{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2003:6H6UMYD24Z7SUZFROSENIYTT6W","short_pith_number":"pith:6H6UMYD2","schema_version":"1.0","canonical_sha256":"f1fd46607ae67f2a64b17488d46273f5817bc998533f22ac968587c2d3c4af64","source":{"kind":"arxiv","id":"cs/0305025","version":1},"attestation_state":"computed","paper":{"title":"Simultaneous Dempster-Shafer clustering and gradual determination of number of clusters using a neural network structure","license":"","headline":"","cross_cats":["cs.NE"],"primary_cat":"cs.AI","authors_text":"Johan Schubert","submitted_at":"2003-05-16T16:00:23Z","abstract_excerpt":"In this paper we extend an earlier result within Dempster-Shafer theory [\"Fast Dempster-Shafer Clustering Using a Neural Network Structure,\" in Proc. Seventh Int. Conf. Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'98)] where several pieces of evidence were clustered into a fixed number of clusters using a neural structure. This was done by minimizing a metaconflict function. We now develop a method for simultaneous clustering and determination of number of clusters during iteration in the neural structure. We let the output signals of neurons represent "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"cs/0305025","kind":"arxiv","version":1},"metadata":{"license":"","primary_cat":"cs.AI","submitted_at":"2003-05-16T16:00:23Z","cross_cats_sorted":["cs.NE"],"title_canon_sha256":"961927efaaf7115fa713cbef887d4ab498ad84cf6f82d6c9605ab47e5a042c73","abstract_canon_sha256":"be0b94f98503b82405409eb564cb48bb8be17e647a7580ae283488d4b36e5ec3"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:58:56.391673Z","signature_b64":"YYyoPzi7abbX3yMgEeTZxXBjW1mfU7v0cUPEp5xW0BAwSyEnD9xBxWgP785XXmTWNSjMj+JnHFQNMkWsAe97Dw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f1fd46607ae67f2a64b17488d46273f5817bc998533f22ac968587c2d3c4af64","last_reissued_at":"2026-05-18T00:58:56.391089Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:58:56.391089Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Simultaneous Dempster-Shafer clustering and gradual determination of number of clusters using a neural network structure","license":"","headline":"","cross_cats":["cs.NE"],"primary_cat":"cs.AI","authors_text":"Johan Schubert","submitted_at":"2003-05-16T16:00:23Z","abstract_excerpt":"In this paper we extend an earlier result within Dempster-Shafer theory [\"Fast Dempster-Shafer Clustering Using a Neural Network Structure,\" in Proc. Seventh Int. Conf. Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'98)] where several pieces of evidence were clustered into a fixed number of clusters using a neural structure. This was done by minimizing a metaconflict function. We now develop a method for simultaneous clustering and determination of number of clusters during iteration in the neural structure. We let the output signals of neurons represent "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"cs/0305025","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"cs/0305025","created_at":"2026-05-18T00:58:56.391197+00:00"},{"alias_kind":"arxiv_version","alias_value":"cs/0305025v1","created_at":"2026-05-18T00:58:56.391197+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.cs/0305025","created_at":"2026-05-18T00:58:56.391197+00:00"},{"alias_kind":"pith_short_12","alias_value":"6H6UMYD24Z7S","created_at":"2026-05-18T12:25:51.375804+00:00"},{"alias_kind":"pith_short_16","alias_value":"6H6UMYD24Z7SUZFR","created_at":"2026-05-18T12:25:51.375804+00:00"},{"alias_kind":"pith_short_8","alias_value":"6H6UMYD2","created_at":"2026-05-18T12:25:51.375804+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W","json":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W.json","graph_json":"https://pith.science/api/pith-number/6H6UMYD24Z7SUZFROSENIYTT6W/graph.json","events_json":"https://pith.science/api/pith-number/6H6UMYD24Z7SUZFROSENIYTT6W/events.json","paper":"https://pith.science/paper/6H6UMYD2"},"agent_actions":{"view_html":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W","download_json":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W.json","view_paper":"https://pith.science/paper/6H6UMYD2","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=cs/0305025&json=true","fetch_graph":"https://pith.science/api/pith-number/6H6UMYD24Z7SUZFROSENIYTT6W/graph.json","fetch_events":"https://pith.science/api/pith-number/6H6UMYD24Z7SUZFROSENIYTT6W/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W/action/timestamp_anchor","attest_storage":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W/action/storage_attestation","attest_author":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W/action/author_attestation","sign_citation":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W/action/citation_signature","submit_replication":"https://pith.science/pith/6H6UMYD24Z7SUZFROSENIYTT6W/action/replication_record"}},"created_at":"2026-05-18T00:58:56.391197+00:00","updated_at":"2026-05-18T00:58:56.391197+00:00"}