283334"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2016.7493399","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2016.7493399","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)","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/A5050795985","display_name":"Zheng Xiao","orcid":"https://orcid.org/0000-0003-1144-7599"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zheng","raw_affiliation_strings":["School of Communication and Information Engineering, Shanghai University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032832318","display_name":"Jun Shi","orcid":"https://orcid.org/0000-0002-3226-3978"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Shi","raw_affiliation_strings":["School of Communication and Information Engineering, Shanghai University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100404075","display_name":"Yan Li","orcid":"https://orcid.org/0000-0002-3134-7715"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Li","raw_affiliation_strings":["Shenzhen City Key Laboratory of Embedded System Design, College of Computer Science and Software Engineering, Shenzhen University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen City Key Laboratory of Embedded System Design, College of Computer Science and Software Engineering, Shenzhen University, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441030","display_name":"Xiao Liu","orcid":"https://orcid.org/0000-0001-7939-6543"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Liu","raw_affiliation_strings":["School of Communication and Information Engineering, Shanghai University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100348829","display_name":"Qi Zhang","orcid":"https://orcid.org/0000-0001-7041-643X"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Zhang","raw_affiliation_strings":["School of Communication and Information Engineering, Shanghai University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai University","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"851","last_page":"854"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9944000244140625,"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/T10862","display_name":"AI in cancer detection","score":0.9908000230789185,"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/modality","display_name":"Modality (human\u2013computer interaction)","score":0.796298623085022},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.7456149458885193},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7154148817062378},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.672986626625061},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6484002470970154},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6248639822006226},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6233500242233276},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6126098036766052},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5949567556381226},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.5533820390701294},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5507192015647888},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4248083233833313}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.796298623085022},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7456149458885193},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7154148817062378},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.672986626625061},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6484002470970154},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6248639822006226},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6233500242233276},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6126098036766052},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5949567556381226},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.5533820390701294},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5507192015647888},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4248083233833313},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2016.7493399","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2016.7493399","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1526092162","https://openalex.org/W1535448720","https://openalex.org/W1908634864","https://openalex.org/W1938122124","https://openalex.org/W1971935328","https://openalex.org/W2126598020","https://openalex.org/W2130371234","https://openalex.org/W2146089088","https://openalex.org/W2163922914","https://openalex.org/W2184188583","https://openalex.org/W2188934293","https://openalex.org/W2395789799","https://openalex.org/W6631467774","https://openalex.org/W6639904065","https://openalex.org/W6686207219"],"related_works":["https://openalex.org/W2983142544","https://openalex.org/W2891059443","https://openalex.org/W4281663961","https://openalex.org/W3208888551","https://openalex.org/W4313561566","https://openalex.org/W3208386644","https://openalex.org/W4389832810","https://openalex.org/W4220682630","https://openalex.org/W3181622257","https://openalex.org/W3163146846"],"abstract_inverted_index":{"Feature":[0],"representation":[1,28,67],"is":[2,17,40,90],"the":[3,7],"critical":[4],"factor":[5],"for":[6,68],"computer-aided":[8],"Alzheimer's":[9],"disease":[10],"(AD)":[11],"diagnosis.":[12],"Deep":[13],"polynomial":[14],"network":[15],"(DPN)":[16],"a":[18,35,50],"novel":[19],"deep":[20],"learning":[21,111],"algorithm,":[22],"which":[23],"can":[24],"effectively":[25],"learn":[26,61],"feature":[27,45,66,110],"from":[29],"small":[30],"samples.":[31],"In":[32],"this":[33],"work,":[34],"stacked":[36,95],"DPN":[37,93],"(S-DPN)":[38],"algorithm":[39,54],"proposed":[41],"to":[42,55,92],"further":[43],"improve":[44],"representation.":[46],"We":[47],"then":[48],"propose":[49],"multi-modality":[51,57,83,109],"S-DPN":[52,89,106],"(MM-S-DPN)":[53],"fuse":[56],"neuroimaging":[58],"data":[59],"and":[60,64,79,94,107],"more":[62],"discriminative":[63],"robust":[65],"AD":[69],"classification.":[70],"Experiments":[71],"are":[72],"performed":[73],"on":[74],"ADNI":[75],"dataset":[76],"with":[77,104],"MRI":[78],"PET":[80],"images":[81],"as":[82],"data.":[84],"The":[85],"results":[86],"indicate":[87],"that":[88],"superior":[91],"auto-encoder":[96],"algorithms.":[97,113],"Moreover,":[98],"MM-S-DPN":[99],"achieves":[100],"best":[101],"performance":[102],"compared":[103],"single-modality":[105],"other":[108],"based":[112]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}