{"id":"https://openalex.org/W4415323285","doi":"https://doi.org/10.1007/978-3-031-90893-4_1","title":"Comparative Analysis of Machine Learning Algorithms for Phishing Detection","display_name":"Comparative Analysis of Machine Learning Algorithms for Phishing Detection","publication_year":2025,"publication_date":"2025-10-18","ids":{"openalex":"https://openalex.org/W4415323285","doi":"https://doi.org/10.1007/978-3-031-90893-4_1"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-90893-4_1","doi":"https://doi.org/10.1007/978-3-031-90893-4_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-90893-4_1","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4415323184","display_name":"Pattern Recognition and Artificial Intelligence"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"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/A5063701742","display_name":"Dimitar Rangelov","orcid":"https://orcid.org/0009-0005-8511-1555","observed_orcids":["https://orcid.org/0009-0005-8511-1555"]},"institutions":[{"id":"https://openalex.org/I4405258458","display_name":"Research & Development & Innovation Consortium","ror":"https://ror.org/00pdrrf84","country_code":"BG","type":"nonprofit","lineage":["https://openalex.org/I4405258458"]},{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["BG","NL"],"is_corresponding":true,"raw_author_name":"Dimitar Rangelov","raw_affiliation_strings":["AI and CAD Systems Lab at R & D & I Consortium (Sofia Tech Park), University of Twente, Enschede, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI and CAD Systems Lab at R & D & I Consortium (Sofia Tech Park), University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I4405258458","https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061227590","display_name":"Radoslav Iliev Miltchev","orcid":"https://orcid.org/0000-0003-1914-1172","observed_orcids":["https://orcid.org/0000-0003-1914-1172"]},"institutions":[{"id":"https://openalex.org/I31151848","display_name":"Technical University of Sofia","ror":"https://ror.org/052prhs50","country_code":"BG","type":"education","lineage":["https://openalex.org/I31151848"]},{"id":"https://openalex.org/I4405258458","display_name":"Research & Development & Innovation Consortium","ror":"https://ror.org/00pdrrf84","country_code":"BG","type":"nonprofit","lineage":["https://openalex.org/I4405258458"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Radoslav Miltchev","raw_affiliation_strings":["AI and CAD Systems Lab at R & D & I Consortium (Sofia Tech Park), Technical University of Sofia, Sofia, Bulgaria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI and CAD Systems Lab at R & D & I Consortium (Sofia Tech Park), Technical University of Sofia, Sofia, Bulgaria","institution_ids":["https://openalex.org/I31151848","https://openalex.org/I4405258458"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117209324","display_name":"Evgeni Genchev","orcid":"https://orcid.org/0009-0004-2538-8344","observed_orcids":["https://orcid.org/0009-0004-2538-8344"]},"institutions":[{"id":"https://openalex.org/I4405258458","display_name":"Research & Development & Innovation Consortium","ror":"https://ror.org/00pdrrf84","country_code":"BG","type":"nonprofit","lineage":["https://openalex.org/I4405258458"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Evgeni Genchev","raw_affiliation_strings":["AI and CAD Systems Lab at R & D & I Consortium (Sofia Tech Park), Sofia, Bulgaria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI and CAD Systems Lab at R & D & I Consortium (Sofia Tech Park), Sofia, Bulgaria","institution_ids":["https://openalex.org/I4405258458"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120052428","display_name":"Petar Kirkov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I31151848","display_name":"Technical University of Sofia","ror":"https://ror.org/052prhs50","country_code":"BG","type":"education","lineage":["https://openalex.org/I31151848"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Petar Kirkov","raw_affiliation_strings":["Technical University of Sofia, Sofia, Bulgaria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Sofia, Sofia, Bulgaria","institution_ids":["https://openalex.org/I31151848"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063701742"],"corresponding_institution_ids":["https://openalex.org/I4405258458","https://openalex.org/I94624287"],"apc_list":null,"apc_paid":null,"fwci":1.7372,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79157612,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.0,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/phishing-detection","display_name":"phishing detection","score":0.9959999918937683},{"id":"https://openalex.org/keywords/machine-learning-algorithm-comparison","display_name":"machine learning algorithm comparison","score":0.9309999942779541},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.9070000052452087},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.8560000061988831},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.9990000128746033},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.6809999942779541},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.9890000224113464},{"id":"https://openalex.org/keywords/overfitting","display_name":"overfitting","score":0.9580000042915344},{"id":"https://openalex.org/keywords/cybersecurity","display_name":"cybersecurity","score":0.3089999854564667}],"concepts":[{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.8744000196456909},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.8080000281333923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7458999752998352},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7081000208854675},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7055000066757202},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6151000261306763},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5634999871253967},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5047000050544739},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.48669999837875366},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.43700000643730164},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3580999970436096},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.35670000314712524},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.3481000065803528},{"id":"https://openalex.org/C138602881","wikidata":"https://www.wikidata.org/wiki/Q2709591","display_name":"Confusion matrix","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.3181999921798706},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3149999976158142},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.3070000112056732},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.2793000042438507},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.2565000057220459}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-90893-4_1","doi":"https://doi.org/10.1007/978-3-031-90893-4_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-90893-4_1","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},{"id":"pmh:oai:ris.utwente.nl:openaire_cris_publications/fe24b3f9-caf9-49c5-90fe-2aa97045d139","doi":null,"is_oa":false,"landing_page_url":"https://research.utwente.nl/en/publications/fe24b3f9-caf9-49c5-90fe-2aa97045d139","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/bookPart"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1956666414","https://openalex.org/W2002964284","https://openalex.org/W2148614760","https://openalex.org/W2166179755","https://openalex.org/W2485701013","https://openalex.org/W2594475271","https://openalex.org/W2743990443","https://openalex.org/W3118827657","https://openalex.org/W4309542874","https://openalex.org/W4313588323","https://openalex.org/W4313907009","https://openalex.org/W4388379719"],"related_works":["https://openalex.org/W4406053358","https://openalex.org/W7125601630","https://openalex.org/W4394596047","https://openalex.org/W4414864308","https://openalex.org/W4389292653","https://openalex.org/W7162693651","https://openalex.org/W7212414484","https://openalex.org/W7220760504","https://openalex.org/W4413074359","https://openalex.org/W4416059221"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2025-10-19T00:00:00"}