{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:EFO53EDI4FWYLKU44256XSWEEB","short_pith_number":"pith:EFO53EDI","canonical_record":{"source":{"id":"1902.07165","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2019-02-18T16:57:43Z","cross_cats_sorted":["cs.IR"],"title_canon_sha256":"8cd33f1c07dd263b686b24a64db0dfde048d11644c8ee461190b71dda891f337","abstract_canon_sha256":"f4614b12792527f0e4cb63a0ec318b6ade625808f8ad62d3ee7fdef1a6449201"},"schema_version":"1.0"},"canonical_sha256":"215ddd9068e16d85aa9ce6bbebcac420677122f43c570a3419c76fb23c161987","source":{"kind":"arxiv","id":"1902.07165","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1902.07165","created_at":"2026-05-17T23:47:48Z"},{"alias_kind":"arxiv_version","alias_value":"1902.07165v2","created_at":"2026-05-17T23:47:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1902.07165","created_at":"2026-05-17T23:47:48Z"},{"alias_kind":"pith_short_12","alias_value":"EFO53EDI4FWY","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_16","alias_value":"EFO53EDI4FWYLKU4","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_8","alias_value":"EFO53EDI","created_at":"2026-05-18T12:33:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:EFO53EDI4FWYLKU44256XSWEEB","target":"record","payload":{"canonical_record":{"source":{"id":"1902.07165","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2019-02-18T16:57:43Z","cross_cats_sorted":["cs.IR"],"title_canon_sha256":"8cd33f1c07dd263b686b24a64db0dfde048d11644c8ee461190b71dda891f337","abstract_canon_sha256":"f4614b12792527f0e4cb63a0ec318b6ade625808f8ad62d3ee7fdef1a6449201"},"schema_version":"1.0"},"canonical_sha256":"215ddd9068e16d85aa9ce6bbebcac420677122f43c570a3419c76fb23c161987","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:47:48.323093Z","signature_b64":"op+sDbbIWfqQnjQt1hwkmSxRF/cvCjrT8wTdCJvbZoSH0QtboC3IFcduhThPbMdpmtx5/O0VmE866pOU0l+MAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"215ddd9068e16d85aa9ce6bbebcac420677122f43c570a3419c76fb23c161987","last_reissued_at":"2026-05-17T23:47:48.322460Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:47:48.322460Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1902.07165","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-17T23:47:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vxLlSN+bNGKeC13tzk7UvI43nSEqky3ATrd9uhd1j1XOOciErkrJxk2GimavKyo588BL1j/IOkW/O+Wrd7qHCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T11:49:49.114721Z"},"content_sha256":"fd4b5f9fe7f1c759a44af41563a71ca7b0496dd85de8fd66a33a16ebddbe3483","schema_version":"1.0","event_id":"sha256:fd4b5f9fe7f1c759a44af41563a71ca7b0496dd85de8fd66a33a16ebddbe3483"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:EFO53EDI4FWYLKU44256XSWEEB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Comparing Apples and Oranges: Measuring Differences between Exploratory Data Mining Results","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.IR"],"primary_cat":"cs.DB","authors_text":"Jilles Vreeken, Nikolaj Tatti","submitted_at":"2019-02-18T16:57:43Z","abstract_excerpt":"Deciding whether the results of two different mining algorithms provide significantly different information is an important, yet understudied, open problem in exploratory data mining. Whether the goal is to select the most informative result for analysis, or to decide which mining approach will most likely provide the most novel insight, it is essential that we can tell how different the information is that different results by possibly different methods provide.\n  In this paper we take a first step towards comparing exploratory data mining results on binary data. We propose to meaningfully co"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1902.07165","kind":"arxiv","version":2},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-17T23:47:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"igNwBA+vQBYuSvTv2JygI8JSqnb2uLSZcpD6EK7BdNBixIHgvZlXTZqdwv/DwuF5yp6Aqd5OEIZ1xENuNSsjAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T11:49:49.115361Z"},"content_sha256":"708db48dc97fea352c7a5f382a42b950cfb1a69a4b777b631702e636d676950e","schema_version":"1.0","event_id":"sha256:708db48dc97fea352c7a5f382a42b950cfb1a69a4b777b631702e636d676950e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EFO53EDI4FWYLKU44256XSWEEB/bundle.json","state_url":"https://pith.science/pith/EFO53EDI4FWYLKU44256XSWEEB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EFO53EDI4FWYLKU44256XSWEEB/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-26T11:49:49Z","links":{"resolver":"https://pith.science/pith/EFO53EDI4FWYLKU44256XSWEEB","bundle":"https://pith.science/pith/EFO53EDI4FWYLKU44256XSWEEB/bundle.json","state":"https://pith.science/pith/EFO53EDI4FWYLKU44256XSWEEB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EFO53EDI4FWYLKU44256XSWEEB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:EFO53EDI4FWYLKU44256XSWEEB","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":"f4614b12792527f0e4cb63a0ec318b6ade625808f8ad62d3ee7fdef1a6449201","cross_cats_sorted":["cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2019-02-18T16:57:43Z","title_canon_sha256":"8cd33f1c07dd263b686b24a64db0dfde048d11644c8ee461190b71dda891f337"},"schema_version":"1.0","source":{"id":"1902.07165","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1902.07165","created_at":"2026-05-17T23:47:48Z"},{"alias_kind":"arxiv_version","alias_value":"1902.07165v2","created_at":"2026-05-17T23:47:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1902.07165","created_at":"2026-05-17T23:47:48Z"},{"alias_kind":"pith_short_12","alias_value":"EFO53EDI4FWY","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_16","alias_value":"EFO53EDI4FWYLKU4","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_8","alias_value":"EFO53EDI","created_at":"2026-05-18T12:33:15Z"}],"graph_snapshots":[{"event_id":"sha256:708db48dc97fea352c7a5f382a42b950cfb1a69a4b777b631702e636d676950e","target":"graph","created_at":"2026-05-17T23:47:48Z","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":"Deciding whether the results of two different mining algorithms provide significantly different information is an important, yet understudied, open problem in exploratory data mining. Whether the goal is to select the most informative result for analysis, or to decide which mining approach will most likely provide the most novel insight, it is essential that we can tell how different the information is that different results by possibly different methods provide.\n  In this paper we take a first step towards comparing exploratory data mining results on binary data. We propose to meaningfully co","authors_text":"Jilles Vreeken, Nikolaj Tatti","cross_cats":["cs.IR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2019-02-18T16:57:43Z","title":"Comparing Apples and Oranges: Measuring Differences between Exploratory Data Mining Results"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1902.07165","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:fd4b5f9fe7f1c759a44af41563a71ca7b0496dd85de8fd66a33a16ebddbe3483","target":"record","created_at":"2026-05-17T23:47:48Z","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":"f4614b12792527f0e4cb63a0ec318b6ade625808f8ad62d3ee7fdef1a6449201","cross_cats_sorted":["cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2019-02-18T16:57:43Z","title_canon_sha256":"8cd33f1c07dd263b686b24a64db0dfde048d11644c8ee461190b71dda891f337"},"schema_version":"1.0","source":{"id":"1902.07165","kind":"arxiv","version":2}},"canonical_sha256":"215ddd9068e16d85aa9ce6bbebcac420677122f43c570a3419c76fb23c161987","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"215ddd9068e16d85aa9ce6bbebcac420677122f43c570a3419c76fb23c161987","first_computed_at":"2026-05-17T23:47:48.322460Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:47:48.322460Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"op+sDbbIWfqQnjQt1hwkmSxRF/cvCjrT8wTdCJvbZoSH0QtboC3IFcduhThPbMdpmtx5/O0VmE866pOU0l+MAw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:47:48.323093Z","signed_message":"canonical_sha256_bytes"},"source_id":"1902.07165","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fd4b5f9fe7f1c759a44af41563a71ca7b0496dd85de8fd66a33a16ebddbe3483","sha256:708db48dc97fea352c7a5f382a42b950cfb1a69a4b777b631702e636d676950e"],"state_sha256":"1e33d959b6f8305ae45828fc47f4cac8b81c7afdd7595c81c2710ae53ac400c8"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KsPl91vTflACaMns2CE63Cp2Y/63enyFFzgO3wyJkmDAYzfBo2PqpM5nFwD1URN8rwabbnN+SKNpVe33OAUxCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-26T11:49:49.118717Z","bundle_sha256":"52da44bd6e0419de37b2c24f5447f80002515d9b2ac36383064cad5f422f7433"}}