{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2012:X5LJJE24OVBOBGZQIE36R3MRMZ","short_pith_number":"pith:X5LJJE24","schema_version":"1.0","canonical_sha256":"bf5694935c7542e09b304137e8ed91666f44372edf465374782cfa00272c7a64","source":{"kind":"arxiv","id":"1210.1288","version":1},"attestation_state":"computed","paper":{"title":"Modified Entropy Measure for Detection of Association Rules Under Simpson's Paradox Context","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.AP","authors_text":"Cally Claire Ong, Michelle Cheong, Murphy Choy","submitted_at":"2012-10-04T03:37:17Z","abstract_excerpt":"The rapid explosion in retail data calls for more effective and efficient discovery of association rules to develop relevant business strategies and rules.Unlike online shopping sites, most brick and mortar retail shops are located in geographically and demographically diverse areas. This diversity presents a new challenge to the classical association rule model which assumes a homogenous group of customers behaving differently. The focus of this paper is centered on the discovery of association rules that were hidden as a result of a geographical and demographically diverse data. We will intr"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1210.1288","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2012-10-04T03:37:17Z","cross_cats_sorted":[],"title_canon_sha256":"5fbc3057769d5c3a5f457734b75dc2e4796d75df90621938dde957dc840aad3a","abstract_canon_sha256":"8474b4a399b19f7f60fe1469bf1238bd81c14c30820dfab77c7137edfa115f84"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T03:44:04.885197Z","signature_b64":"Bw5c1Y1dkrfcJsv2pSF9Ys9NLjiTCBkcfha53UgXEZ04H6L9rOeYUynXKaQlj9+t8FYtY9tE0ObVEJTrszjUDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bf5694935c7542e09b304137e8ed91666f44372edf465374782cfa00272c7a64","last_reissued_at":"2026-05-18T03:44:04.884486Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T03:44:04.884486Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Modified Entropy Measure for Detection of Association Rules Under Simpson's Paradox Context","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.AP","authors_text":"Cally Claire Ong, Michelle Cheong, Murphy Choy","submitted_at":"2012-10-04T03:37:17Z","abstract_excerpt":"The rapid explosion in retail data calls for more effective and efficient discovery of association rules to develop relevant business strategies and rules.Unlike online shopping sites, most brick and mortar retail shops are located in geographically and demographically diverse areas. This diversity presents a new challenge to the classical association rule model which assumes a homogenous group of customers behaving differently. The focus of this paper is centered on the discovery of association rules that were hidden as a result of a geographical and demographically diverse data. We will intr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1210.1288","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1210.1288","created_at":"2026-05-18T03:44:04.884589+00:00"},{"alias_kind":"arxiv_version","alias_value":"1210.1288v1","created_at":"2026-05-18T03:44:04.884589+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1210.1288","created_at":"2026-05-18T03:44:04.884589+00:00"},{"alias_kind":"pith_short_12","alias_value":"X5LJJE24OVBO","created_at":"2026-05-18T12:27:27.928770+00:00"},{"alias_kind":"pith_short_16","alias_value":"X5LJJE24OVBOBGZQ","created_at":"2026-05-18T12:27:27.928770+00:00"},{"alias_kind":"pith_short_8","alias_value":"X5LJJE24","created_at":"2026-05-18T12:27:27.928770+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ","json":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ.json","graph_json":"https://pith.science/api/pith-number/X5LJJE24OVBOBGZQIE36R3MRMZ/graph.json","events_json":"https://pith.science/api/pith-number/X5LJJE24OVBOBGZQIE36R3MRMZ/events.json","paper":"https://pith.science/paper/X5LJJE24"},"agent_actions":{"view_html":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ","download_json":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ.json","view_paper":"https://pith.science/paper/X5LJJE24","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1210.1288&json=true","fetch_graph":"https://pith.science/api/pith-number/X5LJJE24OVBOBGZQIE36R3MRMZ/graph.json","fetch_events":"https://pith.science/api/pith-number/X5LJJE24OVBOBGZQIE36R3MRMZ/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ/action/timestamp_anchor","attest_storage":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ/action/storage_attestation","attest_author":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ/action/author_attestation","sign_citation":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ/action/citation_signature","submit_replication":"https://pith.science/pith/X5LJJE24OVBOBGZQIE36R3MRMZ/action/replication_record"}},"created_at":"2026-05-18T03:44:04.884589+00:00","updated_at":"2026-05-18T03:44:04.884589+00:00"}