{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:RJMM7SJHL4C4P5HNRKEEBBRHAL","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":"826060abe4787697ecc3c530ecd7db86f36d0a7a61ee1b06780d5cee05404057","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-12-20T10:39:45Z","title_canon_sha256":"8efcbf2c48b9ee421499c60f63591bfd7f8b5ba7e2e7975d47fdc07890dfa53f"},"schema_version":"1.0","source":{"id":"1612.06598","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1612.06598","created_at":"2026-05-18T00:54:25Z"},{"alias_kind":"arxiv_version","alias_value":"1612.06598v1","created_at":"2026-05-18T00:54:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1612.06598","created_at":"2026-05-18T00:54:25Z"},{"alias_kind":"pith_short_12","alias_value":"RJMM7SJHL4C4","created_at":"2026-05-18T12:30:41Z"},{"alias_kind":"pith_short_16","alias_value":"RJMM7SJHL4C4P5HN","created_at":"2026-05-18T12:30:41Z"},{"alias_kind":"pith_short_8","alias_value":"RJMM7SJH","created_at":"2026-05-18T12:30:41Z"}],"graph_snapshots":[{"event_id":"sha256:436edd4309ab4fa02d0381204cb882071a71c05b162d6f78f1e001e80bb7a5dc","target":"graph","created_at":"2026-05-18T00:54:25Z","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 Wisdom of Crowds (WOC), as a theory in the social science, gets a new paradigm in computer science. The WOC theory explains that the aggregate decision made by a group is often better than those of its individual members if specific conditions are satisfied. This paper presents a novel framework for unsupervised and semi-supervised cluster ensemble by exploiting the WOC theory. We employ four conditions in the WOC theory, i.e., diversity, independency, decentralization and aggregation, to guide both the constructing of individual clustering results and the final combination for clustering ","authors_text":"Daoqiang Zhang, Muhammad Yousefnezhad, Sheng-Jun Huang","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-12-20T10:39:45Z","title":"WoCE: a framework for clustering ensemble by exploiting the wisdom of Crowds theory"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1612.06598","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":"sha256:4884f3a1e5544b5c5ab7415e8a0e4c39c1bf0f2eb3c6e740635dd3cac2ade67f","target":"record","created_at":"2026-05-18T00:54:25Z","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":"826060abe4787697ecc3c530ecd7db86f36d0a7a61ee1b06780d5cee05404057","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-12-20T10:39:45Z","title_canon_sha256":"8efcbf2c48b9ee421499c60f63591bfd7f8b5ba7e2e7975d47fdc07890dfa53f"},"schema_version":"1.0","source":{"id":"1612.06598","kind":"arxiv","version":1}},"canonical_sha256":"8a58cfc9275f05c7f4ed8a8840862702c66d36402e20cc9474dfeaac02a6407d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8a58cfc9275f05c7f4ed8a8840862702c66d36402e20cc9474dfeaac02a6407d","first_computed_at":"2026-05-18T00:54:25.291233Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:54:25.291233Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"eXKHldjZ6sYuKb3D4y/vgKl+iQCoCSb3QhQGWGrLG778Vb3UDLu1BbjaJ4NHdb8PekbDgrA6oUp2ytitOgjQAw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:54:25.291929Z","signed_message":"canonical_sha256_bytes"},"source_id":"1612.06598","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4884f3a1e5544b5c5ab7415e8a0e4c39c1bf0f2eb3c6e740635dd3cac2ade67f","sha256:436edd4309ab4fa02d0381204cb882071a71c05b162d6f78f1e001e80bb7a5dc"],"state_sha256":"7fd989b5b62d274077612ed65441d723e07c533bd422a92b020e56a7e4756bbf"}