{"id":"https://openalex.org/W388988605","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000499","title":"Preliminary Discussion Regarding SVM Kernel Function Selection in the Twofold Rock Slope Prediction Model","display_name":"Preliminary Discussion Regarding SVM Kernel Function Selection in the Twofold Rock Slope Prediction Model","publication_year":2015,"publication_date":"2015-05-26","ids":{"openalex":"https://openalex.org/W388988605","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000499","mag":"388988605"},"language":"en","primary_location":{"id":"doi:10.1061/(asce)cp.1943-5487.0000499","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000499","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","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/A5101413447","display_name":"Yin Zhang","orcid":"https://orcid.org/0000-0001-7432-927X"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yin Zhang","raw_affiliation_strings":["College of Water Conservancy and Hydropower Engineering, Hohai Univ., No. 1 Xikang Rd., Nanjing 210098, China (corresponding author)"],"affiliations":[{"raw_affiliation_string":"College of Water Conservancy and Hydropower Engineering, Hohai Univ., No. 1 Xikang Rd., Nanjing 210098, China (corresponding author)","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102058178","display_name":"Miaolin Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaolin Dai","raw_affiliation_strings":["Associate Professor, College of Water Conservancy and Hydropower Engineering, Hohai Univ., No. 1 Xikang Rd., Nanjing 210098, China"],"affiliations":[{"raw_affiliation_string":"Associate Professor, College of Water Conservancy and Hydropower Engineering, Hohai Univ., No. 1 Xikang Rd., Nanjing 210098, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066386049","display_name":"Zhimin Ju","orcid":null},"institutions":[{"id":"https://openalex.org/I43081956","display_name":"Xiangnan University","ror":"https://ror.org/05by9mg64","country_code":"CN","type":"education","lineage":["https://openalex.org/I43081956"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhimin Ju","raw_affiliation_strings":["Engineer, HydroChina Zhongnan Engineering Corporation, Ltd., No. 16 Xiangzhang East Rd., Changsha 410114, China"],"affiliations":[{"raw_affiliation_string":"Engineer, HydroChina Zhongnan Engineering Corporation, Ltd., No. 16 Xiangzhang East Rd., Changsha 410114, China","institution_ids":["https://openalex.org/I43081956"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101413447"],"corresponding_institution_ids":["https://openalex.org/I163340411"],"apc_list":null,"apc_paid":null,"fwci":6.3461,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.95874674,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"30","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11046","display_name":"Geotechnical Engineering and Analysis","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T12293","display_name":"Dam Engineering and Safety","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/radial-basis-function-kernel","display_name":"Radial basis function kernel","score":0.6895553469657898},{"id":"https://openalex.org/keywords/sigmoid-function","display_name":"Sigmoid function","score":0.6645855903625488},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6571932435035706},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6360175609588623},{"id":"https://openalex.org/keywords/cohesion","display_name":"Cohesion (chemistry)","score":0.6158218383789062},{"id":"https://openalex.org/keywords/polynomial-kernel","display_name":"Polynomial kernel","score":0.6094074845314026},{"id":"https://openalex.org/keywords/radial-basis-function","display_name":"Radial basis function","score":0.5394397974014282},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.45836812257766724},{"id":"https://openalex.org/keywords/kernel-smoother","display_name":"Kernel smoother","score":0.447842538356781},{"id":"https://openalex.org/keywords/kernel-principal-component-analysis","display_name":"Kernel principal component analysis","score":0.445041686296463},{"id":"https://openalex.org/keywords/variable-kernel-density-estimation","display_name":"Variable kernel density estimation","score":0.43747377395629883},{"id":"https://openalex.org/keywords/kernel-embedding-of-distributions","display_name":"Kernel embedding of distributions","score":0.4300559461116791},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.42957308888435364},{"id":"https://openalex.org/keywords/slope-stability-probability-classification","display_name":"Slope stability probability classification","score":0.4201817810535431},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.39783263206481934},{"id":"https://openalex.org/keywords/slope-stability-analysis","display_name":"Slope stability analysis","score":0.37900617718696594},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3562629222869873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34735700488090515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3413783311843872},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.33168524503707886},{"id":"https://openalex.org/keywords/slope-stability","display_name":"Slope stability","score":0.3066105842590332},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.15625935792922974}],"concepts":[{"id":"https://openalex.org/C75866337","wikidata":"https://www.wikidata.org/wiki/Q7280263","display_name":"Radial basis function kernel","level":4,"score":0.6895553469657898},{"id":"https://openalex.org/C81388566","wikidata":"https://www.wikidata.org/wiki/Q526668","display_name":"Sigmoid function","level":3,"score":0.6645855903625488},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6571932435035706},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6360175609588623},{"id":"https://openalex.org/C104054115","wikidata":"https://www.wikidata.org/wiki/Q216828","display_name":"Cohesion (chemistry)","level":2,"score":0.6158218383789062},{"id":"https://openalex.org/C160446489","wikidata":"https://www.wikidata.org/wiki/Q7226642","display_name":"Polynomial kernel","level":4,"score":0.6094074845314026},{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.5394397974014282},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.45836812257766724},{"id":"https://openalex.org/C27406209","wikidata":"https://www.wikidata.org/wiki/Q6394203","display_name":"Kernel smoother","level":5,"score":0.447842538356781},{"id":"https://openalex.org/C182335926","wikidata":"https://www.wikidata.org/wiki/Q17093020","display_name":"Kernel principal component analysis","level":4,"score":0.445041686296463},{"id":"https://openalex.org/C195699287","wikidata":"https://www.wikidata.org/wiki/Q7915722","display_name":"Variable kernel density estimation","level":4,"score":0.43747377395629883},{"id":"https://openalex.org/C134517425","wikidata":"https://www.wikidata.org/wiki/Q16000131","display_name":"Kernel embedding of distributions","level":4,"score":0.4300559461116791},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.42957308888435364},{"id":"https://openalex.org/C167660697","wikidata":"https://www.wikidata.org/wiki/Q961278","display_name":"Slope stability probability classification","level":4,"score":0.4201817810535431},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.39783263206481934},{"id":"https://openalex.org/C107924113","wikidata":"https://www.wikidata.org/wiki/Q961278","display_name":"Slope stability analysis","level":3,"score":0.37900617718696594},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3562629222869873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34735700488090515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3413783311843872},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.33168524503707886},{"id":"https://openalex.org/C110069353","wikidata":"https://www.wikidata.org/wiki/Q961278","display_name":"Slope stability","level":2,"score":0.3066105842590332},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.15625935792922974},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"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/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/(asce)cp.1943-5487.0000499","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000499","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.44999998807907104,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W11904253","https://openalex.org/W1482294348","https://openalex.org/W1543810117","https://openalex.org/W1964357740","https://openalex.org/W1965622605","https://openalex.org/W1968909874","https://openalex.org/W1970064601","https://openalex.org/W1974438055","https://openalex.org/W1975048675","https://openalex.org/W1977813873","https://openalex.org/W1981526845","https://openalex.org/W1994807229","https://openalex.org/W1999205076","https://openalex.org/W2000403007","https://openalex.org/W2002664728","https://openalex.org/W2002727273","https://openalex.org/W2005350554","https://openalex.org/W2011792591","https://openalex.org/W2012947919","https://openalex.org/W2013460586","https://openalex.org/W2017203223","https://openalex.org/W2018267910","https://openalex.org/W2018612926","https://openalex.org/W2020355555","https://openalex.org/W2023349695","https://openalex.org/W2024390223","https://openalex.org/W2025651937","https://openalex.org/W2027751236","https://openalex.org/W2028193856","https://openalex.org/W2030368113","https://openalex.org/W2030851659","https://openalex.org/W2034781672","https://openalex.org/W2036657109","https://openalex.org/W2036996527","https://openalex.org/W2037931255","https://openalex.org/W2047676525","https://openalex.org/W2048193978","https://openalex.org/W2048253989","https://openalex.org/W2052230237","https://openalex.org/W2058097207","https://openalex.org/W2072217222","https://openalex.org/W2073367419","https://openalex.org/W2075097707","https://openalex.org/W2079958690","https://openalex.org/W2084609950","https://openalex.org/W2085223802","https://openalex.org/W2091621250","https://openalex.org/W2101533953","https://openalex.org/W2102274495","https://openalex.org/W2104322541","https://openalex.org/W2113846556","https://openalex.org/W2116439621","https://openalex.org/W2116563005","https://openalex.org/W2121284069","https://openalex.org/W2124935883","https://openalex.org/W2130301492","https://openalex.org/W2137003419","https://openalex.org/W2139774563","https://openalex.org/W2141854801","https://openalex.org/W2142833795","https://openalex.org/W2145471625","https://openalex.org/W2145960214","https://openalex.org/W2148603752","https://openalex.org/W2150525395","https://openalex.org/W2152500670","https://openalex.org/W2166135752","https://openalex.org/W2172274868","https://openalex.org/W2312983977","https://openalex.org/W2319593148","https://openalex.org/W2323023510","https://openalex.org/W2323469397","https://openalex.org/W2327428845","https://openalex.org/W2356451196","https://openalex.org/W2762885872"],"related_works":["https://openalex.org/W2393746448","https://openalex.org/W1984421104","https://openalex.org/W2384322977","https://openalex.org/W2027376491","https://openalex.org/W2095626363","https://openalex.org/W2420851703","https://openalex.org/W2079825755","https://openalex.org/W2382704364","https://openalex.org/W4311138679","https://openalex.org/W2974741803"],"abstract_inverted_index":{"The":[0],"kernel":[1,74,83,99,121,141,156,182,191,227],"function,":[2],"which":[3],"is":[4,66,85,101,123,143,165,184],"an":[5,24,61,67,146],"important":[6],"component":[7],"of":[8,18,48,60,91,112,129,140,149,162,175,198,220],"support":[9,205],"vector":[10,206],"machine":[11,207],"(SVM)":[12,208],"theory,":[13],"directly":[14],"affects":[15],"the":[16,58,78,88,97,107,113,119,126,160,171,176,195,199,212,216,225],"results":[17,59,178,214],"a":[19,92,130,138,189,204],"prediction":[20,26,209],"model.":[21,210],"When":[22],"establishing":[23],"effective":[25],"slope":[27,33,35,94,152,201,219],"model,":[28],"analysis":[29,71,148,161],"factors":[30,72,90,128,164],"such":[31],"as":[32],"angle,":[34],"height,":[36],"potential":[37,50,115],"sliding":[38,51,116,132],"body":[39],"height":[40],"and":[41,43,45,73,109],"inclination,":[42],"cohesion":[44,108],"friction":[46,110],"angle":[47,111],"each":[49],"surface":[52,133],"need":[53],"to":[54],"be":[55],"considered.":[56],"As":[57],"example":[62],"design":[63],"show,":[64],"there":[65],"appropriate":[68],"regularity":[69],"between":[70],"functions.":[75],"For":[76,135],"example,":[77],"radial":[79],"basis":[80],"function":[81,84,100,122,157,183,192,228],"(RBF)":[82],"suitable":[86,124],"for":[87,105,125,145,215],"geometry":[89],"rock":[93,151,200],"analysis,":[95],"whereas":[96],"Sigmoid":[98],"better":[102,193],"than":[103],"RBF":[104],"analyzing":[106],"back":[114],"surface;":[117],"likewise,":[118],"linear":[120],"material":[127],"bottom":[131],"analysis.":[134],"these":[136],"reasons,":[137],"combination":[139],"functions":[142],"necessary":[144],"overall":[147],"complex":[150],"problems.":[153],"A":[154],"comprehensive":[155,181,190,226],"based":[158],"on":[159],"different":[163],"proposed":[166],"in":[167],"this":[168,180],"paper.":[169],"Notably,":[170],"maximum":[172],"absolute":[173],"error":[174],"test":[177],"using":[179],"only":[185],"0.1698,":[186],"meaning":[187],"that":[188,224],"embodies":[194],"failure":[196],"mechanism":[197],"when":[202],"building":[203],"Furthermore,":[211],"application":[213],"right":[217],"bank":[218],"Dagang":[221],"Mountain":[222],"show":[223],"can":[229],"reflect":[230],"actual":[231],"instability.":[232]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}