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| { | ||
| "version": "v3.0.0", | ||
| "reference": { | ||
| "title": "Applying Convolutional Neural Network for Network Intrusion Detection", | ||
| "authors": [ | ||
| "Vinayakumar, R.", | ||
| "Soman, K.P.", | ||
| "Poornachandran, Prabaharan" | ||
| ], | ||
| "publication_name": "international conference on advances in computing, communications and informatics", | ||
| "publication_type": "peer_reviewed_conference", | ||
| "year": 2017, | ||
| "organization_publishers": [ | ||
| "ieee" | ||
| ], | ||
| "pages_number_of": 7, | ||
| "bibtex": { | ||
| "pages": "1222--1228", | ||
| "type": "inproceedings" | ||
| }, | ||
| "curated_by": "iglesias, f.", | ||
| "curated_last_revision": "02-02-2020", | ||
| "curated_revision_number": 1, | ||
| "access_open": false | ||
| }, | ||
| "data": { | ||
| "datasets": [ | ||
| { | ||
| "name": "kddcup-1999", | ||
| "availability": "public", | ||
| "format": "packet", | ||
| "types": [ | ||
| "ipv4" | ||
| ], | ||
| "generation": "altered_captured", | ||
| "generation_year": 1998, | ||
| "covered_period": "weeks", | ||
| "details": [ | ||
| "preprocessed" | ||
| ], | ||
| "subsets": [ | ||
| "none" | ||
| ], | ||
| "anonymized": "missing" | ||
| }, | ||
| { | ||
| "name": "nsl-kdd-2008", | ||
| "availability": "public", | ||
| "format": "packet", | ||
| "types": [ | ||
| "ipv4" | ||
| ], | ||
| "generation": "altered_captured", | ||
| "generation_year": 1999, | ||
| "covered_period": "weeks", | ||
| "details": [ | ||
| "preprocessed" | ||
| ], | ||
| "subsets": [ | ||
| "none" | ||
| ], | ||
| "anonymized": "missing" | ||
| } | ||
| ] | ||
| }, | ||
| "preprocessing": { | ||
| "performed_feature_selection": false, | ||
| "flow_analysis_oriented": false, | ||
| "flow_aggregation_analysis_oriented": false, | ||
| "tools": "none", | ||
| "normalization_type": "no", | ||
| "transformations": [ | ||
| "time_series" | ||
| ], | ||
| "final_data_format": "mixed_vectors", | ||
| "feature_selections": "none", | ||
| "packets": [ | ||
| { | ||
| "selection": "in_dataset", | ||
| "role": "main", | ||
| "main_goal": "attack_classification" | ||
| } | ||
| ], | ||
| "flows": "none", | ||
| "flow_aggregations": "none", | ||
| "packet_analysis_oriented": true | ||
| }, | ||
| "analysis_method": { | ||
| "unsupervised_learning": false, | ||
| "semisupervised_learning": false, | ||
| "anomaly_detection": false, | ||
| "tools": [ | ||
| { | ||
| "name": "tensorflow", | ||
| "detail": "r0.12.0", | ||
| "availability": "public" | ||
| } | ||
| ], | ||
| "algorithms": [ | ||
| { | ||
| "family": "neural_networks", | ||
| "detail": "convolutional neural network", | ||
| "learning": "supervised", | ||
| "role": "main", | ||
| "type": "classification", | ||
| "metric/decision_criteria": "missing", | ||
| "tools": [ | ||
| { | ||
| "name": "tensorflow", | ||
| "detail": "r0.12.0", | ||
| "availability": "public" | ||
| } | ||
| ], | ||
| "source": "referenced", | ||
| "parameters_provided": "partially" | ||
| }, | ||
| { | ||
| "family": "neural_networks", | ||
| "detail": "multi-layer perceptron", | ||
| "learning": "supervised", | ||
| "role": "competitor", | ||
| "type": "classification", | ||
| "metric/decision_criteria": "missing", | ||
| "tools": [ | ||
| { | ||
| "name": "tensorflow", | ||
| "detail": "r0.12.0", | ||
| "availability": "public" | ||
| } | ||
| ], | ||
| "source": "referenced", | ||
| "parameters_provided": "partially" | ||
| }, | ||
| { | ||
| "family": "neural_networks", | ||
| "detail": "long short-term memory", | ||
| "learning": "supervised", | ||
| "role": "intermediate", | ||
| "type": "classification", | ||
| "metric/decision_criteria": "missing", | ||
| "tools": [ | ||
| { | ||
| "name": "tensorflow", | ||
| "detail": "r0.12.0", | ||
| "availability": "public" | ||
| } | ||
| ], | ||
| "source": "referenced", | ||
| "parameters_provided": "partially" | ||
| }, | ||
| { | ||
| "family": "neural_networks", | ||
| "detail": "gated recurrent units", | ||
| "learning": "supervised", | ||
| "role": "intermediate", | ||
| "type": "classification", | ||
| "metric/decision_criteria": "missing", | ||
| "tools": [ | ||
| { | ||
| "name": "tensorflow", | ||
| "detail": "r0.12.0", | ||
| "availability": "public" | ||
| } | ||
| ], | ||
| "source": "referenced", | ||
| "parameters_provided": "partially" | ||
| }, | ||
| { | ||
| "family": "neural_networks", | ||
| "detail": "recurrent neural network", | ||
| "learning": "supervised", | ||
| "role": "intermediate", | ||
| "type": "classification", | ||
| "metric/decision_criteria": "missing", | ||
| "tools": [ | ||
| { | ||
| "name": "tensorflow", | ||
| "detail": "r0.12.0", | ||
| "availability": "public" | ||
| } | ||
| ], | ||
| "source": "referenced", | ||
| "parameters_provided": "partially" | ||
| } | ||
| ], | ||
| "supervised_learning": true | ||
| }, | ||
| "evaluation": { | ||
| "internal_validation": false, | ||
| "dpi-based_validation": false, | ||
| "port-based_validation": false, | ||
| "pre-knowledge-based_validation": false, | ||
| "manual_verification": false, | ||
| "implementation_in_real_scenario": false, | ||
| "methods": [ | ||
| { | ||
| "name": "normal classification metrics", | ||
| "type": "external", | ||
| "metrics": [ | ||
| "accuracy", | ||
| "false_positive_rate", | ||
| "false_negative_rate", | ||
| "roc/auc" | ||
| ], | ||
| "source": "popular" | ||
| }, | ||
| { | ||
| "name": "t-sne-visualization", | ||
| "type": "internal", | ||
| "metrics": "missing", | ||
| "source": "referenced" | ||
| } | ||
| ], | ||
| "algorithm_comparison": true, | ||
| "external_validation": true, | ||
| "train_test_separation": true | ||
| }, | ||
| "result": { | ||
| "main_goal": "detect_attacks", | ||
| "subgoals": [ | ||
| "attack_classification" | ||
| ], | ||
| "focus_main": "algorithm", | ||
| "claimed_improvements": [ | ||
| "improved_detection_rates" | ||
| ], | ||
| "reproducibility": "replicable" | ||
| } | ||
| } |
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