{"id":"https://openalex.org/W2970448833","doi":"https://doi.org/10.1109/ijcnn.2019.8852424","title":"RIT2FIS: A Recurrent Interval Type 2 Fuzzy Inference System and its Rule Base Estimation","display_name":"RIT2FIS: A Recurrent Interval Type 2 Fuzzy Inference System and its Rule Base Estimation","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2970448833","doi":"https://doi.org/10.1109/ijcnn.2019.8852424","mag":"2970448833"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2019.8852424","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852424","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dr.ntu.edu.sg/bitstream/10356/106766/1/RIT2FIS.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045997229","display_name":"Subhrajit Samanta","orcid":"https://orcid.org/0000-0001-9065-9308"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Subhrajit Samanta","raw_affiliation_strings":["ERI@N-IGS, NTU, Singapore"],"affiliations":[{"raw_affiliation_string":"ERI@N-IGS, NTU, Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062484317","display_name":"Andre Hartanto","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andre Hartanto","raw_affiliation_strings":["SCSE, NTU, Singapore"],"affiliations":[{"raw_affiliation_string":"SCSE, NTU, Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036928886","display_name":"Mahardhika Pratama","orcid":"https://orcid.org/0000-0001-6531-5087"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mahardhika Pratama","raw_affiliation_strings":["ERI@N-IGS, NTU, Singapore"],"affiliations":[{"raw_affiliation_string":"ERI@N-IGS, NTU, Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100765440","display_name":"Suresh Sundaram","orcid":"https://orcid.org/0000-0001-6275-0921"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Suresh Sundaram","raw_affiliation_strings":["Aerospace Engineering, IISC, Bengaluru, India"],"affiliations":[{"raw_affiliation_string":"Aerospace Engineering, IISC, Bengaluru, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068251217","display_name":"Narasimalu Srikanth","orcid":"https://orcid.org/0000-0002-7168-5006"},"institutions":[{"id":"https://openalex.org/I4210153592","display_name":"Geriatric Education and Research Institute","ror":"https://ror.org/04bqwt245","country_code":"SG","type":"facility","lineage":["https://openalex.org/I4210153592"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Narasimalu Srikanth","raw_affiliation_strings":["ERI@N, NTU, Singapore"],"affiliations":[{"raw_affiliation_string":"ERI@N, NTU, Singapore","institution_ids":["https://openalex.org/I4210153592"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5045997229"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2886,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.66803335,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9991000294685364,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9991000294685364,"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/T10320","display_name":"Neural Networks and Applications","score":0.9988999962806702,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.6293480396270752},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.5676976442337036},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5141689777374268},{"id":"https://openalex.org/keywords/tracing","display_name":"Tracing","score":0.5044749975204468},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.5002033710479736},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.484483927488327},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48089170455932617},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.4766978919506073},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4657842218875885},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.44411927461624146},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.43520963191986084},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.430065780878067},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3953521251678467},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25208815932273865}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6293480396270752},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.5676976442337036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5141689777374268},{"id":"https://openalex.org/C138673069","wikidata":"https://www.wikidata.org/wiki/Q322229","display_name":"Tracing","level":2,"score":0.5044749975204468},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.5002033710479736},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.484483927488327},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48089170455932617},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.4766978919506073},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4657842218875885},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.44411927461624146},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.43520963191986084},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.430065780878067},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3953521251678467},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25208815932273865},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn.2019.8852424","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852424","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/106766","is_oa":true,"landing_page_url":"http://hdl.handle.net/10220/49775","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/106766/1/RIT2FIS.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":{"id":"pmh:oai:dr.ntu.edu.sg:10356/106766","is_oa":true,"landing_page_url":"http://hdl.handle.net/10220/49775","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/106766/1/RIT2FIS.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2970448833.pdf","grobid_xml":"https://content.openalex.org/works/W2970448833.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W118754115","https://openalex.org/W1974431321","https://openalex.org/W1977556410","https://openalex.org/W2006476624","https://openalex.org/W2019207321","https://openalex.org/W2035551203","https://openalex.org/W2052345845","https://openalex.org/W2056052206","https://openalex.org/W2062494478","https://openalex.org/W2067201152","https://openalex.org/W2067281793","https://openalex.org/W2079325629","https://openalex.org/W2093768254","https://openalex.org/W2097930197","https://openalex.org/W2104727184","https://openalex.org/W2105265534","https://openalex.org/W2118415523","https://openalex.org/W2129013743","https://openalex.org/W2133267871","https://openalex.org/W2136340804","https://openalex.org/W2138484437","https://openalex.org/W2146972303","https://openalex.org/W2149604064","https://openalex.org/W2150355110","https://openalex.org/W2151863350","https://openalex.org/W2157166487","https://openalex.org/W2159219354","https://openalex.org/W2160323149","https://openalex.org/W2169814901","https://openalex.org/W2170937782","https://openalex.org/W2295452692","https://openalex.org/W2511274580","https://openalex.org/W2912678911","https://openalex.org/W2917443388","https://openalex.org/W2952079435","https://openalex.org/W2957130030","https://openalex.org/W3124824453","https://openalex.org/W4245152641","https://openalex.org/W4252134603","https://openalex.org/W6604754185","https://openalex.org/W6644682428","https://openalex.org/W6682133608","https://openalex.org/W6764470650","https://openalex.org/W6765843387"],"related_works":["https://openalex.org/W2785395359","https://openalex.org/W1549951490","https://openalex.org/W2247295643","https://openalex.org/W2111426611","https://openalex.org/W1966629635","https://openalex.org/W3159983598","https://openalex.org/W2357953609","https://openalex.org/W2367175432","https://openalex.org/W2374727787","https://openalex.org/W2288384671"],"abstract_inverted_index":{"Two":[0],"of":[1,49,121,132,158],"the":[2,15,62,89,103,111,119,146],"major":[3],"challenges":[4],"associated":[5],"with":[6],"time":[7,143,171],"series":[8,172],"modelling":[9],"are":[10,134],"handling":[11,48],"uncertainty":[12],"present":[13],"in":[14,34,55,69,91],"data":[16,90],"and":[17,58,129,154,169,180],"tracing":[18,70],"its":[19,56],"dynamical":[20],"behaviour.":[21],"A":[22],"Recurrent":[23],"Interval":[24],"Type":[25],"2":[26,42],"Fuzzy":[27],"Inference":[28],"System":[29],"or":[30],"RIT2FIS":[31,37,66,77,133,159],"is":[32,98,107,148,160],"presented":[33],"this":[35],"paper.":[36],"adopts":[38],"an":[39,92,177],"interval":[40],"type":[41],"fuzzy":[43,113,125],"inference":[44],"mechanism":[45],"for":[46,116,124],"superior":[47],"uncertainty.":[50],"The":[51,127],"memory":[52],"neurons":[53],"employed":[54,109],"hidden":[57],"output":[59],"layer,":[60],"retain":[61],"temporal":[63],"information,":[64],"making":[65],"highly":[67],"proficient":[68],"system":[71],"dynamics":[72],"at":[73],"a":[74,82,137,181],"granular":[75],"level.":[76],"also":[78],"benefits":[79],"from":[80],"incorporating":[81],"k-means":[83],"algorithm":[84,144],"inspired":[85],"approach":[86],"to":[87,101,151],"cluster":[88],"unsupervised":[93],"manner.":[94],"An":[95],"'Elbow":[96],"Method'":[97],"utilized":[99],"next":[100],"determine":[102],"optimal":[104,112],"clustering":[105],"which":[106,174],"then":[108],"as":[110],"rule":[114,183],"base":[115],"RIT2FIS,":[117],"eliminating":[118],"necessity":[120],"expert":[122],"knowledge":[123],"initiation.":[126],"antecedent":[128],"consequent":[130],"parameters":[131],"updated":[135],"using":[136],"gradient":[138],"descent":[139],"based":[140],"back-propagation":[141],"through":[142],"where":[145],"learning":[147],"made":[149],"self-regulatory":[150],"avoid":[152],"over-fitting":[153],"ensure":[155],"generalization.":[156],"Performance":[157],"evaluated":[161],"against":[162],"popular":[163],"neuro-fuzzy":[164],"methods":[165],"on":[166],"different":[167],"benchmark":[168],"real-world":[170],"problems":[173],"distinctly":[175],"indicates":[176],"improved":[178],"accuracy":[179],"parsimonious":[182],"base.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}