{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:6ESNKODMVXHTTZB3662TSCGQKQ","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":"0149c9f1f65cb7da517bb55547e36b5c718bbdc46d2cfb59c75c4f26e9968dca","cross_cats_sorted":["cs.IR","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-08-16T02:58:54Z","title_canon_sha256":"a58f35d3ec679caa561ad8396b9e85997024c3956896c8daf661fb81a6255531"},"schema_version":"1.0","source":{"id":"1808.05329","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1808.05329","created_at":"2026-05-18T00:07:57Z"},{"alias_kind":"arxiv_version","alias_value":"1808.05329v1","created_at":"2026-05-18T00:07:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1808.05329","created_at":"2026-05-18T00:07:57Z"},{"alias_kind":"pith_short_12","alias_value":"6ESNKODMVXHT","created_at":"2026-05-18T12:32:08Z"},{"alias_kind":"pith_short_16","alias_value":"6ESNKODMVXHTTZB3","created_at":"2026-05-18T12:32:08Z"},{"alias_kind":"pith_short_8","alias_value":"6ESNKODM","created_at":"2026-05-18T12:32:08Z"}],"graph_snapshots":[{"event_id":"sha256:9b06258d1b684d9c25bbfdd06fbefe8338fb8f0d35ea526b9053c2ed36d0f6dc","target":"graph","created_at":"2026-05-18T00:07:57Z","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"},"paper":{"abstract_excerpt":"Due to the popularity of the Internet and smart mobile devices, more and more financial transactions and activities have been digitalized. Compared to traditional financial fraud detection strategies using credit-related features, customers are generating a large amount of unstructured behavioral data every second. In this paper, we propose an Recurrent Neural Netword (RNN) based deep-learning structure integrated with Markov Transition Field (MTF) for predicting online fraud behaviors using customer's interactions with websites or smart-phone apps as a series of states. In practice, we tested","authors_text":"Fanglan Zheng, Ruinan Zhang, Wei Min","cross_cats":["cs.IR","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-08-16T02:58:54Z","title":"Sequential Behavioral Data Processing Using Deep Learning and the Markov Transition Field in Online Fraud Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1808.05329","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:d033664928c984b073778f4b84a911928708df7da499d8051b16fcb0c56d2929","target":"record","created_at":"2026-05-18T00:07:57Z","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":"0149c9f1f65cb7da517bb55547e36b5c718bbdc46d2cfb59c75c4f26e9968dca","cross_cats_sorted":["cs.IR","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-08-16T02:58:54Z","title_canon_sha256":"a58f35d3ec679caa561ad8396b9e85997024c3956896c8daf661fb81a6255531"},"schema_version":"1.0","source":{"id":"1808.05329","kind":"arxiv","version":1}},"canonical_sha256":"f124d5386cadcf39e43bf7b53908d0542ea0a1a539f0443f0389348908948567","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f124d5386cadcf39e43bf7b53908d0542ea0a1a539f0443f0389348908948567","first_computed_at":"2026-05-18T00:07:57.537104Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:07:57.537104Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QKQ9ApUdxZt1l1eRS9FaFze2Q1UphEy/XeLfezvNhQpF6TcSPe2AJutM+oAnyrX6awXVCh2qMrQleECuKCQlCA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:07:57.537875Z","signed_message":"canonical_sha256_bytes"},"source_id":"1808.05329","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d033664928c984b073778f4b84a911928708df7da499d8051b16fcb0c56d2929","sha256:9b06258d1b684d9c25bbfdd06fbefe8338fb8f0d35ea526b9053c2ed36d0f6dc"],"state_sha256":"e00275a04f5929317f05de9cbc4b512db45105b973f48fbf0d1749460f1e4ec4"}