{"id":"https://openalex.org/W1961961564","doi":"https://doi.org/10.15439/2015f420","title":"Robust histogram-based feature engineering of time series data","display_name":"Robust histogram-based feature engineering of time series data","publication_year":2015,"publication_date":"2015-10-11","ids":{"openalex":"https://openalex.org/W1961961564","doi":"https://doi.org/10.15439/2015f420","mag":"1961961564"},"language":"en","primary_location":{"id":"doi:10.15439/2015f420","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2015f420","pdf_url":"https://annals-csis.org/proceedings/2015/pliks/420.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2015/pliks/420.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000303065","display_name":"Eftim Zdravevski","orcid":"https://orcid.org/0000-0001-7664-0168"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Eftim Zdravevski","raw_affiliation_strings":["[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030441606","display_name":"Petre Lameski","orcid":"https://orcid.org/0000-0002-5336-1796"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Petre Lameski","raw_affiliation_strings":["[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090721260","display_name":"Riste Mingov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Riste Mingov","raw_affiliation_strings":["NI TEKNA - Intelligent Technologies, Negotino, Macedonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NI TEKNA - Intelligent Technologies, Negotino, Macedonia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006536056","display_name":"Andrea Kulakov","orcid":"https://orcid.org/0000-0002-7075-0953"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Andrea Kulakov","raw_affiliation_strings":["[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085895610","display_name":"Dejan Gjorgjevikj","orcid":"https://orcid.org/0000-0002-0645-376X"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Dejan Gjorgjevikj","raw_affiliation_strings":["[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Faculty of Computer Science and Engineering, Ss.Cyril and Methodius University, Skopje, Macedonia]","institution_ids":["https://openalex.org/I76245029"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.9136,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.93186268,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"5","issue":null,"first_page":"381","last_page":"388"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9969000220298767,"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/histogram","display_name":"Histogram","score":0.8119170665740967},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7046817541122437},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.689667820930481},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.660930871963501},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5922284126281738},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5749987363815308},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.5584079027175903},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5525465607643127},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.539857029914856},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4110882580280304},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3807850480079651},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.27425417304039},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.10861393809318542},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09933364391326904}],"concepts":[{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.8119170665740967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7046817541122437},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.689667820930481},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.660930871963501},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5922284126281738},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5749987363815308},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5584079027175903},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5525465607643127},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.539857029914856},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4110882580280304},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3807850480079651},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27425417304039},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.10861393809318542},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09933364391326904},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.15439/2015f420","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2015f420","pdf_url":"https://annals-csis.org/proceedings/2015/pliks/420.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.736.3845","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.736.3845","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://fedcsis.org/proceedings/2015/pliks/420.pdf","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:0021a4135c5d4caca12f208997647ed2","is_oa":false,"landing_page_url":"https://doaj.org/article/0021a4135c5d4caca12f208997647ed2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 5, Pp 381-388 (2015)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2015f420","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2015f420","pdf_url":"https://annals-csis.org/proceedings/2015/pliks/420.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1961961564.pdf","grobid_xml":"https://content.openalex.org/works/W1961961564.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W27156145","https://openalex.org/W74920699","https://openalex.org/W198826904","https://openalex.org/W585336894","https://openalex.org/W1499049447","https://openalex.org/W1927223040","https://openalex.org/W2048760967","https://openalex.org/W2081028405","https://openalex.org/W2083826659","https://openalex.org/W2106595237","https://openalex.org/W2109943925","https://openalex.org/W2112320278","https://openalex.org/W2148694408","https://openalex.org/W2153635508","https://openalex.org/W3023058184","https://openalex.org/W6676953847","https://openalex.org/W6776535907"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W3092506759","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W120741642","https://openalex.org/W138569904","https://openalex.org/W2390914021","https://openalex.org/W2389417819"],"abstract_inverted_index":{"Collecting":[0],"data":[1,14,23,131],"at":[2],"regular":[3],"time":[4,33,51,85,97],"nowadays":[5],"is":[6,16,21,36,120],"ubiquitous.":[7],"The":[8,88],"most":[9],"widely":[10],"used":[11],"type":[12],"of":[13,64,84,92,103,115,129,153,179],"that":[15,31,41,67,167],"being":[17,69],"collected":[18],"and":[19,24,53,108,132],"analyzed":[20,58],"financial":[22,32],"sensor":[25,48,162],"readings.":[26,164],"Various":[27],"businesses":[28],"have":[29],"realized":[30],"series":[34,52,86,98],"analysis":[35],"a":[37,61,76],"powerful":[38],"analytical":[39],"tool":[40],"can":[42,59],"lead":[43],"to":[44,124,141,171],"competitive":[45],"advantages.":[46],"Likewise,":[47],"networks":[49],"generate":[50],"if":[54],"they":[55],"are":[56,68],"properly":[57],"give":[60],"better":[62],"understanding":[63],"the":[65,96,101,118,130,142,173,188],"processes":[66],"monitored.":[70],"In":[71],"this":[72],"paper":[73],"we":[74,168],"propose":[75],"novel":[77],"generic":[78],"histogram-based":[79],"method":[80,138],"for":[81],"feature":[82,135],"engineering":[83],"data.":[87],"preprocessing":[89],"phase":[90],"consists":[91],"several":[93],"steps:":[94],"deseansonalyzing":[95],"data,":[99],"modeling":[100,128],"speed":[102],"change":[104],"with":[105,151,176],"first":[106],"derivatives,":[107],"finally":[109],"calculating":[110],"histograms.":[111],"By":[112,165],"doing":[113,166],"all":[114],"those":[116],"steps":[117],"goal":[119],"three-fold:":[121],"achieve":[122],"invariance":[123],"different":[125],"factors,":[126],"good":[127],"preform":[133],"significant":[134],"reduction.":[136],"This":[137],"was":[139,149,183],"applied":[140],"AAIA":[143],"Data":[144],"Mining":[145],"Competition":[146],"2015,":[147],"which":[148,182],"concerned":[150],"recognition":[152],"activities":[154],"carried":[155],"out":[156],"by":[157,159],"firefighters":[158],"analyzing":[160],"body":[161],"network":[163],"were":[169],"able":[170],"score":[172],"third":[174],"place":[175],"predictive":[177],"accuracy":[178],"about":[180,184],"83%,":[181],"1%":[185],"worse":[186],"than":[187],"winning":[189],"solution.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}