Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:27:24.288433Z
Paper Citation Record · LEDGER
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges
As of 9 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 0 inbound Pith citation observations for arXiv:2506.02438.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
95 of 95 outbound references displayed
- verified exact27
- verified fuzzy16
- unresolved41
- parse uncertain0
- malformed identifier1
- metadata mismatch10
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c2c516d3-709a-402c-a53c-523ce9d698c3 · outbound
This paper cites A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection,
Reference 1
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:28.927022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f7d03944-9667-4f67-960d-34fc0bf27f2b · outbound
This paper cites An Intrusion -Detection Model.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges An Intrusion -Detection Model
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.450312Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fffe48b-0ca2-45b4-a8a4-a9109be62abe · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.456550Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cef00f14-1b56-4963-b0b3-0c5b7dfc2574 · outbound
This paper cites PERFORMANCE EVALUATION OF MACHINE LEARNING ALGORITHMS FOR INTRUSION DETECTION SYSTEM,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges PERFORMANCE EVALUATION OF MACHINE LEARNING ALGORITHMS FOR INTRUSION DETECTION SYSTEM,
Reference 4
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.991813Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 833a2c84-4ab1-4c45-b4ac-6d27966dfe64 · outbound
This paper cites Intrusion detection: A survey,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion detection: A survey,
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.472118Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fc970eb-b026-45a5-8074-45eded467fc5 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.486657Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b9187d8-6569-43d0-97ad-785dfdb74a26 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.495836Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5230aa6-96c5-4872-8324-9253920773b8 · outbound
This paper cites Sharafaldin, A.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Sharafaldin, A
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.504095Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af618175-55bb-40f7-8612-3e50ae10e7ea · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.512264Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1034968f-f18c-459c-90e4-cf72eeb955fd · outbound
This paper cites Thakkar, R.
Reference 11
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.930044Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ce73f273-b7a8-4d67-a914-b49493b3252b · outbound
This paper cites Network Bas ed Intrusion Detection Using the UNSW-NB15 Dataset.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Network Bas ed Intrusion Detection Using the UNSW-NB15 Dataset
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.525735Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15936c29-fbc3-4174-9206-625e54c3280d · outbound
This paper cites Building an efficient intrusion detection system based on feature selection and ensemble classifier,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Building an efficient intrusion detection system based on feature selection and ensemble classifier,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.531996Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df014e94-38bb-4358-90da-2d7c781cc157 · outbound
This paper cites Optimized deep learning wit h binary PSO for intrusion detection on CSE-CICIDS2018 dataset,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Optimized deep learning wit h binary PSO for intrusion detection on CSE-CICIDS2018 dataset,
Reference 14
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.900271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7c8d1c9d-5358-473d-9a83-939898cdb5e0 · outbound
This paper cites Registry of open data on AWS.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Registry of open data on AWS
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.544890Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa55cfaa-7597-4e63-a0ea-773ce64d53f2 · outbound
This paper cites CSE- CIC-IDS2018 on AWS.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges CSE- CIC-IDS2018 on AWS
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.553608Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f385ef7-455a-4ebe-9067-322365f895bd · outbound
This paper cites Network intrusion detection using deep learning based on dimensionality reduction,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Network intrusion detection using deep learning based on dimensionality reduction,
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.559612Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e94d7b99-9052-4348-b25c-763921ec8a16 · outbound
This paper cites and Sunil B.
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.564668Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3879e96d-7643-4523-8c07-d65075c500a1 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.574549Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7619b6a-6f2d-4113-89b4-4e60c2002f7d · outbound
This paper cites Miguel A.
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.581249Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c00f0801-ae24-421e-93e0-c794098eb78a · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.586255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6e30955-09f1-40e0-8fa6-670b4da4a835 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.591486Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76ee1f80-4cda-4027-941d-4a435755bd50 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.748268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bf189b7e-36b6-404e-86fd-ed9b87027b8c · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.781696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ab075fee-7d8a-4a40-ac23-9aa76c28c52a · outbound
This paper cites J Big Data 7:1–20.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges J Big Data 7:1–20
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.719767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9992990b-9ad2-442f-9ed2-53b64aafd3a5 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 27
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:28.646070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4b6ef40a-bb31-4d0b-9f4f-df455819db3e · outbound
This paper cites Intrusion Detection in Computer Networks using Optimized Machine Learning Algorithms,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion Detection in Computer Networks using Optimized Machine Learning Algorithms,
Reference 28
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:28.532272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 34eedd9c-3746-4f58-be2d-8276eb86a830 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 29
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:28.374871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2daabe5f-db91-4609-97b4-5a8b0d679ef3 · outbound
This paper cites Enhancing Performance of Intrusion detection System in the NSL- KDD Dataset using Meta -Heuristic and Machine Learning Algorithms -Design thinking approach,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Enhancing Performance of Intrusion detection System in the NSL- KDD Dataset using Meta -Heuristic and Machine Learning Algorithms -Design thinking approach,
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.651795Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f928049-eca2-43d6-bca6-a6bd69e9f9ce · outbound
This paper cites Building an Effective Intrusion Detection System by Using Hybrid Data Optimization Based on Machine Learning Algorithms,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Building an Effective Intrusion Detection System by Using Hybrid Data Optimization Based on Machine Learning Algorithms,
Reference 31
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.871951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ded5376b-a3fe-49c4-85bb-d2ea123ded50 · outbound
This paper cites Intrusion Detection using Machine Learning Techniques: An Experimental Comparison,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion Detection using Machine Learning Techniques: An Experimental Comparison,
Reference 32
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:28.169658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2973cfa1-50b7-41b7-a5f2-e8f444cbeae3 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 33
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.844229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6a7a409e-2c2d-4c7e-b62b-29715b07fda0 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.685746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccf92a41-9b91-43ec-b97e-7519205cf10c · outbound
This paper cites Intrusion Detection System Framework Using Machine Learning,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion Detection System Framework Using Machine Learning,
Reference 36
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:28.025317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5456cd20-9348-463d-875b-739556202201 · outbound
This paper cites Intrusion Detection System using Feature Selection With Clustering and Classification Machine Learning Algorithms on the UNSW -NB15 dataset,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion Detection System using Feature Selection With Clustering and Classification Machine Learning Algorithms on the UNSW -NB15 dataset,
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.710983Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f6ff54c-4644-4660-b58d-740a4aa2737b · outbound
This paper cites A Hybrid Machine Learning and Data Mining Based Approach to Network Intrusion Detection,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges A Hybrid Machine Learning and Data Mining Based Approach to Network Intrusion Detection,
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.717960Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 350e80a8-dc1f-4b36-b451-4627bfe8c5e1 · outbound
This paper cites Machine Learning based Intrusion Detection Framework using Recursive Feature Elimination Method,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Machine Learning based Intrusion Detection Framework using Recursive Feature Elimination Method,
Reference 40
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:27.580905Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation afa0139d-a855-4b9f-82ee-6aa3160bf1a9 · outbound
This paper cites Feature selection for intrusion detection systems,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Feature selection for intrusion detection systems,
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.741048Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a4cd6e8-ac0a-497a-a7b9-1913983063b2 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.747071Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74b288ef-4d81-4adf-a681-744e1d0ee001 · outbound
This paper cites Implementation of Intrusion Detection System Using Various Machine Learning Approaches with Ensemble learning,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Implementation of Intrusion Detection System Using Various Machine Learning Approaches with Ensemble learning,
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:23.752294Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0561d007-de9a-43e8-85c2-c259dfe9d9b5 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.692537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 81d12576-147e-49ae-80bd-3cf50c8f7780 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.670751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 82ca213d-6bcd-4d3f-813a-91d672847fe3 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.645500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d9ac72d0-bd79-4226-a12a-4d4886709e67 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 47
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.752129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 317be64b-46a3-4056-8a55-68a77cf6329f · outbound
This paper cites Madhukar, G.
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.618198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d1b23630-8c73-4d89-a71e-02a538f955ef · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.590492Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 89950d95-96aa-41f3-99e1-03d0a0dea746 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.546514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5abfddc8-44ca-45b6-9b71-fdc3a557b151 · outbound
This paper cites A simple KNN algorithm for text categorization.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges A simple KNN algorithm for text categorization
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.477238Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 649faa43-43b0-4cc4-ae66-2960f45b2c74 · outbound
This paper cites Intrusion Detection System using decision tree algorithm,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion Detection System using decision tree algorithm,
Reference 53
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:27.128949Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 78f3c84d-c171-4dba-8991-84620b5457a3 · outbound
This paper cites Performance evaluation of supervised machine learning algorithms for intrusion detection.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Performance evaluation of supervised machine learning algorithms for intrusion detection
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.452617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation aa32d618-d12d-4531-a600-6cb998695350 · outbound
This paper cites An effective approach to network intrusion detection system using genetic algorithm.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges An effective approach to network intrusion detection system using genetic algorithm
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.429154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d096e347-df66-42d9-a778-83a1ae21cb14 · outbound
This paper cites Overview on ]Intrusion Detection Systems Design Exploiting Machine Learning for Networking Cybersecurity.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Overview on ]Intrusion Detection Systems Design Exploiting Machine Learning for Networking Cybersecurity
Reference 56
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.717611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8dfa8fc4-6850-4d61-a9db-34f8c74da2f0 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.396058Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 12987293-bffe-4c2d-bbc1-e529a80539b2 · outbound
This paper cites , & Shrivastava, S.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges , & Shrivastava, S
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.515094Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e923a8ba-7d59-4d26-b9dc-229a42191eaa · outbound
This paper cites Evaluation of machine learning algorithms for an intrusion detection system,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Evaluation of machine learning algorithms for an intrusion detection system,
Reference 59
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:26.986705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7dd6e904-22ab-4287-867b-c8ca6942759b · outbound
This paper cites Performance Evaluation of Supervised Machine Learning Algorithms for Intrusion Detection.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Performance Evaluation of Supervised Machine Learning Algorithms for Intrusion Detection
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.360525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 817bdd01-612c-4c7d-953e-472348ca9323 · outbound
This paper cites D., & Khan, M.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges D., & Khan, M
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.335572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2339b1a9-f514-4312-b835-5d828b80e1c1 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 62
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.690557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e4cab831-be0a-4d40-abc5-6449fc0a797f · outbound
This paper cites A Simple and Robust Approach of Random Forest for Intrusion Detection System in Cyber Security,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges A Simple and Robust Approach of Random Forest for Intrusion Detection System in Cyber Security,
Reference 63
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:26.868375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 36d34d17-934e-4647-8c1d-515c53f43811 · outbound
This paper cites & Ghazizadeh- Ahsaee, Mostafa & Karimipour, Hadis.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges & Ghazizadeh- Ahsaee, Mostafa & Karimipour, Hadis
Reference 64
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.648721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1a508ee9-7f63-488d-95f8-db19f9e30d8b · outbound
This paper cites Multi-level hybrid support vector machine and extreme learning machine based on modified K -means for an intrusion detection system,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Multi-level hybrid support vector machine and extreme learning machine based on modified K -means for an intrusion detection system,
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.312961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7a172595-b6cf-4511-9b53-e386aecff7ce · outbound
This paper cites -H.; Salam, I.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges -H.; Salam, I
Reference 66
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.618317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 177c8832-580f-44fe-a98c-1d7d07fbbac2 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 67
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.592175Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f5072e93-ca13-47b8-b4a2-2854942f0f2e · outbound
This paper cites Mashayak, Balaji R.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Mashayak, Balaji R
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.288690Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 306a8640-0cf6-4213-85f5-3f1e1172a1f4 · outbound
This paper cites T, Kameswara M.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges T, Kameswara M
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.264037Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5fbc8501-17db-4e8e-aa6a-38994507e6d9 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.234511Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3f0099fa-97b0-4903-995a-406d562a5423 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 71
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.781540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9d3c2eb7-8167-45ab-ac9b-1d6688d1f7ab · outbound
This paper cites Aziz, Amira & Hanafi, Sanaa & Hassanien, Aboul Ella.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Aziz, Amira & Hanafi, Sanaa & Hassanien, Aboul Ella
Reference 72
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.559978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 21cfd9ec-1f6a-4493-9d34-0b688d51067b · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.209782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7af15f19-f7f6-4bcb-a6e6-76befa7af7c1 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 74
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.531519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 175da53d-2920-4e59-95b9-ee22046664a8 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.188448Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation deb88a92-df88-4b02-97be-198e25e5bcf0 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.166576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8d1e9820-7ba9-4f0a-a6fd-d1a5dc63518f · outbound
This paper cites In: 2015 Fifth international conference on communication systems and network technologies.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges In: 2015 Fifth international conference on communication systems and network technologies
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.140606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5910c9cc-ad98-4413-b849-7fe09244f05b · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 78
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:26.709908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 65b29dfa-b89a-45a5-8456-85ff3cafaa60 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 79
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:26.550745Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 155d6df6-9725-4a81-bd41-224a204c7545 · outbound
This paper cites SVM-DT-based adaptive and collaborative intrusion detection,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges SVM-DT-based adaptive and collaborative intrusion detection,
Reference 80
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:26.391224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4b7b6a9a-8214-4448-827b-ebc8af607e68 · outbound
This paper cites Network intrusion detection system using various data mining techniques,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Network intrusion detection system using various data mining techniques,
Reference 81
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:26.246618Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ccdd6e58-bbe3-41de-b9e6-12e1dabce949 · outbound
This paper cites Reducing false positives in intrusion detection systems using data -mining techniques utilizing support vector machines, decision trees, and naive Bayes for off -line analysis,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Reducing false positives in intrusion detection systems using data -mining techniques utilizing support vector machines, decision trees, and naive Bayes for off -line analysis,
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.100889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1f4accf1-d0c3-4138-9f5c-03d3cda0c25f · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 83
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:26.088980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation be439cf1-e8a2-45f0-b99c-82ad67ed6d4e · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 84
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:27:29.059052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ef5a5010-c7da-4443-bed7-d629f5f4dd5e · outbound
This paper cites Semi - supervised multi-layered clustering model for intrusion detection.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Semi - supervised multi-layered clustering model for intrusion detection
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:29.029639Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fe20cd68-b06c-49e9-bc4f-79dd07c7ed49 · outbound
This paper cites Machine Learning Algorithms for Intrusion Detection Performance Evaluation and Comparative Analysis,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Machine Learning Algorithms for Intrusion Detection Performance Evaluation and Comparative Analysis,
Reference 86
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:24.168421Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e6155e6-f257-4db6-969b-9e6af12400c4 · outbound
This paper cites MLIDS: A Machine Learning Approach for Intrusion Detection for Real-Time Network Dataset,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges MLIDS: A Machine Learning Approach for Intrusion Detection for Real-Time Network Dataset,
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:28.994793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b3c581f8-8d29-4a76-98a5-4f8f87c7eb3e · outbound
This paper cites Intrusion Detection System Using PCA with Random Forest Approach,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Intrusion Detection System Using PCA with Random Forest Approach,
Reference 88
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:24.197859Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a326a3c-d254-4cc3-adfb-cf53951c1ce8 · outbound
This paper cites A Novel Intrusion Detection System based on Extreme Machine Learning and Multi-Voting Technology,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges A Novel Intrusion Detection System based on Extreme Machine Learning and Multi-Voting Technology,
Reference 89
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:25.588029Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3159ac1a-82d3-4930-8562-aaaaf9effabb · outbound
This paper cites Evaluation of machine learning techniques for network intrusion detection,.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Evaluation of machine learning techniques for network intrusion detection,
Reference 90
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:25.432030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9c44f44a-8f7d-4246-8f48-8c308d534db0 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 91
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.462953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 61ff5fea-4dfd-4429-979b-d1e581bd497b · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 92
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-07T11:27:24.240375Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75f06618-907d-46ae-87a7-3cb679ed6b56 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 93
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.405711Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 732bc1bf-27d4-4179-8c52-09b988946fe6 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 94
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:24.256921Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3422c967-114a-4eba-b2f4-2ebb0df50bc4 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 95
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.372054Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 09b72aad-e9e8-4166-ae15-039c331fcd21 · outbound
This paper cites Potdar, Performance Evolution of Machine Learning Algorithms for Network Intrusion Detection System.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Potdar, Performance Evolution of Machine Learning Algorithms for Network Intrusion Detection System
Reference 96
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:27:28.966726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9bf55a58-b31c-49d2-abb3-eff3b17b7210 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 97
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T11:27:25.147527Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b6206055-63cd-4829-9caa-b952c07a9824 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 435
- Resolution
- verified exact
- doi, observed 2026-08-07T11:27:24.493957Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7f300f27-e298-42a6-9021-002d39abe3a2 · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 536
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:27:24.185786Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 173584fa-9dcd-40f3-a3ac-0f1acb80949b · outbound
This paper cites an unresolved cited work.
A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Unresolved cited work
Reference 640
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-07T11:27:25.942291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
No inbound Pith citation observations are available.