{"id":"https://openalex.org/W4410983718","doi":"https://doi.org/10.1007/s10844-025-00949-1","title":"Distance-based change point detection for novelty detection in concept-agnostic continual anomaly detection","display_name":"Distance-based change point detection for novelty detection in concept-agnostic continual anomaly detection","publication_year":2025,"publication_date":"2025-06-03","ids":{"openalex":"https://openalex.org/W4410983718","doi":"https://doi.org/10.1007/s10844-025-00949-1"},"language":"en","primary_location":{"id":"doi:10.1007/s10844-025-00949-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-025-00949-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-025-00949-1.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10844-025-00949-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093454296","display_name":"Collin Coil","orcid":"https://orcid.org/0009-0003-3963-4721"},"institutions":[{"id":"https://openalex.org/I181401687","display_name":"American University","ror":"https://ror.org/052w4zt36","country_code":"US","type":"education","lineage":["https://openalex.org/I181401687"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Collin Coil","raw_affiliation_strings":["American University, 4400 Massachusetts Avenue NW, Washington, 20016, DC, United States"],"raw_orcid":"https://orcid.org/0009-0003-3963-4721","affiliations":[{"raw_affiliation_string":"American University, 4400 Massachusetts Avenue NW, Washington, 20016, DC, United States","institution_ids":["https://openalex.org/I181401687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008887467","display_name":"Kamil Faber","orcid":"https://orcid.org/0000-0003-4221-0017"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Kamil Faber","raw_affiliation_strings":["AGH University of Krakow, Faculty of Computer Science, al. Mickiewicza 30, Krakow, 30059, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4221-0017","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Faculty of Computer Science, al. Mickiewicza 30, Krakow, 30059, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067892569","display_name":"Bart\u0142omiej \u015anie\u017cy\u0144ski","orcid":"https://orcid.org/0000-0002-4206-9052"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Bartlomiej Sniezynski","raw_affiliation_strings":["AGH University of Krakow, Faculty of Computer Science, al. Mickiewicza 30, Krakow, 30059, Poland"],"raw_orcid":"https://orcid.org/0000-0002-4206-9052","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Faculty of Computer Science, al. Mickiewicza 30, Krakow, 30059, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010914442","display_name":"Roberto Corizzo","orcid":"https://orcid.org/0000-0001-8366-6059"},"institutions":[{"id":"https://openalex.org/I181401687","display_name":"American University","ror":"https://ror.org/052w4zt36","country_code":"US","type":"education","lineage":["https://openalex.org/I181401687"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL","US"],"is_corresponding":true,"raw_author_name":"Roberto Corizzo","raw_affiliation_strings":["AGH University of Krakow, Faculty of Computer Science, al. Mickiewicza 30, Krakow, 30059, Poland","American University, 4400 Massachusetts Avenue NW, Washington, 20016, DC, United States"],"raw_orcid":"https://orcid.org/0000-0001-8366-6059","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Faculty of Computer Science, al. Mickiewicza 30, Krakow, 30059, Poland","institution_ids":["https://openalex.org/I686019"]},{"raw_affiliation_string":"American University, 4400 Massachusetts Avenue NW, Washington, 20016, DC, United States","institution_ids":["https://openalex.org/I181401687"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010914442"],"corresponding_institution_ids":["https://openalex.org/I181401687","https://openalex.org/I686019"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":5.1936,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9506673,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"64","issue":"1","first_page":"37","last_page":"75"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9975000023841858,"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/anomaly-detection","display_name":"Anomaly detection","score":0.8475927114486694},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.8379483819007874},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.83491450548172},{"id":"https://openalex.org/keywords/novelty-detection","display_name":"Novelty detection","score":0.7278281450271606},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.6170775890350342},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5455510020256042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48069101572036743},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39855754375457764},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34381234645843506},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08103248476982117}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.8475927114486694},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.8379483819007874},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.83491450548172},{"id":"https://openalex.org/C2778924833","wikidata":"https://www.wikidata.org/wiki/Q7064603","display_name":"Novelty detection","level":3,"score":0.7278281450271606},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.6170775890350342},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5455510020256042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48069101572036743},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39855754375457764},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34381234645843506},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08103248476982117},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","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":1,"locations":[{"id":"doi:10.1007/s10844-025-00949-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-025-00949-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-025-00949-1.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10844-025-00949-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-025-00949-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-025-00949-1.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410983718.pdf","grobid_xml":"https://content.openalex.org/works/W4410983718.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1975684011","https://openalex.org/W1976526581","https://openalex.org/W1986332411","https://openalex.org/W2047287351","https://openalex.org/W2062118960","https://openalex.org/W2099940443","https://openalex.org/W2105497548","https://openalex.org/W2121044470","https://openalex.org/W2150427470","https://openalex.org/W2257742059","https://openalex.org/W2296509296","https://openalex.org/W2296719434","https://openalex.org/W2337344967","https://openalex.org/W2515822248","https://openalex.org/W2525449401","https://openalex.org/W2754791538","https://openalex.org/W2788388592","https://openalex.org/W2789828921","https://openalex.org/W2805502496","https://openalex.org/W2936845163","https://openalex.org/W2963072899","https://openalex.org/W2990138404","https://openalex.org/W3004442222","https://openalex.org/W3040266635","https://openalex.org/W3042642865","https://openalex.org/W3091958244","https://openalex.org/W3098561233","https://openalex.org/W3128465814","https://openalex.org/W3135550350","https://openalex.org/W3162623502","https://openalex.org/W3167553563","https://openalex.org/W3205303036","https://openalex.org/W3208097639","https://openalex.org/W4206356216","https://openalex.org/W4214520787","https://openalex.org/W4238459806","https://openalex.org/W4254182148","https://openalex.org/W4304091765","https://openalex.org/W4312536888","https://openalex.org/W4378530079","https://openalex.org/W4388426023","https://openalex.org/W4391096909","https://openalex.org/W4391774404","https://openalex.org/W4392902599","https://openalex.org/W4393154285","https://openalex.org/W4394596018","https://openalex.org/W4396558173","https://openalex.org/W4399212077","https://openalex.org/W4399714814","https://openalex.org/W4401508754","https://openalex.org/W4402604100","https://openalex.org/W4402618655","https://openalex.org/W4402915766"],"related_works":["https://openalex.org/W2064636555","https://openalex.org/W2585503716","https://openalex.org/W1939982668","https://openalex.org/W2105014086","https://openalex.org/W2076090200","https://openalex.org/W3025682415","https://openalex.org/W2081173909","https://openalex.org/W4389009659","https://openalex.org/W198251434","https://openalex.org/W4312933423"],"abstract_inverted_index":{"Abstract":[0],"Anomaly":[1],"detection":[2,77,115,157,164,206,243],"provides":[3],"an":[4,95],"effective":[5,85],"decision":[6],"support":[7],"capability":[8],"in":[9,104,108,147,155,166,204],"several":[10],"real-world":[11,186],"domains.":[12],"One":[13],"limitation":[14,41],"of":[15,162,220,236],"conventional":[16],"approaches":[17,38],"is":[18,194],"their":[19],"inability":[20],"to":[21,33,55,71,119,144,196,209,240],"preserve":[22],"knowledge":[23,102],"as":[24,68,125],"models":[25,165],"are":[26,79],"constantly":[27],"updated":[28],"with":[29,57,173,181,200,217],"recent":[30],"data,":[31],"leading":[32],"catastrophic":[34],"forgetting.":[35],"Continual":[36],"learning":[37,168,176,199],"overcome":[39],"this":[40,133,137,212],"by":[42,139],"providing":[43],"strategies":[44,177],"that":[45,192,231],"provide":[46],"a":[47,80,100,141,201],"trade-off":[48],"between":[49,61],"model":[50],"stability":[51],"and":[52,66,89,121,150,178],"plasticity.":[53],"However,":[54,99],"deal":[56],"concept-agnostic":[58,148,198],"scenarios,":[59],"transitions":[60,146],"tasks/concepts":[62],"must":[63],"be":[64,215],"detected":[65],"provided":[67],"auxiliary":[69],"information":[70],"the":[72,83,159,221],"models.":[73],"While":[74],"change":[75,113,156,225],"point":[76,114],"methods":[78],"natural":[81],"fit,":[82],"most":[84],"ones":[86],"for":[87,112,224],"complex":[88],"evolving":[90,130],"data":[91],"rely":[92],"on":[93],"choosing":[94],"appropriate":[96],"distance":[97,110,222],"measure.":[98],"fundamental":[101],"gap":[103],"current":[105],"research":[106],"stands":[107],"how":[109,152],"measures":[111],"impact":[116],"models\u2019":[117],"ability":[118],"adapt":[120],"perform":[122,171,197],"over":[123],"time":[124],"new":[126],"concepts":[127],"emerge":[128],"from":[129],"data.":[131],"In":[132],"paper,":[134],"we":[135],"address":[136],"issue":[138],"proposing":[140],"modular":[142],"approach":[143],"identify":[145],"scenarios":[149,183],"investigating":[151],"different":[153,174],"distances":[154],"affect":[158],"predictive":[160],"performance":[161,207],"anomaly":[163,205,242],"continual":[167,175],"scenarios.":[169],"We":[170],"experiments":[172],"compare":[179],"them":[180],"concept-incremental":[182],"across":[184],"multiple":[185],"datasets.":[187],"Our":[188],"key":[189],"results":[190,229],"highlight":[191],"it":[193],"feasible":[195],"small":[202],"decline":[203,213],"compared":[208],"concept-incremental.":[210],"Moreover,":[211],"can":[214,238],"mitigated":[216],"proper":[218],"selection":[219],"measure":[223],"detection.":[226],"Finally,":[227],"our":[228],"reveal":[230],"even":[232],"moderately":[233],"accurate":[234],"identification":[235],"changes":[237],"lead":[239],"competitive":[241],"performance.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}