{"id":"https://openalex.org/W2138153214","doi":"https://doi.org/10.1142/s0218213007003163","title":"DECISION TREE SUPPORT VECTOR MACHINE","display_name":"DECISION TREE SUPPORT VECTOR MACHINE","publication_year":2007,"publication_date":"2007-02-01","ids":{"openalex":"https://openalex.org/W2138153214","doi":"https://doi.org/10.1142/s0218213007003163","mag":"2138153214"},"language":"en","primary_location":{"id":"doi:10.1142/s0218213007003163","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213007003163","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"},"type":"article","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/A5100425448","display_name":"Li Zhang","orcid":"https://orcid.org/0000-0001-7914-0679"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"LI ZHANG","raw_affiliation_strings":["Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100888103","display_name":"Weida Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"WEI-DA ZHOU","raw_affiliation_strings":["Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110326536","display_name":"Tiantian Su","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"TIAN-TIAN SU","raw_affiliation_strings":["Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050630882","display_name":"Licheng Jiao","orcid":"https://orcid.org/0000-0003-3354-9617"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"LI-CHENG JIAO","raw_affiliation_strings":["Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, Xidian University, Xi'an, 710071, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100425448"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":0.3246,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.64381692,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"16","issue":"01","first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9937000274658203,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9781000018119812,"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":0.7852838039398193},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7471649050712585},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6547539830207825},{"id":"https://openalex.org/keywords/binary-tree","display_name":"Binary tree","score":0.6274080276489258},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6073434352874756},{"id":"https://openalex.org/keywords/structured-support-vector-machine","display_name":"Structured support vector machine","score":0.5756756067276001},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5447668433189392},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4778035283088684},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4773319363594055},{"id":"https://openalex.org/keywords/random-binary-tree","display_name":"Random binary tree","score":0.47125911712646484},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"Multiclass classification","score":0.46777525544166565},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4485003352165222},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4479687213897705},{"id":"https://openalex.org/keywords/alternating-decision-tree","display_name":"Alternating decision tree","score":0.43268996477127075},{"id":"https://openalex.org/keywords/binary-decision-diagram","display_name":"Binary decision diagram","score":0.423194020986557},{"id":"https://openalex.org/keywords/incremental-decision-tree","display_name":"Incremental decision tree","score":0.4164811968803406},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4122553765773773},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.19925916194915771}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7852838039398193},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7471649050712585},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6547539830207825},{"id":"https://openalex.org/C197855036","wikidata":"https://www.wikidata.org/wiki/Q380172","display_name":"Binary tree","level":2,"score":0.6274080276489258},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6073434352874756},{"id":"https://openalex.org/C125168437","wikidata":"https://www.wikidata.org/wiki/Q7625184","display_name":"Structured support vector machine","level":3,"score":0.5756756067276001},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5447668433189392},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4778035283088684},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4773319363594055},{"id":"https://openalex.org/C11829167","wikidata":"https://www.wikidata.org/wiki/Q751292","display_name":"Random binary tree","level":3,"score":0.47125911712646484},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.46777525544166565},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4485003352165222},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4479687213897705},{"id":"https://openalex.org/C120136583","wikidata":"https://www.wikidata.org/wiki/Q4736414","display_name":"Alternating decision tree","level":5,"score":0.43268996477127075},{"id":"https://openalex.org/C3309909","wikidata":"https://www.wikidata.org/wiki/Q864155","display_name":"Binary decision diagram","level":2,"score":0.423194020986557},{"id":"https://openalex.org/C10229987","wikidata":"https://www.wikidata.org/wiki/Q17083028","display_name":"Incremental decision tree","level":4,"score":0.4164811968803406},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4122553765773773},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19925916194915771}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218213007003163","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213007003163","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7400000095367432}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W144855073","https://openalex.org/W1676820704","https://openalex.org/W2119821739","https://openalex.org/W2125055259","https://openalex.org/W2148603752","https://openalex.org/W2156909104","https://openalex.org/W2161920802","https://openalex.org/W2330820318","https://openalex.org/W2909094300","https://openalex.org/W4285719527","https://openalex.org/W4302591315","https://openalex.org/W6601676141"],"related_works":["https://openalex.org/W2590489721","https://openalex.org/W2360151551","https://openalex.org/W2149638926","https://openalex.org/W1978316059","https://openalex.org/W1800235635","https://openalex.org/W2117201471","https://openalex.org/W2040223310","https://openalex.org/W2393805402","https://openalex.org/W2546884286","https://openalex.org/W2138153214"],"abstract_inverted_index":{"A":[0],"new":[1],"multi-class":[2,29,67],"classifier,":[3],"decision":[4,12,44],"tree":[5,13,45],"SVM":[6],"(DTSVM)":[7],"which":[8],"is":[9,19,31,46],"a":[10,15,26,34],"binary":[11,39,43,59,73],"with":[14,64],"very":[16],"simple":[17],"structure":[18],"presented":[20],"in":[21],"this":[22],"paper.":[23],"In":[24],"DTSVM,":[25],"problem":[27],"of":[28,36,38,81,87,107],"classification":[30,60,68,74],"decomposed":[32],"into":[33],"series":[35],"ones":[37],"classification.":[40],"Here,":[41],"the":[42,65,72,76,79,102,105],"generated":[47],"by":[48],"using":[49],"kernel":[50],"clustering":[51],"algorithm,":[52],"and":[53,78,92,104],"each":[54],"non-leaf":[55],"node":[56],"represents":[57],"one":[58],"problem.":[61],"By":[62],"compared":[63],"other":[66],"methods":[69],"based":[70],"on":[71],"SVMs,":[75],"scale":[77],"complexity":[80],"DTSVM":[82],"are":[83,90],"less,":[84],"smaller":[85],"number":[86],"support":[88],"vectors":[89],"needed,":[91],"has":[93],"faster":[94],"test":[95],"speed.":[96],"The":[97],"final":[98],"simulation":[99],"results":[100],"confirm":[101],"feasibility":[103],"validity":[106],"DTSVM.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}