{"id":"https://openalex.org/W7225565366","doi":"https://doi.org/10.5281/zenodo.24047134","title":"Fake Invoice Detection in 2026: Benford's Law vs Isolation Forest on 10,000 Records","display_name":"Fake Invoice Detection in 2026: Benford's Law vs Isolation Forest on 10,000 Records","publication_year":2026,"publication_date":"2026-11-07","ids":{"openalex":"https://openalex.org/W7225565366","doi":"https://doi.org/10.5281/zenodo.24047134"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.24047134","doi":"https://doi.org/10.5281/zenodo.24047134","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24047134","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.24047134","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002682188","display_name":"Hunter Gibson","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Gibson, Hunter","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5002682188"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13720","display_name":"Benford\u2019s Law and Fraud Detection","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13720","display_name":"Benford\u2019s Law and Fraud Detection","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.0,"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/T11652","display_name":"Imbalanced Data Classification Techniques","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"}}],"keywords":[{"id":"https://openalex.org/keywords/benford-s-law","display_name":"Benford's law","score":0.8550000190734863},{"id":"https://openalex.org/keywords/isolation-forest","display_name":"Isolation Forest","score":0.9369999766349792},{"id":"https://openalex.org/keywords/fraud-detection","display_name":"fraud detection","score":0.6959999799728394},{"id":"https://openalex.org/keywords/digit-patterns","display_name":"digit patterns","score":0.578000009059906},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.8180000185966492},{"id":"https://openalex.org/keywords/financial-records","display_name":"financial records","score":0.3779999911785126}],"concepts":[{"id":"https://openalex.org/C69721887","wikidata":"https://www.wikidata.org/wiki/Q2600316","display_name":"FLAGS register","level":2,"score":0.5001000165939331},{"id":"https://openalex.org/C2781456945","wikidata":"https://www.wikidata.org/wiki/Q190581","display_name":"Invoice","level":2,"score":0.4896000027656555},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.47909998893737793},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4717999994754791},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.421999990940094},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.41429999470710754},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3447999954223633},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.33390000462532043},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.32019999623298645},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3086000084877014},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.29409998655319214}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.24047134","doi":"https://doi.org/10.5281/zenodo.24047134","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24047134","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.24047135","doi":"https://doi.org/10.5281/zenodo.24047135","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24047135","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5281/zenodo.24047134","doi":"https://doi.org/10.5281/zenodo.24047134","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24047134","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7214892738","https://openalex.org/W2063462761","https://openalex.org/W2908277109","https://openalex.org/W3092043880","https://openalex.org/W811805333","https://openalex.org/W2956809006","https://openalex.org/W4245757536","https://openalex.org/W7017430093","https://openalex.org/W2772496186","https://openalex.org/W2996308032"],"abstract_inverted_index":{"Fake":[0],"invoice":[1],"detection":[2],"compares":[3],"Benford's":[4],"Law":[5],"and":[6],"Isolation":[7],"Forest":[8],"on":[9],"10,000":[10],"records:":[11],"one":[12],"tests":[13],"digit":[14],"patterns,":[15],"the":[16,25],"other":[17],"flags":[18],"sparse":[19],"records.":[20],"Independent":[21],"technical":[22],"note":[23],"mirroring":[24],"canonical":[26],"version:":[27],"https://financialauditexpert.com/blog/fake-invoice-detection-in-2026-benfords-law-vs-isolation-forest-on-10000-records.php":[28]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-11-09T00:00:00"}
