{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2015:C34MKXQZZUUQKHK6FTLU7SNBFS","short_pith_number":"pith:C34MKXQZ","canonical_record":{"source":{"id":"1507.05722","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-07-21T06:42:32Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"508550f576a511b8f5a43c48494d82f4176cea89ce29b2b267243367842e5421","abstract_canon_sha256":"da373f36131de7f24407e1db52c125edac500011e81df3b461b78d7adf60a627"},"schema_version":"1.0"},"canonical_sha256":"16f8c55e19cd29051d5e2cd74fc9a12c9564fa86640b725984f58aeaa04965a3","source":{"kind":"arxiv","id":"1507.05722","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1507.05722","created_at":"2026-05-18T01:36:17Z"},{"alias_kind":"arxiv_version","alias_value":"1507.05722v2","created_at":"2026-05-18T01:36:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1507.05722","created_at":"2026-05-18T01:36:17Z"},{"alias_kind":"pith_short_12","alias_value":"C34MKXQZZUUQ","created_at":"2026-05-18T12:29:14Z"},{"alias_kind":"pith_short_16","alias_value":"C34MKXQZZUUQKHK6","created_at":"2026-05-18T12:29:14Z"},{"alias_kind":"pith_short_8","alias_value":"C34MKXQZ","created_at":"2026-05-18T12:29:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2015:C34MKXQZZUUQKHK6FTLU7SNBFS","target":"record","payload":{"canonical_record":{"source":{"id":"1507.05722","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-07-21T06:42:32Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"508550f576a511b8f5a43c48494d82f4176cea89ce29b2b267243367842e5421","abstract_canon_sha256":"da373f36131de7f24407e1db52c125edac500011e81df3b461b78d7adf60a627"},"schema_version":"1.0"},"canonical_sha256":"16f8c55e19cd29051d5e2cd74fc9a12c9564fa86640b725984f58aeaa04965a3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:36:17.666034Z","signature_b64":"y2SKFNmDJeuZPWls09wlY1eUlkyY0fNyb9hYH8ahRi+6L5FKI5WZ9Yzu3eo8c/IWf6dC0gCN1BxYps23PB+1BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"16f8c55e19cd29051d5e2cd74fc9a12c9564fa86640b725984f58aeaa04965a3","last_reissued_at":"2026-05-18T01:36:17.665389Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:36:17.665389Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1507.05722","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":"2026-05-18T01:36:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WcTjeznPP26m3SIsiC0gL8Tu4flpHGG3Uar1Qe+OmF/0zp9YznDZVj+uMQ9vcJ+RJtl3kPOir/YXJzYfURswAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-12T04:25:00.445820Z"},"content_sha256":"610d7a1496914bf709857179a02659fd5a8ad08dff757cd413eaa0d1f5f63a03","schema_version":"1.0","event_id":"sha256:610d7a1496914bf709857179a02659fd5a8ad08dff757cd413eaa0d1f5f63a03"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2015:C34MKXQZZUUQKHK6FTLU7SNBFS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Review of Network Traffic Analysis and Prediction Techniques","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.NI","authors_text":"Manish Joshi, Theyazn Hassn Hadi","submitted_at":"2015-07-21T06:42:32Z","abstract_excerpt":"Analysis and prediction of network traffic has applications in wide comprehensive set of areas and has newly attracted significant number of studies. Different kinds of experiments are conducted and summarized to identify various problems in existing computer network applications. Network traffic analysis and prediction is a proactive approach to ensure secure, reliable and qualitative network communication. Various techniques are proposed and experimented for analyzing network traffic including neural network based techniques to data mining techniques. Similarly, various Linear and non-linear"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1507.05722","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":"2026-05-18T01:36:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ATR/E0N+ZxaBkexihOezS6h1FECZQU0JI4DCHXyANWcpi+4Sl5nqy0u+cAHXz/r6wV9tGaGQxGLmdUE5BUR3DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-12T04:25:00.446596Z"},"content_sha256":"832dd20fd2c59a46cfe65124bdb99d4ec8e2c8bd20ff17772eb296fa05d8b999","schema_version":"1.0","event_id":"sha256:832dd20fd2c59a46cfe65124bdb99d4ec8e2c8bd20ff17772eb296fa05d8b999"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/C34MKXQZZUUQKHK6FTLU7SNBFS/bundle.json","state_url":"https://pith.science/pith/C34MKXQZZUUQKHK6FTLU7SNBFS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/C34MKXQZZUUQKHK6FTLU7SNBFS/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":"2026-06-12T04:25:00Z","links":{"resolver":"https://pith.science/pith/C34MKXQZZUUQKHK6FTLU7SNBFS","bundle":"https://pith.science/pith/C34MKXQZZUUQKHK6FTLU7SNBFS/bundle.json","state":"https://pith.science/pith/C34MKXQZZUUQKHK6FTLU7SNBFS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/C34MKXQZZUUQKHK6FTLU7SNBFS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:C34MKXQZZUUQKHK6FTLU7SNBFS","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":"da373f36131de7f24407e1db52c125edac500011e81df3b461b78d7adf60a627","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-07-21T06:42:32Z","title_canon_sha256":"508550f576a511b8f5a43c48494d82f4176cea89ce29b2b267243367842e5421"},"schema_version":"1.0","source":{"id":"1507.05722","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1507.05722","created_at":"2026-05-18T01:36:17Z"},{"alias_kind":"arxiv_version","alias_value":"1507.05722v2","created_at":"2026-05-18T01:36:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1507.05722","created_at":"2026-05-18T01:36:17Z"},{"alias_kind":"pith_short_12","alias_value":"C34MKXQZZUUQ","created_at":"2026-05-18T12:29:14Z"},{"alias_kind":"pith_short_16","alias_value":"C34MKXQZZUUQKHK6","created_at":"2026-05-18T12:29:14Z"},{"alias_kind":"pith_short_8","alias_value":"C34MKXQZ","created_at":"2026-05-18T12:29:14Z"}],"graph_snapshots":[{"event_id":"sha256:832dd20fd2c59a46cfe65124bdb99d4ec8e2c8bd20ff17772eb296fa05d8b999","target":"graph","created_at":"2026-05-18T01:36:17Z","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":"Analysis and prediction of network traffic has applications in wide comprehensive set of areas and has newly attracted significant number of studies. Different kinds of experiments are conducted and summarized to identify various problems in existing computer network applications. Network traffic analysis and prediction is a proactive approach to ensure secure, reliable and qualitative network communication. Various techniques are proposed and experimented for analyzing network traffic including neural network based techniques to data mining techniques. Similarly, various Linear and non-linear","authors_text":"Manish Joshi, Theyazn Hassn Hadi","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-07-21T06:42:32Z","title":"A Review of Network Traffic Analysis and Prediction Techniques"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1507.05722","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":"sha256:610d7a1496914bf709857179a02659fd5a8ad08dff757cd413eaa0d1f5f63a03","target":"record","created_at":"2026-05-18T01:36:17Z","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":"da373f36131de7f24407e1db52c125edac500011e81df3b461b78d7adf60a627","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-07-21T06:42:32Z","title_canon_sha256":"508550f576a511b8f5a43c48494d82f4176cea89ce29b2b267243367842e5421"},"schema_version":"1.0","source":{"id":"1507.05722","kind":"arxiv","version":2}},"canonical_sha256":"16f8c55e19cd29051d5e2cd74fc9a12c9564fa86640b725984f58aeaa04965a3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"16f8c55e19cd29051d5e2cd74fc9a12c9564fa86640b725984f58aeaa04965a3","first_computed_at":"2026-05-18T01:36:17.665389Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:36:17.665389Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"y2SKFNmDJeuZPWls09wlY1eUlkyY0fNyb9hYH8ahRi+6L5FKI5WZ9Yzu3eo8c/IWf6dC0gCN1BxYps23PB+1BQ==","signature_status":"signed_v1","signed_at":"2026-05-18T01:36:17.666034Z","signed_message":"canonical_sha256_bytes"},"source_id":"1507.05722","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:610d7a1496914bf709857179a02659fd5a8ad08dff757cd413eaa0d1f5f63a03","sha256:832dd20fd2c59a46cfe65124bdb99d4ec8e2c8bd20ff17772eb296fa05d8b999"],"state_sha256":"dfdb540cab4ecf8d6bc2f5bbae63074d5bec7b9879c85a14650f99cecd78b5dd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gCV437SXdnq21A3NOu2sHj3H11YXUFIi0WwK+8hLsWVEhJAiGLayKvGNUAnJccK2IDuDSVgH6zBt9cFz4EKpDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-12T04:25:00.450461Z","bundle_sha256":"2aa7f1d3a5b3639ba45728d71f34f01fe0f19fcd8ede757f5bdcf8f80a56c4c7"}}