{"id":"https://openalex.org/W1999386820","doi":"https://doi.org/10.2478/v10006-012-0036-3","title":"Improving prediction models applied in systems monitoring natural hazards and machinery","display_name":"Improving prediction models applied in systems monitoring natural hazards and machinery","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W1999386820","doi":"https://doi.org/10.2478/v10006-012-0036-3","mag":"1999386820"},"language":"en","primary_location":{"id":"doi:10.2478/v10006-012-0036-3","is_oa":true,"landing_page_url":"https://doi.org/10.2478/v10006-012-0036-3","pdf_url":"https://sciendo.com/pdf/10.2478/v10006-012-0036-3","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://sciendo.com/pdf/10.2478/v10006-012-0036-3","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046867957","display_name":"Marek Sikora","orcid":"https://orcid.org/0000-0002-2393-9761"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marek Sikora","raw_affiliation_strings":["Institute of Informatics, Silesian University of Technology, Akademicka 16, 44-100 Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Silesian University of Technology, Akademicka 16, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048174033","display_name":"Beata Sikora","orcid":"https://orcid.org/0000-0001-9471-4706"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]},{"id":"https://openalex.org/I4210137370","display_name":"Institute of Mathematics","ror":"https://ror.org/04hrrh248","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210137370","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Beata Sikora","raw_affiliation_strings":["Institute of Mathematics, Silesian University of Technology, Kaszubska 23, 44-100 Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Mathematics, Silesian University of Technology, Kaszubska 23, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I119004910","https://openalex.org/I4210137370"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":0.9436,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.82044723,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"22","issue":"2","first_page":"477","last_page":"491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9918000102043152,"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":0.9918000102043152,"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":0.9825000166893005,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9663000106811523,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoregressive-integrated-moving-average","display_name":"Autoregressive integrated moving average","score":0.7222829461097717},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6086701154708862},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5728632211685181},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5490959286689758},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4763225018978119},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4461308419704437},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.43897825479507446},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24918755888938904},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18386036157608032}],"concepts":[{"id":"https://openalex.org/C24338571","wikidata":"https://www.wikidata.org/wiki/Q2566298","display_name":"Autoregressive integrated moving average","level":3,"score":0.7222829461097717},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6086701154708862},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5728632211685181},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5490959286689758},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4763225018978119},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4461308419704437},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.43897825479507446},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24918755888938904},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18386036157608032},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.2478/v10006-012-0036-3","is_oa":true,"landing_page_url":"https://doi.org/10.2478/v10006-012-0036-3","pdf_url":"https://sciendo.com/pdf/10.2478/v10006-012-0036-3","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.390.7823","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.390.7823","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://matwbn.icm.edu.pl/ksiazki/amc/amc22/amc22219.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.901.4396","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.901.4396","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.baztech-article-BPZ7-0001-0036/c/Sikora.pdf","raw_type":"text"}],"best_oa_location":{"id":"doi:10.2478/v10006-012-0036-3","is_oa":true,"landing_page_url":"https://doi.org/10.2478/v10006-012-0036-3","pdf_url":"https://sciendo.com/pdf/10.2478/v10006-012-0036-3","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1999386820.pdf","grobid_xml":"https://content.openalex.org/works/W1999386820.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W740415","https://openalex.org/W6404606","https://openalex.org/W7415350","https://openalex.org/W584018385","https://openalex.org/W788555679","https://openalex.org/W809071854","https://openalex.org/W934143999","https://openalex.org/W1481566577","https://openalex.org/W1490891821","https://openalex.org/W1492437976","https://openalex.org/W1510073064","https://openalex.org/W1541988923","https://openalex.org/W1569967194","https://openalex.org/W1570448133","https://openalex.org/W1578760589","https://openalex.org/W1594031697","https://openalex.org/W1738398458","https://openalex.org/W1827261456","https://openalex.org/W1969476713","https://openalex.org/W1985729415","https://openalex.org/W1995930498","https://openalex.org/W2013943460","https://openalex.org/W2024631965","https://openalex.org/W2031470529","https://openalex.org/W2032023325","https://openalex.org/W2033486907","https://openalex.org/W2034922207","https://openalex.org/W2047010542","https://openalex.org/W2048552369","https://openalex.org/W2049669062","https://openalex.org/W2071782633","https://openalex.org/W2087347434","https://openalex.org/W2094152211","https://openalex.org/W2096123080","https://openalex.org/W2104205459","https://openalex.org/W2107170260","https://openalex.org/W2109562042","https://openalex.org/W2125055259","https://openalex.org/W2143718527","https://openalex.org/W2145725688","https://openalex.org/W2148674002","https://openalex.org/W2156909104","https://openalex.org/W2161920802","https://openalex.org/W2162505666","https://openalex.org/W2172073485","https://openalex.org/W2477400917","https://openalex.org/W2798056406","https://openalex.org/W2966207845","https://openalex.org/W3023540311","https://openalex.org/W3085162807","https://openalex.org/W4248958492","https://openalex.org/W4285719527","https://openalex.org/W4292483811","https://openalex.org/W4297957988","https://openalex.org/W4388215482","https://openalex.org/W6600255697","https://openalex.org/W6622633218","https://openalex.org/W6634095850","https://openalex.org/W6672247373","https://openalex.org/W6674594167","https://openalex.org/W7017779824"],"related_works":["https://openalex.org/W3175321409","https://openalex.org/W4312561791","https://openalex.org/W2389894046","https://openalex.org/W2215717369","https://openalex.org/W2146461990","https://openalex.org/W4312309719","https://openalex.org/W4391216528","https://openalex.org/W2980748541","https://openalex.org/W4399581288","https://openalex.org/W4313123484"],"abstract_inverted_index":{"Improving":[0],"prediction":[1,78],"models":[2],"applied":[3,71],"in":[4,39,53,135,206],"systems":[5,199],"monitoring":[6,52,205],"natural":[7,48,201],"hazards":[8,49,202],"and":[9,25,50,91,104,203],"machinery":[10,51,204],"A":[11,37],"method":[12,24,75,180],"of":[13,31,60,64,76,82,86,107,127,140,167,191,200,214,225],"combining":[14],"three":[15,188],"analytic":[16],"techniques":[17],"including":[18],"regression":[19,87],"rule":[20,88],"induction,":[21],"thek-nearest":[22,178],"neighbors":[23],"time":[26,106],"series":[27],"forecasting":[28,41],"by":[29,100,155,177,198],"means":[30],"the":[32,40,57,61,94,101,116,123,128,143,159,173,192,226],"ARIMA":[33,160],"methodology":[34],"is":[35,97],"presented.":[36,132],"decrease":[38,122],"error":[42,126,185],"while":[43],"solving":[44],"problems":[45],"that":[46,165],"concern":[47],"coal":[54,207],"mines":[55,208],"was":[56,70],"main":[58],"objective":[59],"combined":[62],"application":[63,189],"these":[65],"techniques.":[66],"The":[67,162],"M5":[68,95,174],"algorithm":[69,96,175],"as":[72,222],"a":[73,138,168,223],"basic":[74],"developing":[77],"models.":[79],"In":[80,115,211],"spite":[81],"an":[83,156],"intensive":[84],"development":[85],"induction":[89],"algorithms":[90],"fuzzy-neural":[92],"systems,":[93],"still":[98],"characterized":[99],"generalization":[102],"ability":[103],"unbeatable":[105],"data":[108,169,196,217],"model":[109],"creation":[110],"competitive":[111],"with":[112],"other":[113,163],"systems.":[114],"paper,":[117],"two":[118],"solutions":[119,194],"designed":[120],"to":[121,148,184],"mean":[124],"square":[125],"obtained":[129],"rules":[130],"are":[131,153,209,220],"One":[133],"consists":[134],"introducing":[136],"into":[137],"set":[139,170],"conditional":[141],"variables":[142],"so-called":[144],"meta-variable":[145],"(an":[146],"analogy":[147],"constructive":[149],"induction)":[150],"whose":[151],"values":[152],"determined":[154],"autoregressive":[157],"or":[158],"model.":[161],"shows":[164],"limitation":[166],"on":[171],"which":[172],"operates":[176],"neighbor":[179],"can":[181],"also":[182],"lead":[183],"decreasing.":[186],"Moreover,":[187],"examples":[190],"presented":[193,227],"for":[195],"collected":[197],"described.":[210],"Appendix,":[212],"results":[213],"several":[215],"benchmark":[216],"sets":[218],"analyses":[219],"given":[221],"supplement":[224],"results.":[228]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":2}],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2025-10-10T00:00:00"}