{"id":"https://openalex.org/W4310665628","doi":"https://doi.org/10.1093/bib/bbac506","title":"Concept drift detection in toxicology datasets using discriminative subgraph-based drift detector","display_name":"Concept drift detection in toxicology datasets using discriminative subgraph-based drift detector","publication_year":2022,"publication_date":"2022-12-03","ids":{"openalex":"https://openalex.org/W4310665628","doi":"https://doi.org/10.1093/bib/bbac506","pmid":"https://pubmed.ncbi.nlm.nih.gov/36464485"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbac506","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbac506","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"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/A5063452654","display_name":"Vandana Bharti","orcid":"https://orcid.org/0000-0001-8899-4908"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vandana Bharti","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041867260","display_name":"Shabari S Nair","orcid":null},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shabari S Nair","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012473597","display_name":"Akshat Jain","orcid":"https://orcid.org/0000-0001-9194-555X"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Akshat Jain","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046454544","display_name":"K.K. Shukla","orcid":"https://orcid.org/0000-0002-8756-6474"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kaushal Kumar Shukla","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084923728","display_name":"Bhaskar Biswas","orcid":"https://orcid.org/0000-0001-9762-3834"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bhaskar Biswas","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology (BHU) , Varanasi, 221005, Uttar Pradesh , India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5046454544"],"corresponding_institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":null,"fwci":0.116,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.53993009,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"24","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","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/T12761","display_name":"Data Stream Mining Techniques","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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9818000197410583,"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":0.9768999814987183,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.8617235422134399},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5402554869651794},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.538465142250061},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3988261818885803},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34584498405456543},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.33273887634277344},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.20495551824569702}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8617235422134399},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5402554869651794},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.538465142250061},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3988261818885803},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34584498405456543},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.33273887634277344},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.20495551824569702},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1093/bib/bbac506","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbac506","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:36464485","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36464485","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in bioinformatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7599999904632568,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1533169541","https://openalex.org/W1682770403","https://openalex.org/W1995875735","https://openalex.org/W2064675550","https://openalex.org/W2068319486","https://openalex.org/W2091613287","https://openalex.org/W2124996875","https://openalex.org/W2184148260","https://openalex.org/W2189911347","https://openalex.org/W2276859037","https://openalex.org/W2488133945","https://openalex.org/W2669485504","https://openalex.org/W2749777401","https://openalex.org/W2911612351","https://openalex.org/W2964544183","https://openalex.org/W3090388987","https://openalex.org/W4237296507"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W2404514746","https://openalex.org/W1652783584","https://openalex.org/W2082783427","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Due":[0],"to":[1,29,55,119,156],"the":[2,42,49,92,142,158,163,166,179,191,198,204],"increasing":[3],"importance":[4],"of":[5,44,69,110,114,193,206,211],"graphs":[6],"and":[7,38,81,99,116,128,140,161,170,181,201],"graph":[8,20,34,56,73,122,152],"streams":[9,35,57,74,123,160],"in":[10,13,19,33,41,165,184,197,203,208],"data":[11],"representation":[12],"today's":[14],"era,":[15],"concept":[16,30,194],"drift":[17,31,52,79,85,126,130,173,195],"detection":[18,32,196],"streaming":[21],"scenarios":[22],"is":[23],"more":[24],"important":[25],"than":[26],"ever.":[27],"Contributions":[28],"are":[36],"minimal":[37],"practically":[39],"non-existent":[40],"field":[43],"toxicology.":[45],"This":[46],"paper":[47,186],"applied":[48,117,146],"discriminative":[50],"subgraph-based":[51],"detector":[53],"(DSDD)":[54],"generated":[58,121,159],"from":[59],"real-world":[60],"toxicology":[61,66,199],"datasets.":[62],"We":[63,87,176],"used":[64,88],"four":[65],"datasets,":[67],"each":[68],"which":[70],"yielded":[71],"two":[72],"-":[75],"one":[76,82],"with":[77,83,91,103,169],"abrupt":[78,125],"points":[80,127,131],"gradual":[84,129],"points.":[86],"DSDD":[89,207],"both":[90],"standard":[93],"minimum":[94],"description":[95],"length":[96],"(MDL)":[97],"heuristic":[98,107],"after":[100],"replacing":[101],"MDL":[102],"a":[104,147,209],"much":[105],"simpler":[106],"SIZE":[108],"(number":[109],"vertices":[111],"+":[112],"number":[113],"edges),":[115],"it":[118],"all":[120,157],"containing":[124],"for":[132],"varying":[133],"window":[134],"sizes.":[135],"Following":[136],"that,":[137],"we":[138,145],"compared":[139,162],"analyzed":[141],"results.":[143],"Finally,":[144],"long":[148],"short-term":[149],"memory":[150],"based":[151],"stream":[153],"classification":[154],"model":[155],"difference":[164],"performances":[167],"obtained":[168],"without":[171],"detecting":[172],"using":[174],"DSDD.":[175],"believe":[177],"that":[178],"results":[180],"analysis":[182],"presented":[183],"this":[185],"will":[187],"provide":[188],"insight":[189],"into":[190],"task":[192],"domain":[200],"aid":[202],"application":[205],"variety":[210],"scenarios.":[212]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
