{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2011:DO3EOR3BCWTGZJJ722FZS7RAB7","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":"48c0a3ab87843ae88813ae18ab3f0eb626724a2bc052a495d072a6e1ba159fdc","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2011-07-12T16:56:14Z","title_canon_sha256":"35d494f67dd25e20043ae04418c81e46ccf0d22bf98b549b17d00df800c8998d"},"schema_version":"1.0","source":{"id":"1107.2347","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1107.2347","created_at":"2026-05-18T04:18:24Z"},{"alias_kind":"arxiv_version","alias_value":"1107.2347v1","created_at":"2026-05-18T04:18:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1107.2347","created_at":"2026-05-18T04:18:24Z"},{"alias_kind":"pith_short_12","alias_value":"DO3EOR3BCWTG","created_at":"2026-05-18T12:26:26Z"},{"alias_kind":"pith_short_16","alias_value":"DO3EOR3BCWTGZJJ7","created_at":"2026-05-18T12:26:26Z"},{"alias_kind":"pith_short_8","alias_value":"DO3EOR3B","created_at":"2026-05-18T12:26:26Z"}],"graph_snapshots":[{"event_id":"sha256:2ecea154a7b715e501decd521c1cc7fa064364cb6ccb33703adc41824eeda986","target":"graph","created_at":"2026-05-18T04:18:24Z","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":"We describe a novel binary classification technique called Banded SVM (B-SVM). In the standard C-SVM formulation of Cortes et al. (1995), the decision rule is encouraged to lie in the interval [1, \\infty]. The new B-SVM objective function contains a penalty term that encourages the decision rule to lie in a user specified range [\\rho_1, \\rho_2]. In addition to the standard set of support vectors (SVs) near the class boundaries, B-SVM results in a second set of SVs in the interior of each class.","authors_text":"Gautam V. Pendse","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2011-07-12T16:56:14Z","title":"BSVM: A Banded Suport Vector Machine"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1107.2347","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":"sha256:50580ae1ba08d16ddab2b8bb697c2816e01f7e1fbc79cba903bfdbe483a2c1f3","target":"record","created_at":"2026-05-18T04:18:24Z","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":"48c0a3ab87843ae88813ae18ab3f0eb626724a2bc052a495d072a6e1ba159fdc","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2011-07-12T16:56:14Z","title_canon_sha256":"35d494f67dd25e20043ae04418c81e46ccf0d22bf98b549b17d00df800c8998d"},"schema_version":"1.0","source":{"id":"1107.2347","kind":"arxiv","version":1}},"canonical_sha256":"1bb647476115a66ca53fd68b997e200ff77ab2a0588e964e38b97fdad76d303f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1bb647476115a66ca53fd68b997e200ff77ab2a0588e964e38b97fdad76d303f","first_computed_at":"2026-05-18T04:18:24.774570Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T04:18:24.774570Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/ExmlSdaenMdQ/W7XLWv60zCIoXp3Fo3Ul6QD7JXmymMJl4ETGS23QJVdWQ90y3tmuUJuI6hVjOoPd8AUPolDQ==","signature_status":"signed_v1","signed_at":"2026-05-18T04:18:24.775246Z","signed_message":"canonical_sha256_bytes"},"source_id":"1107.2347","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:50580ae1ba08d16ddab2b8bb697c2816e01f7e1fbc79cba903bfdbe483a2c1f3","sha256:2ecea154a7b715e501decd521c1cc7fa064364cb6ccb33703adc41824eeda986"],"state_sha256":"2716625785590cfead2bfc75caaadccec901973c48588f79ecc40b7c34514dab"}