2020
Discriminating electrocardiographic responses to His-bundle pacing using machine learning
Arnold AD, Howard JP, Gopi AA, Chan CP, Ali N, Keene D, Shun-Shin MJ, Ahmad Y, Wright IJ, Ng FS, Linton NWF, Kanagaratnam P, Peters NS, Rueckert D, Francis DP, Whinnett ZI. Discriminating electrocardiographic responses to His-bundle pacing using machine learning. Cardiovascular Digital Health Journal 2020, 1: 11-20. PMID: 32954375, PMCID: PMC7484933, DOI: 10.1016/j.cvdhj.2020.07.001.Peer-Reviewed Original ResearchConvolutional neural networkArtificial intelligenceNeural networkNeural network performanceTesting setSupervised machine learningECG analysisMachine learningCNN accuracyNetwork performanceLarge datasetsTesting datasetECG dataProof of conceptHigh accuracyOverall accuracyDatasetNetworkAccuracyECG interpretationIntelligenceSetMachineQRS complexCapture typeImproving ultrasound video classification: an evaluation of novel deep learning methods in echocardiography
Howard JP, Tan J, Shun-Shin MJ, Mahdi D, Nowbar AN, Arnold AD, Ahmad Y, McCartney P, Zolgharni M, Linton NWF, Sutaria N, Rana B, Mayet J, Rueckert D, Cole GD, Francis DP. Improving ultrasound video classification: an evaluation of novel deep learning methods in echocardiography. Journal Of Medical Artificial Intelligence 2020, 3: 4-4. PMID: 32226937, PMCID: PMC7100611, DOI: 10.21037/jmai.2019.10.03.Peer-Reviewed Original ResearchConvolutional neural networkTraditional convolutional neural networkNovel deep learning methodNovel CNN architectureTwo-stream networkDeep learning methodsHuman action recognitionVideo classificationMedical ultrasound examinationCNN architectureArt networksAction recognitionNeural networkLearning methodsArt methodsIndividual framesNetwork's abilityNew architectureNetworkError rateArchitectureCorrect recognitionCurrent stateRecognitionNew state
2019
Cardiac Rhythm Device Identification Using Neural Networks
Howard JP, Fisher L, Shun-Shin MJ, Keene D, Arnold AD, Ahmad Y, Cook CM, Moon JC, Manisty CH, Whinnett ZI, Cole GD, Rueckert D, Francis DP. Cardiac Rhythm Device Identification Using Neural Networks. JACC Clinical Electrophysiology 2019, 5: 576-586. PMID: 31122379, PMCID: PMC6537849, DOI: 10.1016/j.jacep.2019.02.003.Peer-Reviewed Original ResearchConceptsNeural network