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Paper Citation Record · LEDGER

A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges

As of 22 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.

pith.paper-citation-record.v1
2506.02438 v1

Coverage vector

measured 95 of 95 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:27:24.288433Z

measured 95 of 95 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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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

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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

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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

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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

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source=pdf_text observed=2026-08-07T11:27:23.472118Z digest=sha256:901e615e23c986cc793b3fc28a6538f932d3eb455f54b2df6234e6b2710d9aaf

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

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source=pdf_text observed=2026-08-07T11:27:23.486657Z digest=sha256:ee2426f1fc38193f5dbcb8fcdd33248a64bd3f8c1a3ea519ae73d250397f575a

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

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source=pdf_text observed=2026-08-07T11:27:23.495836Z digest=sha256:cb038b51e7b7026f522712fd96eecd23cec45691a2f1dd7720c1f57a08af89ac

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

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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

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source=pdf_text observed=2026-08-07T11:27:23.512264Z digest=sha256:a3a107b489279ce67e02de9865565424353c476e4c4ad17fa9dccdcb837fce61

Observation 1034968f-f18c-459c-90e4-cf72eeb955fd · outbound

This paper cites Thakkar, R.

A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Thakkar, R

Reference 11

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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

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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

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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

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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

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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

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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

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Observation e94d7b99-9052-4348-b25c-763921ec8a16 · outbound

This paper cites and Sunil B.

A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges and Sunil B

Reference 18

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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

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source=pdf_text observed=2026-08-07T11:27:23.574549Z digest=sha256:dc590339db8b1074e3f54eb894d14e0b72671e05ae9102620e0e3d080f8ab927

Observation a7619b6a-6f2d-4113-89b4-4e60c2002f7d · outbound

This paper cites Miguel A.

A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges Miguel A

Reference 20

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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

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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

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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

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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

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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

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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

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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

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.630466Z digest=sha256:e3b076aaccd13f784ab134a92aa9263919e80719752b6a5dc65a1436d928929d

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

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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

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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

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doi, observed 2026-08-07T11:27:24.871951Z

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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

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source=pdf_text observed=2026-08-07T11:27:23.670648Z digest=sha256:ab39b184a27dd7d37beafb455bea221675606e588536726ce133713449d745bd

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

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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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

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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

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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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

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source=pdf_text observed=2026-08-07T11:27:23.710983Z digest=sha256:f81560ac338cd373198acb3f80ea84253684efe204fcc047e1f41a1ffebbf36d

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

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.725041Z digest=sha256:7a7502584e2aac8a1242aed6749290c1a07bcd5a621b174c5b5a88cf128c8ae1

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.

source=pdf_text observed=2026-08-07T11:27:23.741048Z digest=sha256:e2da21bbc82672c125370aefbae21415c3ab3f925a2d4945430efe7fe361bc38

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.

source=pdf_text observed=2026-08-07T11:27:23.747071Z digest=sha256:730e161cedb9ad9fc513ec6d02c779f0d9f2d570c7b848fa9d7b2b7779903be6

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
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no resolver link, observed 2026-08-07T11:27:23.752294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:23.752294Z digest=sha256:6d9520fccba05f1ec97ffea3a6545180d012b169ea76138cb2d6160a8274f0b8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.757888Z digest=sha256:863c8ea303f7f6e759e1d67cbaea16c991d88d0d41df9b541bfa6f6966e56432

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.763518Z digest=sha256:39b80eef59093634852b5e501d83c33a0f912c3117031211ea9587cfb57205a7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.768267Z digest=sha256:0b304adf00d7f1449466d93cc10b9f084fda83d55c5f1cf009ea3fd768b189ac

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.775527Z digest=sha256:d90949136970dbd54dcacafe7775999bd0bc351bc3b033d37a5e65a09dc9d527

Observation 317be64b-46a3-4056-8a55-68a77cf6329f · outbound

This paper cites Madhukar, G.

A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges 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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.785314Z digest=sha256:a76f8cbfc93269f14742e6e347e87bd656958f038740aef6b379269cc0ec192a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.801368Z digest=sha256:c5ae2437271afec3a2c3e44f909772cf4472750c26480d5db5d5223597d5a698

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.811898Z digest=sha256:d894087c3c4cd16071e65b2cedeb7d08943c9e2aec2c57cbb549c3e4de45021f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.829449Z digest=sha256:8ea5cb3a684bdbf94e8a4a9c4f95aaf5b859c2f7493f38c40e1a6ce3865921bd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.840861Z digest=sha256:3ca4f63fdb9a8c39bd375e2e58f1d7f8c85dcc2fe2a12a34e2b68c55436561c8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.847924Z digest=sha256:6d20dd0f6d086d4e4ec05a0b1955f74d5628a7872b412a190aac62cef143f2c2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.855231Z digest=sha256:112c19cea9ade7cd75c861e633d77a1faa48f962673b469e22a99875aae03dbe

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.863539Z digest=sha256:8b7d4a11dcbba674e639d628197106486d0b9bd7080a7b35df8c38c3a10f19cc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.870166Z digest=sha256:d816d5141ba17a5b6d1093ea92cd30c817e80e19bfd7f79900733c6ab994b593

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.881119Z digest=sha256:a55cb7f2b9070e1cbf2638402e06c5f8760604f88904d83e85d425a8f47e71da

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.888312Z digest=sha256:9197e7dbd565c4b47676e9704e733d25b6ef02cf036b61acc73fe662e340705f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.896935Z digest=sha256:e05eb66ad18162aac77d4b63cfe2c0e71e078c332d5c757d727f9c827455c9d6

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.906705Z digest=sha256:3d39bcd7919536bfbcd5a55eded563e3e92341ebeab55e36ff747a6a59fbf807

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.914791Z digest=sha256:826dd6a2a1d8ef1b67962cfbb60e960c032a0d2cc1aa207e83529f29f98c2765

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.924802Z digest=sha256:9fe01bf36bab166b0c08de7b7c2447bb7b656bb16d72365e22d198c14dcee982

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.934067Z digest=sha256:da6013b79af3687a514172acd49d5fdb36ad9ddace347db99f6da0f1cc913676

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.944350Z digest=sha256:a2d3472aeadd77621b619aa0669dc147920d3ef99c91788b722606c20ba200fa

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.952190Z digest=sha256:50674c26e1b4336c29068bc0769c18cecd524f7aa72171eb186e310ff0755e93

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.959912Z digest=sha256:523325ab552ebc1dd3827340eaca7966b25084d6fcd6e649be1573dde78b0dbc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.966215Z digest=sha256:6fa3374807e5f5c7afc3930a7617aa4a4306ddaa1806c84c7cb49f88837390b3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.975232Z digest=sha256:959f651c798a9eaee657a7e1d20bce17b079eb4ce8bb605952fd35b5318e467f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.989966Z digest=sha256:8a47e0e7de2bb782437b03f4257eeada5138a3706e262a2a836e5e2f4bb7f5f9

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:23.997108Z digest=sha256:1ff3396c26aa9030fb32843f455b76a7a85e821420a2a171df6134d4cf1519e3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.009340Z digest=sha256:39557db3fa72fb930c326cc0f280c5aaab48d9847d2ef87064667e53d8b5145c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.019565Z digest=sha256:431b3752d6212d5857e9c5619e17b1f83aba78cf3d2e85c1325f3ae629fba4e2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.035711Z digest=sha256:95f75a1ac5569a42749998d5d9a152e6164abadec8a513f8acc943aa62ce6a6b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.043866Z digest=sha256:320157020d16d480ba2304ab915b4735cd6cc5e88e5929f94c692853cc0cd165

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.053125Z digest=sha256:d780fbe4f6e0fe443f369f6db8b85301f68af8b64245fdbcb016faf24e3b01c6

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

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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 2026-08-22T06:32:14.747728+00:00.

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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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.081601Z digest=sha256:d55bde965c4604e434ec5decb6f4d7295d61e9258ba9649208f2ab22b4380d31

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.092644Z digest=sha256:ad19d5aef351ff8ec34a41bfd315d4cf4c065703a1023cfd37b247b65d042001

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.102000Z digest=sha256:d64a1cd7ec75d261900e262abcb4e997924521a213444e8e688f395a2d70697e

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.109915Z digest=sha256:58d5f7c5213ddce18a15c2138521d2537aa427338adf4b974be2577e730b49af

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.116949Z digest=sha256:47d2900e1c17dee594c907dbc8676b3a3650057e5c9b4f542f14a2a000fc4052

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.126658Z digest=sha256:64b4aac23e5ee87bfe42584343111529e73be6a227d03d820cabf50c201901ff

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.138997Z digest=sha256:994250bb02da1add23df7a2a856da68156540af9701c6415eea9499400c3294e

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.162998Z digest=sha256:f07cf094f292a95fb45ed427b96802645a583f6dfab1ca0d075e97a1199ab3ae

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

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unresolved
no resolver link, observed 2026-08-07T11:27:24.168421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:24.168421Z digest=sha256:1ceb6824078340c07671b7adf32ad2533047bf84a2b5d87f122d37bdc6ebf59a

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.175736Z digest=sha256:e4c12707500ca961e2139f64b34ea5a727e2b5b96d676c418e16a9005622add3

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

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no resolver link, observed 2026-08-07T11:27:24.197859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:24.197859Z digest=sha256:c069bfa22a1ae1591a6b8ba0ef6f714a91c537fd2b865b7e3558fb658512f6be

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.206862Z digest=sha256:9643358b6515fd1a82c8709c404b487fe8ebd38ee0d875bc52a69a8c7ffae00f

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.217723Z digest=sha256:db1c6cff776be646bd5f09b6ce5240bf4944adcd78688aa735bdd4b20330a308

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.227648Z digest=sha256:dd45dea1021d7e75cde1253007d25277381d3442772234979a0946567d6d9b38

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

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no resolver link, observed 2026-08-07T11:27:24.240375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:24.240375Z digest=sha256:3cab1b3f3f9a64e9fbb618d76d56abc45d35fcb4b8287be1f4c9ae20cefb7ac9

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.248703Z digest=sha256:485e265c80fa135e75a8575444019c42fb771a7b6bfa78a0ec581de3707aadd3

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

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no resolver link, observed 2026-08-07T11:27:24.256921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:24.256921Z digest=sha256:b92c86430d06a2ed36d10cce36c07acde11085377da2e51498fe36e171f6fed8

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.265919Z digest=sha256:58d5deb9df60e9f9144751be97cd04daa0681ad17d317e0870eae349274fc2ba

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.274860Z digest=sha256:8a60f241ac0b0f3e1f14fc6c4a4093e47af98e6a37c9332b5da33c5fa52f4ec6

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.288433Z digest=sha256:7ff012417f3ad3e8312971274740c19a2420f38dd3b1b760a619be5210f55acf

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.060062Z digest=sha256:611293376a5175944435a42349381de44f44bbef13583e54c16f6abe9b34f72b

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

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unresolved
no resolver link, observed 2026-08-07T11:27:24.185786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:24.185786Z digest=sha256:96efe0a6dc5273852f24c04c2074040c2fc4b51d07d03c5d3de026cd186b1f27

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:27:24.154197Z digest=sha256:e67705d3773892a585b60a2a0e9d0870284b141d2e6816ee67f6efdc877ffa82

Pith citing papers

No inbound Pith citation observations are available.