{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:FBDSO3FJQ2NBBJWORY2SFFTDN3","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":"f655d3a387d4a56c7277acaf560522d2c97937db75a49d9eba999a4ac4e16249","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2014-10-20T17:15:50Z","title_canon_sha256":"b85a02891c58d374ffe064b04eb0a47252775605586aca123afb40f26daaffca"},"schema_version":"1.0","source":{"id":"1410.5358","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1410.5358","created_at":"2026-05-18T00:58:11Z"},{"alias_kind":"arxiv_version","alias_value":"1410.5358v3","created_at":"2026-05-18T00:58:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1410.5358","created_at":"2026-05-18T00:58:11Z"},{"alias_kind":"pith_short_12","alias_value":"FBDSO3FJQ2NB","created_at":"2026-05-18T12:28:28Z"},{"alias_kind":"pith_short_16","alias_value":"FBDSO3FJQ2NBBJWO","created_at":"2026-05-18T12:28:28Z"},{"alias_kind":"pith_short_8","alias_value":"FBDSO3FJ","created_at":"2026-05-18T12:28:28Z"}],"graph_snapshots":[{"event_id":"sha256:76ca90ec64fe6d36d7c7dd182533cc487dbfb805534febf30ec7f9239a6972c8","target":"graph","created_at":"2026-05-18T00:58:11Z","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 propose a strategy for land use classification which exploits Multiple Kernel Learning (MKL) to automatically determine a suitable combination of a set of features without requiring any heuristic knowledge about the classification task. We present a novel procedure that allows MKL to achieve good performance in the case of small training sets. Experimental results on publicly available datasets demonstrate the feasibility of the proposed approach.","authors_text":"Claudio Cusano, Paolo Napoletano, Raimondo Schettini","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2014-10-20T17:15:50Z","title":"Remote sensing image classification exploiting multiple kernel learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1410.5358","kind":"arxiv","version":3},"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":"sha256:9cbde3acb18cca72f3d798517acff5289cda2140175434bd2bc8a4ce37d03386","target":"record","created_at":"2026-05-18T00:58:11Z","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":"f655d3a387d4a56c7277acaf560522d2c97937db75a49d9eba999a4ac4e16249","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2014-10-20T17:15:50Z","title_canon_sha256":"b85a02891c58d374ffe064b04eb0a47252775605586aca123afb40f26daaffca"},"schema_version":"1.0","source":{"id":"1410.5358","kind":"arxiv","version":3}},"canonical_sha256":"2847276ca9869a10a6ce8e352296636ef7b1cee57f5b0b4c6b8f26a43ecbe27a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2847276ca9869a10a6ce8e352296636ef7b1cee57f5b0b4c6b8f26a43ecbe27a","first_computed_at":"2026-05-18T00:58:11.372636Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:58:11.372636Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"V1OsZe6LKhVxoa5l3mv7iWNet6vSxSZhoqvFYyzFBQv1awZbbptQbF/p0c8Tb0aOkEMYBmfqfGlDBEhhjpKaBg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:58:11.373214Z","signed_message":"canonical_sha256_bytes"},"source_id":"1410.5358","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9cbde3acb18cca72f3d798517acff5289cda2140175434bd2bc8a4ce37d03386","sha256:76ca90ec64fe6d36d7c7dd182533cc487dbfb805534febf30ec7f9239a6972c8"],"state_sha256":"e385e87eb2ad443dcb75bb8ba42b8c8fe02c4b1a788c011b6af3323d465ecbc8"}