{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:ZE74ZV33HJ2PJTOOWJI2A7XYJE","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":"4c223cbea444b6068dfcbf0e2d469261ab74e001d426b2bb109c83cafb683473","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-01-18T14:31:12Z","title_canon_sha256":"f5ce0e141732fab6c3595b48a77b4287cf079660d68399985060c6ca78866247"},"schema_version":"1.0","source":{"id":"1601.04530","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1601.04530","created_at":"2026-05-18T00:08:24Z"},{"alias_kind":"arxiv_version","alias_value":"1601.04530v2","created_at":"2026-05-18T00:08:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1601.04530","created_at":"2026-05-18T00:08:24Z"},{"alias_kind":"pith_short_12","alias_value":"ZE74ZV33HJ2P","created_at":"2026-05-18T12:30:53Z"},{"alias_kind":"pith_short_16","alias_value":"ZE74ZV33HJ2PJTOO","created_at":"2026-05-18T12:30:53Z"},{"alias_kind":"pith_short_8","alias_value":"ZE74ZV33","created_at":"2026-05-18T12:30:53Z"}],"graph_snapshots":[{"event_id":"sha256:94778fed651bc8cf6ead8999d9ba1fb2abd8e14d4154d698790cf3863005f76e","target":"graph","created_at":"2026-05-18T00:08:24Z","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":"The majority of traditional classification ru les minimizing the expected probability of error (0-1 loss) are inappropriate if the class probability distributions are ill-defined or impossible to estimate. We argue that in such cases class domains should be used instead of class distributions or densities to construct a reliable decision function. Proposals are presented for some evaluation criteria and classifier learning schemes, illustrated by an example.","authors_text":"Elzbieta Pekalska, Robert P.W. Duin","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-01-18T14:31:12Z","title":"Domain based classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1601.04530","kind":"arxiv","version":2},"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":"sha256:95e9578418c7dfa79799618bccec7fcdc5983704e197b4f5622fc85aeb9e66fb","target":"record","created_at":"2026-05-18T00:08:24Z","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":"4c223cbea444b6068dfcbf0e2d469261ab74e001d426b2bb109c83cafb683473","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-01-18T14:31:12Z","title_canon_sha256":"f5ce0e141732fab6c3595b48a77b4287cf079660d68399985060c6ca78866247"},"schema_version":"1.0","source":{"id":"1601.04530","kind":"arxiv","version":2}},"canonical_sha256":"c93fccd77b3a74f4cdceb251a07ef84926c3955539e58aa2e7974545aaa56b20","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c93fccd77b3a74f4cdceb251a07ef84926c3955539e58aa2e7974545aaa56b20","first_computed_at":"2026-05-18T00:08:24.124232Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:08:24.124232Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AEiPkZUm04cfNtp/FQRMrkdHEs+J5/Ovkt0AdZkzDC5v0CnsYrQ8iymUzgG7xgjH0hV65sJPneKPd8jByKHIAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:08:24.124901Z","signed_message":"canonical_sha256_bytes"},"source_id":"1601.04530","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:95e9578418c7dfa79799618bccec7fcdc5983704e197b4f5622fc85aeb9e66fb","sha256:94778fed651bc8cf6ead8999d9ba1fb2abd8e14d4154d698790cf3863005f76e"],"state_sha256":"05152ddfa6e65fdc7d0e1fc40acfb8d7e1c15b4dbcb55f805ece1b129ebce92f"}