{"id":13510740,"url":"https://github.com/vinayakumarr/Network-Intrusion-Detection","last_synced_at":"2025-03-30T17:31:21.203Z","repository":{"id":44967839,"uuid":"117937833","full_name":"vinayakumarr/Network-Intrusion-Detection","owner":"vinayakumarr","description":"Network Intrusion Detection KDDCup '99', NSL-KDD and UNSW-NB15","archived":false,"fork":false,"pushed_at":"2019-05-08T05:22:40.000Z","size":28,"stargazers_count":670,"open_issues_count":11,"forks_count":238,"subscribers_count":16,"default_branch":"master","last_synced_at":"2024-11-01T11:34:50.309Z","etag":null,"topics":["cybersecurity","deep-learning","intrusion-detection","kdd99","machine-learning","network-intrusion-detection","network-security","nsl-kdd","unsw-nb15"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vinayakumarr.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2018-01-18T05:41:37.000Z","updated_at":"2024-10-30T12:56:11.000Z","dependencies_parsed_at":"2022-07-13T03:30:35.538Z","dependency_job_id":null,"html_url":"https://github.com/vinayakumarr/Network-Intrusion-Detection","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinayakumarr%2FNetwork-Intrusion-Detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinayakumarr%2FNetwork-Intrusion-Detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinayakumarr%2FNetwork-Intrusion-Detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinayakumarr%2FNetwork-Intrusion-Detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vinayakumarr","download_url":"https://codeload.github.com/vinayakumarr/Network-Intrusion-Detection/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246355383,"owners_count":20763990,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cybersecurity","deep-learning","intrusion-detection","kdd99","machine-learning","network-intrusion-detection","network-security","nsl-kdd","unsw-nb15"],"created_at":"2024-08-01T02:01:52.483Z","updated_at":"2025-03-30T17:31:21.197Z","avatar_url":"https://github.com/vinayakumarr.png","language":"Python","funding_links":[],"categories":["Python","machine-learning"],"sub_categories":[],"readme":"# Network-Intrusion-Detection\nNetwork Intrusion Detection KDDCup '99', NSL-KDD and UNSW-NB15\n\n\u003ca href=\"https://zenodo.org/badge/latestdoi/149269590\"\u003e\u003cimg src=\"https://zenodo.org/badge/149269590.svg\" alt=\"DOI\"\u003e\u003c/a\u003e\n\nKDDCup '99': http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html\n\nNSL-KDD: http://www.unb.ca/cic/datasets/nsl.html\n\nUNSW-NB15: https://www.unsw.adfa.edu.au/australian-centre-for-cyber-security/cybersecurity/ADFA-NB15-Datasets/\n\nPlease cite the following papers, if you use the code as part of your research\n\n1. R. Vinayakumar, K. P. Soman, Prabaharan Poornachandran:\nApplying convolutional neural network for network intrusion detection. ICACCI 2017: 1222-1228\nhttps://ieeexplore.ieee.org/abstract/document/8126009\n\n2. R. Vinayakumar, K. P. Soman, Prabaharan Poornachandran:\nEvaluating effectiveness of shallow and deep networks to intrusion detection system. ICACCI 2017: 1282-1289\nhttps://ieeexplore.ieee.org/document/8126018\n\n3. R. Vinayakumar, K. P. Soman, Prabaharan Poornachandran: Evaluation of Recurrent Neural Network and its variants for Intrusion Detection System (IDS)\" has accepted in Special Issue On Big Data Searching, Mining, Optimization \u0026 Securing (BSMOS) Peer to Peer Cloud Based Networks in IJISMD\nhttps://www.igi-global.com/article/evaluation-of-recurrent-neural-network-and-its-variants-for-intrusion-detection-system-ids/204371\n\n4. Vinayakumar, R., Alazab, M., Soman, K. P., Poornachandran, P., Al-Nemrat, A., \u0026 Venkatraman, S. (2019). Deep Learning Approach for Intelligent Intrusion Detection System. IEEE Access, 7, 41525-41550.\nhttps://ieeexplore.ieee.org/abstract/document/8681044\n\n5. Vinayakumar, R., Soman, K. P., \u0026 Poornachandran, P. (2019). A Comparative Analysis of Deep Learning Approaches for Network Intrusion Detection Systems (N-IDSs): Deep Learning for N-IDSs. International Journal of Digital Crime and Forensics (IJDCF), 11(3), 65-89.\nhttps://www.igi-global.com/article/a-comparative-analysis-of-deep-learning-approaches-for-network-intrusion-detection-systems-n-idss/227640\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvinayakumarr%2FNetwork-Intrusion-Detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvinayakumarr%2FNetwork-Intrusion-Detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvinayakumarr%2FNetwork-Intrusion-Detection/lists"}