{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:UBEI4V556XQNECQ2XCHABUGLXB","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":"6ffac25673b4dfb84b50adf10f0b8ad8eb6c68378675e838bbd487e51b72db26","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2012-05-22T00:10:45Z","title_canon_sha256":"874b093ee330667b5ae3af429bdd9d2abf8ad43cd216275919b8609df6a52af2"},"schema_version":"1.0","source":{"id":"1205.4776","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1205.4776","created_at":"2026-05-18T02:21:10Z"},{"alias_kind":"arxiv_version","alias_value":"1205.4776v1","created_at":"2026-05-18T02:21:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1205.4776","created_at":"2026-05-18T02:21:10Z"},{"alias_kind":"pith_short_12","alias_value":"UBEI4V556XQN","created_at":"2026-05-18T12:27:23Z"},{"alias_kind":"pith_short_16","alias_value":"UBEI4V556XQNECQ2","created_at":"2026-05-18T12:27:23Z"},{"alias_kind":"pith_short_8","alias_value":"UBEI4V55","created_at":"2026-05-18T12:27:23Z"}],"graph_snapshots":[{"event_id":"sha256:7329b5026ac0bbad2135833ae6ba258fd242cbded5f403f2ea0f47e76ba846a8","target":"graph","created_at":"2026-05-18T02:21:10Z","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":"A number of visual quality measures have been introduced in visual analytics literature in order to automatically select the best views of high dimensional data from a large number of candidate data projections. These methods generally concentrate on the interpretability of the visualization and pay little attention to the interpretability of the projection axes. In this paper, we argue that interpretability of the visualizations and the feature transformation functions are both crucial for visual exploration of high dimensional labeled data. We present a two-part user study to examine these t","authors_text":"Andrew Rosenberg, Ilknur Icke","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2012-05-22T00:10:45Z","title":"Visual and semantic interpretability of projections of high dimensional data for classification tasks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1205.4776","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":"sha256:619c64015c113a17c8f04213ce8d388e46af8f6792a1ff33629ab9711011d2d2","target":"record","created_at":"2026-05-18T02:21:10Z","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":"6ffac25673b4dfb84b50adf10f0b8ad8eb6c68378675e838bbd487e51b72db26","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2012-05-22T00:10:45Z","title_canon_sha256":"874b093ee330667b5ae3af429bdd9d2abf8ad43cd216275919b8609df6a52af2"},"schema_version":"1.0","source":{"id":"1205.4776","kind":"arxiv","version":1}},"canonical_sha256":"a0488e57bdf5e0d20a1ab88e00d0cbb85b0fb784c7e425f47bf1bbc2cbe8f438","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a0488e57bdf5e0d20a1ab88e00d0cbb85b0fb784c7e425f47bf1bbc2cbe8f438","first_computed_at":"2026-05-18T02:21:10.116768Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:21:10.116768Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WhIcg9Nd+O2puIDy7k5laZPzZA2N1ufuJKNbtymkwOfZRD5XHi6fQCSBJoRDPcgN9fxVrnRquj7nQqy/dQX4Dg==","signature_status":"signed_v1","signed_at":"2026-05-18T02:21:10.118930Z","signed_message":"canonical_sha256_bytes"},"source_id":"1205.4776","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:619c64015c113a17c8f04213ce8d388e46af8f6792a1ff33629ab9711011d2d2","sha256:7329b5026ac0bbad2135833ae6ba258fd242cbded5f403f2ea0f47e76ba846a8"],"state_sha256":"32b34a027ad3333127e76a93a559541667baca3b5b873bc9720344fdec2a2517"}