{"id":"https://openalex.org/W4392550868","doi":"https://doi.org/10.3390/s24061729","title":"Improving Classification Performance in Dendritic Neuron Models through Practical Initialization Strategies","display_name":"Improving Classification Performance in Dendritic Neuron Models through Practical Initialization Strategies","publication_year":2024,"publication_date":"2024-03-07","ids":{"openalex":"https://openalex.org/W4392550868","doi":"https://doi.org/10.3390/s24061729","pmid":"https://pubmed.ncbi.nlm.nih.gov/38543992"},"language":"en","primary_location":{"id":"doi:10.3390/s24061729","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24061729","pdf_url":"https://www.mdpi.com/1424-8220/24/6/1729/pdf?version=1709807460","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/6/1729/pdf?version=1709807460","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070076146","display_name":"Xiaohao Wen","orcid":"https://orcid.org/0000-0003-4368-1443"},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]},{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Xiaohao Wen","raw_affiliation_strings":["Faculty of Innovation Engineering, Macau University of Science and Technology, Macau 999078, China","Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China","Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China;"],"affiliations":[{"raw_affiliation_string":"Faculty of Innovation Engineering, Macau University of Science and Technology, Macau 999078, China","institution_ids":["https://openalex.org/I111950717"]},{"raw_affiliation_string":"Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China","institution_ids":["https://openalex.org/I29739308"]},{"raw_affiliation_string":"Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China;","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081318069","display_name":"MengChu Zhou","orcid":"https://orcid.org/0000-0002-5408-8752"},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]},{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["MO","US"],"is_corresponding":true,"raw_author_name":"Mengchu Zhou","raw_affiliation_strings":["Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA","Faculty of Innovation Engineering, Macau University of Science and Technology, Macau 999078, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"Faculty of Innovation Engineering, Macau University of Science and Technology, Macau 999078, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045587553","display_name":"Aiiad Albeshri","orcid":"https://orcid.org/0000-0003-3796-0294"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Aiiad Albeshri","raw_affiliation_strings":["Department of Computer Science, King Abdulaziz University, Jeddah 21481, Saudi Arabia","Department of Computer Science, King Abdulaziz University, Jeddah 21481, Saudi Arabia;"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, King Abdulaziz University, Jeddah 21481, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]},{"raw_affiliation_string":"Department of Computer Science, King Abdulaziz University, Jeddah 21481, Saudi Arabia;","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034220460","display_name":"Lukui Huang","orcid":"https://orcid.org/0000-0001-8778-743X"},"institutions":[{"id":"https://openalex.org/I163732180","display_name":"Guangxi University of Finance and Economics","ror":"https://ror.org/02ayg6516","country_code":"CN","type":"education","lineage":["https://openalex.org/I163732180"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lukui Huang","raw_affiliation_strings":["School of Accounting and Audit, Guangxi University of Finance and Economics, Nanning 530031, China","School of Accounting and Audit, Guangxi University of Finance and Economics, Nanning 530031, China;"],"affiliations":[{"raw_affiliation_string":"School of Accounting and Audit, Guangxi University of Finance and Economics, Nanning 530031, China","institution_ids":["https://openalex.org/I163732180"]},{"raw_affiliation_string":"School of Accounting and Audit, Guangxi University of Finance and Economics, Nanning 530031, China;","institution_ids":["https://openalex.org/I163732180"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101606988","display_name":"Xudong Luo","orcid":"https://orcid.org/0000-0002-3650-8450"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xudong Luo","raw_affiliation_strings":["Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China","Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China;"],"affiliations":[{"raw_affiliation_string":"Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China","institution_ids":["https://openalex.org/I29739308"]},{"raw_affiliation_string":"Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China;","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002891862","display_name":"D. Ning","orcid":"https://orcid.org/0009-0008-9131-7076"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Ning","raw_affiliation_strings":["Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China","Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China;"],"affiliations":[{"raw_affiliation_string":"Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China","institution_ids":["https://openalex.org/I29739308"]},{"raw_affiliation_string":"Teachers College for Vocational and Technical Education, Guangxi Normal University, Guilin 541001, China;","institution_ids":["https://openalex.org/I29739308"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081318069"],"corresponding_institution_ids":["https://openalex.org/I111950717","https://openalex.org/I118118575"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.3901,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.8293923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"24","issue":"6","first_page":"1729","last_page":"1729"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9991999864578247,"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/T12676","display_name":"Machine Learning and ELM","score":0.9991999864578247,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.994700014591217,"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/initialization","display_name":"Initialization","score":0.9796537160873413},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8201569318771362},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7679938077926636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6308552622795105},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5875470042228699},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5728532075881958},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42322638630867004},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4154379367828369}],"concepts":[{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.9796537160873413},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8201569318771362},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7679938077926636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6308552622795105},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5875470042228699},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5728532075881958},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42322638630867004},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4154379367828369},{"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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3390/s24061729","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24061729","pdf_url":"https://www.mdpi.com/1424-8220/24/6/1729/pdf?version=1709807460","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38543992","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38543992","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10974351","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10974351","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10974351/pdf/sensors-24-01729.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:bdaa0fcd46504362a1c9fe1666e87c3b","is_oa":true,"landing_page_url":"https://doaj.org/article/bdaa0fcd46504362a1c9fe1666e87c3b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 6, p 1729 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24061729","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24061729","pdf_url":"https://www.mdpi.com/1424-8220/24/6/1729/pdf?version=1709807460","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392550868.pdf"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1677182931","https://openalex.org/W1792666317","https://openalex.org/W1995341919","https://openalex.org/W2016509397","https://openalex.org/W2017115408","https://openalex.org/W2020817186","https://openalex.org/W2047598284","https://openalex.org/W2194775991","https://openalex.org/W2520298043","https://openalex.org/W2796495430","https://openalex.org/W2810818231","https://openalex.org/W2829536470","https://openalex.org/W2888351819","https://openalex.org/W2919115771","https://openalex.org/W2923467929","https://openalex.org/W2996283134","https://openalex.org/W3091787675","https://openalex.org/W3111817041","https://openalex.org/W3133540327","https://openalex.org/W3136451693","https://openalex.org/W3159573745","https://openalex.org/W3196700921","https://openalex.org/W3199469541","https://openalex.org/W3202048978","https://openalex.org/W3205607116","https://openalex.org/W3205959825","https://openalex.org/W4200462690","https://openalex.org/W4221140299","https://openalex.org/W4225101018","https://openalex.org/W4225717734","https://openalex.org/W4229334887","https://openalex.org/W4281615780","https://openalex.org/W4281691680","https://openalex.org/W4311723414","https://openalex.org/W4317754240","https://openalex.org/W4379142134","https://openalex.org/W4383428082","https://openalex.org/W4383646074","https://openalex.org/W4385482643","https://openalex.org/W4386973155","https://openalex.org/W4388998880","https://openalex.org/W4391180109","https://openalex.org/W4391305635","https://openalex.org/W4391765461","https://openalex.org/W6726716737"],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W3176564347","https://openalex.org/W1985458517","https://openalex.org/W2355833770","https://openalex.org/W3031039437","https://openalex.org/W183202219","https://openalex.org/W3095877357","https://openalex.org/W2072565696","https://openalex.org/W4386821099","https://openalex.org/W4380075502"],"abstract_inverted_index":{"A":[0],"dendritic":[1,14],"neuron":[2],"model":[3,10,24],"(DNM)":[4],"is":[5,26],"a":[6,12,35,142],"deep":[7,115,151],"neural":[8,132],"network":[9,133],"with":[11],"unique":[13],"tree":[15],"structure":[16],"and":[17,56,71,93,117],"activation":[18],"function.":[19],"Effective":[20],"initialization":[21,37,73,97,112,126,137,148],"of":[22,45,79,89,96,110,123,131],"its":[23,29,53,99],"parameters":[25],"crucial":[27],"for":[28,52,128,144],"learning":[30,100,116],"performance.":[31],"This":[32,104],"work":[33],"proposes":[34],"novel":[36],"method":[38,68,138],"specifically":[39],"designed":[40],"to":[41,107],"improve":[42],"the":[43,66,87,94,108,111,121],"performance":[44,101],"DNM":[46,90],"in":[47,76,114,150],"classifying":[48],"high-dimensional":[49,80],"data,":[50],"notable":[51],"simplicity,":[54],"speed,":[55],"straightforward":[57],"implementation.":[58],"Extensive":[59],"experiments":[60],"on":[61,98,147],"benchmark":[62],"datasets":[63,77],"show":[64],"that":[65],"proposed":[67,136],"outperforms":[69],"traditional":[70],"recent":[72],"methods,":[74],"particularly":[75],"consisting":[78],"data.":[81],"In":[82],"addition,":[83],"valuable":[84],"insights":[85,119],"into":[86,120],"behavior":[88],"during":[91],"training":[92],"impact":[95],"are":[102],"provided.":[103],"research":[105,146],"contributes":[106],"understanding":[109],"problem":[113],"provides":[118],"development":[122],"more":[124],"effective":[125],"methods":[127],"other":[129],"types":[130],"models.":[134],"The":[135],"can":[139],"serve":[140],"as":[141],"reference":[143],"future":[145],"techniques":[149],"learning.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
