Paper Citation Record · LEDGER

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms

As of 12 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2412.05583.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.05583 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:36:55.728006Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:09:23.811880Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T17:09:25.931021Z

Reference resolution

23 of 23 outbound references displayed

verified exact12
verified fuzzy2
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bbc247d5-bb01-426c-b53c-9e93e1ee69ac · outbound

This paper cites Arrhythmia Detection - A Machine Learning based Comparative Analysis with MIT -BIH ECG Data,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Arrhythmia Detection - A Machine Learning based Comparative Analysis with MIT -BIH ECG Data,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.393619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd419001-efc2-4a05-8a1a-bb61f908b0a0 · outbound

This paper cites Computational Diagnostic Techniques for Electrocardiogram Signal Analysis,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Computational Diagnostic Techniques for Electrocardiogram Signal Analysis,

Reference 2

Resolution: verified exact; doi, observed 2026-08-11T20:36:56.707262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 034a6917-8c66-4319-82bf-fcb06842a94a · outbound

This paper cites Global, Regional, and National Burden of Cardiovascular Diseases for 10 Causes, 1990 to 2015,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Global, Regional, and National Burden of Cardiovascular Diseases for 10 Causes, 1990 to 2015,

Reference 3

Resolution: verified exact; doi, observed 2026-08-11T20:36:56.620557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4c0c5b7a-f7bd-4ca4-a406-7bf5ed6105d3 · outbound

This paper cites Automated Identication of Atrial Fibrillation from Single-lead ECGs Using Multi-branching ResNet.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Automated Identication of Atrial Fibrillation from Single-lead ECGs Using Multi-branching ResNet

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:36:57.743477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 96087a11-0996-44e5-9b34-15c7fa2ac068 · outbound

This paper cites Physiology of cardiac pumping,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Physiology of cardiac pumping,

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-11T20:36:55.493038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecdc068f-dc3b-46eb-b065-98d3432bde3c · outbound

This paper cites Atrial Fibrillation,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Atrial Fibrillation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:36:57.976444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2b8c0ba3-23c5-46c1-86ee-eb69533621c8 · outbound

This paper cites Detection of Heart Arrhythmia on Electrocardiogram using Artificial Neural Networks,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Detection of Heart Arrhythmia on Electrocardiogram using Artificial Neural Networks,

Reference 7

Resolution: verified exact; doi, observed 2026-08-11T20:36:56.525011Z

Source-reported events for the cited work

retraction dated 2023-08-02. Source: crossref record 10.1155/2023/9845250->10.1155/2022/1094830:retraction, observed 2026-07-11T02:51:59.382899+00:00. This notice travels one citation hop only.

retraction . Source: retraction watch record 48213, observed 2026-07-08T21:54:14.146189+00:00. This notice travels one citation hop only.

Observation e9bb803b-4ab5-4711-b87d-581e4bb998ec · outbound

This paper cites Time and Frequency Exploration of ECG Signal,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Time and Frequency Exploration of ECG Signal,

Reference 8

Resolution: verified exact; doi, observed 2026-08-11T20:36:56.441666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b72d6bca-6964-4eff-bfe3-5076c804f60f · outbound

This paper cites ECG signal feature extraction trends in methods and applications,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms ECG signal feature extraction trends in methods and applications,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.562440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be3985a9-a4bc-459d-b30e-998931774626 · outbound

This paper cites Advanced Time-Frequency Methods for ECG Waves Recognition,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Advanced Time-Frequency Methods for ECG Waves Recognition,

Reference 10

Resolution: verified exact; doi, observed 2026-08-11T20:36:56.343051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9e245ce5-9e8a-4ac2-b4f8-63fc62a38742 · outbound

This paper cites A review on deep learning methods for ECG arrhythmia classification,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms A review on deep learning methods for ECG arrhythmia classification,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.599483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27abb6b8-afe8-4bf5-b252-8cf2f7315198 · outbound

This paper cites Saadatnejad, M.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Saadatnejad, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:36:57.926688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d4ceaf30-5f61-4d5b-940e-45abe6a91eac · outbound

This paper cites IoT Based System for Heart Monitoring and Arrhythmia Detection Using Machine Learning,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms IoT Based System for Heart Monitoring and Arrhythmia Detection Using Machine Learning,

Reference 13

Resolution: verified exact; doi, observed 2026-08-11T20:36:56.261934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6f2a94b4-8e4b-4ced-9aec-f8519adc14c2 · outbound

This paper cites Analysis of ECG -based arrhythmia detection system using machine learning,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Analysis of ECG -based arrhythmia detection system using machine learning,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.622393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba7d39b4-e1d4-4095-9e35-b4a185c61248 · outbound

This paper cites A lightweight hybrid CNN-LSTM model for ECG-based arrhythmia detection.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms A lightweight hybrid CNN-LSTM model for ECG-based arrhythmia detection

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:36:57.221806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3541ef59-2014-4d97-b7a1-e143753696ad · outbound

This paper cites AF classification from a short single lead ECG recording: The PhysioNet/computing in cardiology challenge 2017,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms AF classification from a short single lead ECG recording: The PhysioNet/computing in cardiology challenge 2017,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.658307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 832125b8-787f-4509-917a-9710dcd6a9e7 · outbound

This paper cites PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.666501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47ea9b59-9230-43b9-882c-e21a08f87e5f · outbound

This paper cites The impact of the MIT-BIH arrhythmia database,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms The impact of the MIT-BIH arrhythmia database,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.697232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 377a98b3-2187-41b1-b390-374b32fc4191 · outbound

This paper cites Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow (2019, O’reilly),.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow (2019, O’reilly),

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-11T20:36:57.129677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation da877a61-1ac9-4c2c-a1f4-3629e2e0ae6e · outbound

This paper cites A Comparative Study of the Use of Stratified Cross-Validation and Distribution-Balanced Stratified Cross- Validation in Imbalanced Learning,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms A Comparative Study of the Use of Stratified Cross-Validation and Distribution-Balanced Stratified Cross- Validation in Imbalanced Learning,

Reference 20

Resolution: verified exact; doi, observed 2026-08-11T20:36:55.977806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 06384bc5-b09b-4f13-86a2-897f354dd486 · outbound

This paper cites Probabilistic Extension of Precision, Recall, and F1 Score for More Thorough Evaluation of Classification Models,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms Probabilistic Extension of Precision, Recall, and F1 Score for More Thorough Evaluation of Classification Models,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T20:36:55.716622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f65abee8-0563-415a-83ee-d9ef832dae54 · outbound

This paper cites QRS Wave Detection In Matlab Using Wavelet Transform,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms QRS Wave Detection In Matlab Using Wavelet Transform,

Reference 22

Resolution: verified exact; doi, observed 2026-08-11T20:36:55.935304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7d729423-ea41-4e45-85e5-09ec3cd94141 · outbound

This paper cites A Resampling Method for Imbalanced Datasets Considering Noise and Overlap,.

Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms A Resampling Method for Imbalanced Datasets Considering Noise and Overlap,

Reference 23

Resolution: verified exact; doi, observed 2026-08-11T20:36:55.861658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation c199f9fa-e9ce-4576-ba96-f1aea04a8e10 · inbound

Sporadic Federated Learning Approach in Quantum Environment to Tackle Quantum Noise cites this paper.

Sporadic Federated Learning Approach in Quantum Environment to Tackle Quantum Noise Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:09:26.019892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.