{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:FLLUXXUMBFCPFG4SDTWATZ6M6V","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":"a56cd843cfc813ec41cc5182452384a4d470028feb83b38978a6ade8069fef9c","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-06-20T15:12:35Z","title_canon_sha256":"0eff1849949a97e7b1c6e57db7fa9b513b06ac6a80c2f65567c3699c87515583"},"schema_version":"1.0","source":{"id":"1206.5281","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1206.5281","created_at":"2026-05-18T03:52:40Z"},{"alias_kind":"arxiv_version","alias_value":"1206.5281v1","created_at":"2026-05-18T03:52:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1206.5281","created_at":"2026-05-18T03:52:40Z"},{"alias_kind":"pith_short_12","alias_value":"FLLUXXUMBFCP","created_at":"2026-05-18T12:27:06Z"},{"alias_kind":"pith_short_16","alias_value":"FLLUXXUMBFCPFG4S","created_at":"2026-05-18T12:27:06Z"},{"alias_kind":"pith_short_8","alias_value":"FLLUXXUM","created_at":"2026-05-18T12:27:06Z"}],"graph_snapshots":[{"event_id":"sha256:07633140ee18775e30ff887fb064010a8f1433b5aac0001befce1e5194921e44","target":"graph","created_at":"2026-05-18T03:52:40Z","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":"Dealing with uncertainty in Bayesian Network structures using maximum a posteriori (MAP) estimation or Bayesian Model Averaging (BMA) is often intractable due to the superexponential number of possible directed, acyclic graphs. When the prior is decomposable, two classes of graphs where efficient learning can take place are tree structures, and fixed-orderings with limited in-degree. We show how MAP estimates and BMA for selectively conditioned forests (SCF), a combination of these two classes, can be computed efficiently for ordered sets of variables. We apply SCFs to temporal data to learn D","authors_text":"Anind K. Dey, Brian D. Ziebart, J Andrew Bagnell","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-06-20T15:12:35Z","title":"Learning Selectively Conditioned Forest Structures with Applications to DBNs and Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1206.5281","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":"sha256:35389ecdc96c7694701529c8a459f8d32fe881215233d3c57f79c1dab9bc5380","target":"record","created_at":"2026-05-18T03:52:40Z","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":"a56cd843cfc813ec41cc5182452384a4d470028feb83b38978a6ade8069fef9c","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-06-20T15:12:35Z","title_canon_sha256":"0eff1849949a97e7b1c6e57db7fa9b513b06ac6a80c2f65567c3699c87515583"},"schema_version":"1.0","source":{"id":"1206.5281","kind":"arxiv","version":1}},"canonical_sha256":"2ad74bde8c0944f29b921cec09e7ccf57637769ab084b05c4be638326a5c6e23","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2ad74bde8c0944f29b921cec09e7ccf57637769ab084b05c4be638326a5c6e23","first_computed_at":"2026-05-18T03:52:40.587874Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:52:40.587874Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Mg0eyadcWvoPuquQ0eb4q/VUSB0NFvEvr79AB7+7NJSla/SlLJPzZvmqwcoptQZbTFAW7k+ft6VZACiLrE6KBw==","signature_status":"signed_v1","signed_at":"2026-05-18T03:52:40.588422Z","signed_message":"canonical_sha256_bytes"},"source_id":"1206.5281","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:35389ecdc96c7694701529c8a459f8d32fe881215233d3c57f79c1dab9bc5380","sha256:07633140ee18775e30ff887fb064010a8f1433b5aac0001befce1e5194921e44"],"state_sha256":"45d4c3f4aba82a04877bb9876a8b3caca9cd16fd17fa55a807338d92c8038e1e"}