{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:N7Q7FRTSSETTWQK3543UGEMM7P","short_pith_number":"pith:N7Q7FRTS","canonical_record":{"source":{"id":"2411.05317","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-11-08T04:18:07Z","cross_cats_sorted":[],"title_canon_sha256":"12fe40c44058ff053583223aa9715c17b5537c8bd0a3a0da1c1bd9c21535ce5f","abstract_canon_sha256":"d4f86ef0c37e56fde3a62e140c59ae89e8e406ffd9951a371d39d847e1e7534c"},"schema_version":"1.0"},"canonical_sha256":"6fe1f2c67291273b415bef3743118cfbe9e9b5fa10831148ff7ba4c6a2979c59","source":{"kind":"arxiv","id":"2411.05317","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.05317","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"arxiv_version","alias_value":"2411.05317v1","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.05317","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"pith_short_12","alias_value":"N7Q7FRTSSETT","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"pith_short_16","alias_value":"N7Q7FRTSSETTWQK3","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"pith_short_8","alias_value":"N7Q7FRTS","created_at":"2026-07-05T09:32:58Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:N7Q7FRTSSETTWQK3543UGEMM7P","target":"record","payload":{"canonical_record":{"source":{"id":"2411.05317","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-11-08T04:18:07Z","cross_cats_sorted":[],"title_canon_sha256":"12fe40c44058ff053583223aa9715c17b5537c8bd0a3a0da1c1bd9c21535ce5f","abstract_canon_sha256":"d4f86ef0c37e56fde3a62e140c59ae89e8e406ffd9951a371d39d847e1e7534c"},"schema_version":"1.0"},"canonical_sha256":"6fe1f2c67291273b415bef3743118cfbe9e9b5fa10831148ff7ba4c6a2979c59","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:32:58.405572Z","signature_b64":"6cFBrrXysby0hXjcvG57ZUV9XHnagVrovP3MxBWcxNVBO6HYVn9UmvpOUs/ASKsuZbSpGyhD56VJI/TOH9YYDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6fe1f2c67291273b415bef3743118cfbe9e9b5fa10831148ff7ba4c6a2979c59","last_reissued_at":"2026-07-05T09:32:58.404967Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:32:58.404967Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.05317","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:32:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UsbZQK+lfL8uX3D4/dlkMj/V0OgZ99J1w5M7BzU60BOYZHfPWe64UejvoZPiz4E66Ud1rO6dYrccZFphcLkYCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T13:59:53.106873Z"},"content_sha256":"6c4469c41d34d28ad05bbbf631e1f5220411cee833c848ad5c2ce1d66f1e7156","schema_version":"1.0","event_id":"sha256:6c4469c41d34d28ad05bbbf631e1f5220411cee833c848ad5c2ce1d66f1e7156"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:N7Q7FRTSSETTWQK3543UGEMM7P","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SeqRFM: Fast RFM Analysis in Sequence Data","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.DB","authors_text":"Philippe Fournier-Viger, Pinlyu Zhou, Wensheng Gan, Yanxin Zheng, Zefeng Chen","submitted_at":"2024-11-08T04:18:07Z","abstract_excerpt":"In recent years, data mining technologies have been well applied to many domains, including e-commerce. In customer relationship management (CRM), the RFM analysis model is one of the most effective approaches to increase the profits of major enterprises. However, with the rapid development of e-commerce, the diversity and abundance of e-commerce data pose a challenge to mining efficiency. Moreover, in actual market transactions, the chronological order of transactions reflects customer behavior and preferences. To address these challenges, we develop an effective algorithm called SeqRFM, whic"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.05317","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2411.05317/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:32:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rOJY+i0Gt/y2NkQKiqgjO+fXzpndVK9jmumsrwMVcMvEbpLbJoPEMJaSeSBDro7LX1ISAhKw6HnH4p7ukYv8Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T13:59:53.107553Z"},"content_sha256":"d7515c914dd2038666d7101efabf050c2e8fd75ee528ff448a1c10befca67f22","schema_version":"1.0","event_id":"sha256:d7515c914dd2038666d7101efabf050c2e8fd75ee528ff448a1c10befca67f22"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/N7Q7FRTSSETTWQK3543UGEMM7P/bundle.json","state_url":"https://pith.science/pith/N7Q7FRTSSETTWQK3543UGEMM7P/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/N7Q7FRTSSETTWQK3543UGEMM7P/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-04T13:59:53Z","links":{"resolver":"https://pith.science/pith/N7Q7FRTSSETTWQK3543UGEMM7P","bundle":"https://pith.science/pith/N7Q7FRTSSETTWQK3543UGEMM7P/bundle.json","state":"https://pith.science/pith/N7Q7FRTSSETTWQK3543UGEMM7P/state.json","well_known_bundle":"https://pith.science/.well-known/pith/N7Q7FRTSSETTWQK3543UGEMM7P/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:N7Q7FRTSSETTWQK3543UGEMM7P","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"d4f86ef0c37e56fde3a62e140c59ae89e8e406ffd9951a371d39d847e1e7534c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-11-08T04:18:07Z","title_canon_sha256":"12fe40c44058ff053583223aa9715c17b5537c8bd0a3a0da1c1bd9c21535ce5f"},"schema_version":"1.0","source":{"id":"2411.05317","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.05317","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"arxiv_version","alias_value":"2411.05317v1","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.05317","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"pith_short_12","alias_value":"N7Q7FRTSSETT","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"pith_short_16","alias_value":"N7Q7FRTSSETTWQK3","created_at":"2026-07-05T09:32:58Z"},{"alias_kind":"pith_short_8","alias_value":"N7Q7FRTS","created_at":"2026-07-05T09:32:58Z"}],"graph_snapshots":[{"event_id":"sha256:d7515c914dd2038666d7101efabf050c2e8fd75ee528ff448a1c10befca67f22","target":"graph","created_at":"2026-07-05T09:32:58Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2411.05317/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years, data mining technologies have been well applied to many domains, including e-commerce. In customer relationship management (CRM), the RFM analysis model is one of the most effective approaches to increase the profits of major enterprises. However, with the rapid development of e-commerce, the diversity and abundance of e-commerce data pose a challenge to mining efficiency. Moreover, in actual market transactions, the chronological order of transactions reflects customer behavior and preferences. To address these challenges, we develop an effective algorithm called SeqRFM, whic","authors_text":"Philippe Fournier-Viger, Pinlyu Zhou, Wensheng Gan, Yanxin Zheng, Zefeng Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-11-08T04:18:07Z","title":"SeqRFM: Fast RFM Analysis in Sequence Data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.05317","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:6c4469c41d34d28ad05bbbf631e1f5220411cee833c848ad5c2ce1d66f1e7156","target":"record","created_at":"2026-07-05T09:32:58Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"d4f86ef0c37e56fde3a62e140c59ae89e8e406ffd9951a371d39d847e1e7534c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-11-08T04:18:07Z","title_canon_sha256":"12fe40c44058ff053583223aa9715c17b5537c8bd0a3a0da1c1bd9c21535ce5f"},"schema_version":"1.0","source":{"id":"2411.05317","kind":"arxiv","version":1}},"canonical_sha256":"6fe1f2c67291273b415bef3743118cfbe9e9b5fa10831148ff7ba4c6a2979c59","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6fe1f2c67291273b415bef3743118cfbe9e9b5fa10831148ff7ba4c6a2979c59","first_computed_at":"2026-07-05T09:32:58.404967Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:32:58.404967Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6cFBrrXysby0hXjcvG57ZUV9XHnagVrovP3MxBWcxNVBO6HYVn9UmvpOUs/ASKsuZbSpGyhD56VJI/TOH9YYDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:32:58.405572Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.05317","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6c4469c41d34d28ad05bbbf631e1f5220411cee833c848ad5c2ce1d66f1e7156","sha256:d7515c914dd2038666d7101efabf050c2e8fd75ee528ff448a1c10befca67f22"],"state_sha256":"cd4e742f19f6d7e918f0d9da135a1b1f58618d8709cdbbd1276d730262c53f35"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ysJOnUP1R85EN6Hu/ganA7yw2Uawfm60G9F2ac7wa5rSwoJuvkxO/QHb1mCmuzQPMriHV4exmvq+Ij3R5KwSAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T13:59:53.143828Z","bundle_sha256":"db7bb7209e659b2b8c485392e05f9ee954bfac7cb6a8d1d3e071bc120644e80a"}}