{"id":"https://openalex.org/W2805010640","doi":"https://doi.org/10.3390/sym10050176","title":"Neutrosophic Weighted Support Vector Machines for the Determination of School Administrators Who Attended an Action Learning Course Based on Their Conflict-Handling Styles","display_name":"Neutrosophic Weighted Support Vector Machines for the Determination of School Administrators Who Attended an Action Learning Course Based on Their Conflict-Handling Styles","publication_year":2018,"publication_date":"2018-05-20","ids":{"openalex":"https://openalex.org/W2805010640","doi":"https://doi.org/10.3390/sym10050176","mag":"2805010640"},"language":"en","primary_location":{"id":"doi:10.3390/sym10050176","doi":"https://doi.org/10.3390/sym10050176","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym10050176","pdf_url":"https://www.mdpi.com/2073-8994/10/5/176/pdf?version=1526983085","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Symmetry","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/10/5/176/pdf?version=1526983085","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086752873","display_name":"Muhammed Turhan","orcid":"https://orcid.org/0000-0003-4077-6471","observed_orcids":["https://orcid.org/0000-0003-4077-6471"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Muhammed Turhan","raw_affiliation_strings":["Department of Education, University of Firat at Elazig, 23119 Elazig, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-4077-6471","affiliations":[{"raw_affiliation_string":"Department of Education, University of Firat at Elazig, 23119 Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000846237","display_name":"D\u00f6n\u00fc\u015f \u015eeng\u00fcr","orcid":"https://orcid.org/0000-0002-8786-6557","observed_orcids":["https://orcid.org/0000-0002-8786-6557"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"D\u00f6n\u00fc\u015f \u015eeng\u00fcr","raw_affiliation_strings":["Department of Education, University of Firat at Elazig, 23119 Elazig, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Education, University of Firat at Elazig, 23119 Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053894810","display_name":"Song\u00fcl Karabatak","orcid":"https://orcid.org/0000-0002-1303-2429","observed_orcids":["https://orcid.org/0000-0002-1303-2429"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Song\u00fcl Karabatak","raw_affiliation_strings":["Department of Education, University of Firat at Elazig, 23119 Elazig, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Education, University of Firat at Elazig, 23119 Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026927275","display_name":"Yanhui Guo","orcid":"https://orcid.org/0000-0003-1814-9682","observed_orcids":["https://orcid.org/0000-0003-1814-9682"]},"institutions":[{"id":"https://openalex.org/I79884896","display_name":"University of Illinois at Springfield","ror":"https://ror.org/0126qma51","country_code":"US","type":"education","lineage":["https://openalex.org/I79884896"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanhui Guo","raw_affiliation_strings":["Department of Computer Science, University of Illinois at Springfield, Springfield, IL 62703, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Illinois at Springfield, Springfield, IL 62703, USA","institution_ids":["https://openalex.org/I79884896"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012703845","display_name":"Florent\u00edn Smarandache","orcid":"https://orcid.org/0000-0002-5560-5926","observed_orcids":["https://orcid.org/0000-0002-5560-5926"]},"institutions":[{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Florentin Smarandache","raw_affiliation_strings":["Department of Mathematics, University of New Mexico, 705 Gurley Ave., Gallup, NM 87301, USA"],"raw_orcid":"https://orcid.org/0000-0002-5560-5926","affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of New Mexico, 705 Gurley Ave., Gallup, NM 87301, USA","institution_ids":["https://openalex.org/I169521973"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5000846237"],"corresponding_institution_ids":["https://openalex.org/I143396566"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2896},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2896},"fwci":1.7146,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.84899985,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":98},"biblio":{"volume":"10","issue":"5","first_page":"176","last_page":"176"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11671","display_name":"Fuzzy and Soft Set Theory","score":0.6890000104904175,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11671","display_name":"Fuzzy and Soft Set Theory","score":0.6890000104904175,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.0989999994635582,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14500","display_name":"Smarandache Functions and Recreational Number Theory","score":0.04390000179409981,"subfield":{"id":"https://openalex.org/subfields/2610","display_name":"Mathematical Physics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/conflict-management-styles","display_name":"conflict management styles","score":0.8659999966621399},{"id":"https://openalex.org/keywords/school-administrators","display_name":"school administrators","score":0.9520000219345093},{"id":"https://openalex.org/keywords/fuzzy-support-vector-machine","display_name":"fuzzy support vector machine","score":0.8259999752044678}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8057738542556763},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6983015537261963},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6803076267242432},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6490728855133057},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6419858932495117},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5352115631103516},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4945325553417206},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47125744819641113},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.4594140946865082},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4317299723625183},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3390/sym10050176","doi":"https://doi.org/10.3390/sym10050176","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym10050176","pdf_url":"https://www.mdpi.com/2073-8994/10/5/176/pdf?version=1526983085","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/7048499","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/NeutrosophicWeighted_Support_Vector_Machines_for_the_Determination_of_School_Administrators_Who_Attended_an_Action_Learning_Course_Based_on_Their_Conflict-Handling_Styles/7048499","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"},{"id":"pmh:oai:openaccess.firat.edu.tr:11508/57102","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11508/57102","pdf_url":null,"source":{"id":"https://openalex.org/S4377196733","display_name":"DSpace - FIRAT (F\u0131rat University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I143396566","host_organization_name":"F\u0131rat University","host_organization_lineage":["https://openalex.org/I143396566"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:zenodo.org:1410907","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/1410907","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.5281/zenodo.1410906","doi":"https://doi.org/10.5281/zenodo.1410906","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.1410906","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.5281/zenodo.1410907","doi":"https://doi.org/10.5281/zenodo.1410907","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.1410907","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.6084/m9.figshare.7048499.v1","doi":"https://doi.org/10.6084/m9.figshare.7048499.v1","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.7048499.v1","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.3390/sym10050176","doi":"https://doi.org/10.3390/sym10050176","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym10050176","pdf_url":"https://www.mdpi.com/2073-8994/10/5/176/pdf?version=1526983085","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2805010640.pdf","grobid_xml":"https://content.openalex.org/works/W2805010640.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1556724924","https://openalex.org/W1560867947","https://openalex.org/W1994807229","https://openalex.org/W2007534217","https://openalex.org/W2013172515","https://openalex.org/W2022293409","https://openalex.org/W2037137036","https://openalex.org/W2045613518","https://openalex.org/W2057230407","https://openalex.org/W2067596054","https://openalex.org/W2067809457","https://openalex.org/W2079110736","https://openalex.org/W2133772980","https://openalex.org/W2139212933","https://openalex.org/W2141854801","https://openalex.org/W2156909104","https://openalex.org/W2168685736","https://openalex.org/W2324535782","https://openalex.org/W2742757515","https://openalex.org/W2750720204","https://openalex.org/W2776393137"],"related_works":["https://openalex.org/W6912959637","https://openalex.org/W7115714813","https://openalex.org/W2950692242","https://openalex.org/W3217319902","https://openalex.org/W2789782330","https://openalex.org/W74629160","https://openalex.org/W7081306627","https://openalex.org/W2057230407","https://openalex.org/W7117249806","https://openalex.org/W6960025527"],"abstract_inverted_index":{"In":[0,50,217,241],"the":[1,28,60,95,99,103,110,140,151,166,183,218,242,269,272],"recent":[2],"years,":[3],"school":[4,41,65,104,229,255],"administrators":[5,42,66],"often":[6],"come":[7],"across":[8],"various":[9],"problems":[10],"while":[11],"teaching,":[12],"counseling,":[13],"and":[14,16,23,31,98,114,143],"promoting":[15],"providing":[17],"other":[18],"services":[19],"which":[20],"engender":[21],"disagreements":[22],"interpersonal":[24],"conflicts":[25],"between":[26],"students,":[27],"administrative":[29],"staff,":[30],"others.":[32],"Action":[33],"learning":[34,71,239,265],"is":[35,56,89,136,148,158,203,231,257],"an":[36,69,121,237,263],"effective":[37],"way":[38],"to":[39,45,58,119,138,181,225,251,268],"train":[40],"in":[43,64,161,165,176,191],"order":[44],"improve":[46],"their":[47,75],"conflict-handling":[48,76,100],"styles.":[49,77],"this":[51,79],"paper,":[52],"a":[53,81,145,177,192,196,228,254],"novel":[54],"approach":[55],"used":[57,90,137,160,224,249],"determine":[59,139],"effectiveness":[61],"of":[62,93,102],"training":[63],"who":[67],"attended":[68],"action":[70,238,264],"course":[72],"based":[73,213],"on":[74,214],"To":[78],"end,":[80],"Rahim":[82],"Organization":[83],"Conflict":[84],"Inventory":[85],"II":[86],"(ROCI-II)":[87],"instrument":[88],"that":[91],"consists":[92],"both":[94],"demographic":[96],"information":[97],"styles":[101],"administrators.":[105],"The":[106,130,154,200,208],"proposed":[107,184,273],"method":[108],"uses":[109],"Neutrosophic":[111],"Set":[112],"(NS)":[113],"Support":[115],"Vector":[116],"Machines":[117],"(SVMs)":[118],"construct":[120],"efficient":[122],"classification":[123,201],"scheme":[124],"neutrosophic":[125,131,141,152],"support":[126],"vector":[127],"machine":[128],"(NS-SVM).":[129],"c-means":[132],"(NCM)":[133],"clustering":[134],"algorithm":[135],"memberships":[142],"then":[144,159],"weighting":[146],"parameter":[147],"calculated":[149,155],"from":[150],"memberships.":[153],"weight":[156],"value":[157],"SVM":[162,168],"as":[163],"handled":[164],"Fuzzy":[167],"(FSVM)":[169],"approach.":[170],"Various":[171],"experimental":[172,187,278],"works":[173,188],"are":[174,189,211,223,248],"carried":[175],"computer":[178],"environment":[179,194],"out":[180],"validate":[182],"idea.":[185],"All":[186],"simulated":[190],"MATLAB":[193],"with":[195],"five-fold":[197],"cross-validation":[198],"technique.":[199],"performance":[202],"measured":[204],"by":[205],"accuracy":[206],"criteria.":[207],"prediction":[209],"experiments":[210],"conducted":[212],"two":[215],"scenarios.":[216],"first":[219],"one,":[220],"all":[221,277],"statements":[222],"predict":[226,252],"if":[227,253],"administrator":[230,256],"trained":[232,258],"or":[233,259],"not":[234,260],"after":[235,261],"attending":[236,262],"program.":[240,266],"second":[243],"scenario,":[244],"five":[245],"independent":[246],"dimensions":[247],"individually":[250],"According":[267],"obtained":[270],"results,":[271],"NS-SVM":[274],"outperforms":[275],"for":[276],"works.":[279]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2018-06-01T00:00:00"}