PMID Title Journal Publication Year Author View in RVdb
26498047 Manifold ranking based scoring system with its application to cardiac arrest prediction: A retrospective study in emergency department patients. Comput Biol Med 2015 Liu T;Lin Z;Ong ME;Koh ZX;Pek PP;Yeo YK;Oh BS;Ho AF;Liu N View More
26710446 [Primary Study on Predicting the Termination of Paroxysmal Atrial Fibrillation Based on a Novel RdR RR Intervals Scatter Plot]. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi 2015 Lu H;Zhang C;Sun Y;Hao Z;Wang C;Tian J View More
27708350 Beatquency domain and machine learning improve prediction of cardiovascular death after acute coronary syndrome. Sci Rep 2016 Liu Y;Scirica BM;Stultz CM;Guttag JV View More
28113529 Quality Assessment of Ambulatory ECG Using Wavelet Entropy of the HRV Signal. IEEE J Biomed Health Inform 2017 Orphanidou C;Drobnjak I View More
28223106 Diagnosis of major depressive disorder by combining multimodal information from heart rate dynamics and serum proteomics using machine-learning algorithm. Prog Neuropsychopharmacol Biol Psychiatry 2017 Kim EY;Lee MY;Kim SH;Ha K;Kim KP;Ahn YM View More
28489609 Heart rate-based window segmentation improves accuracy of classifying posttraumatic stress disorder using heart rate variability measures. Physiol Meas 2017 Reinertsen E;Nemati S;Vest AN;Vaccarino V;Lampert R;Shah AJ;Clifford GD View More
29376502 Prediction and early detection of delirium in the intensive care unit by using heart rate variability and machine learning. Physiol Meas 2018 Oh J;Cho D;Park J;Na SH;Kim J;Heo J;Shin CS;Kim JJ;Park JY;Lee B View More
30337081 Prediction of paroxysmal Atrial Fibrillation: A machine learning based approach using combined feature vector and mixture of expert classification on HRV signal. Comput Methods Programs Biomed 2018 Ebrahimzadeh E;Kalantari M;Joulani M;Shahraki RS;Fayaz F;Ahmadi F View More
30427880 Development and validation of warning system of ventricular tachyarrhythmia in patients with heart failure with heart rate variability data. PLoS One 2018 Au-Yeung WM;Reinhall PG;Bardy GH;Brunton SL View More
30654799 Ultra-short term HRV features as surrogates of short term HRV: a case study on mental stress detection in real life. BMC Med Inform Decis Mak 2019 Castaldo R;Montesinos L;Melillo P;James C;Pecchia L View More
30732136 Heart rate variability based machine learning models for risk prediction of suspected sepsis patients in the emergency department. Medicine (Baltimore) 2019 Chiew CJ;Liu N;Tagami T;Wong TH;Koh ZX;Ong MEH View More
31499731 Obstructive sleep apnea syndrome detection based on ballistocardiogram via machine learning approach. Math Biosci Eng 2019 Gao WD;Xu YB;Li SS;Fu YJ;Zheng DY;She YJ View More
31972509 Sleep heart rate variability assists the automatic prediction of long-term cardiovascular outcomes. Sleep Med 2020 Zhang L;Wu H;Zhang X;Wei X;Hou F;Ma Y View More
31998469 Fatigue Evaluation through Machine Learning and a Global Fatigue Descriptor. J Healthc Eng 2020 Ramos G;Vaz JR;Mendonca GV;Pezarat-Correia P;Rodrigues J;Alfaras M;Gamboa H View More
32044875 Predictors of hemodynamic decompensation in progressive hypovolemia: Compensatory reserve versus heart rate variability. J Trauma Acute Care Surg 2020 Schlotman TE;Suresh MR;Koons NJ;Howard JT;Schiller AM;Cardin S;Convertino VA View More
32149106 Detecting Congestive Heart Failure by Extracting Multimodal Features and Employing Machine Learning Techniques. Biomed Res Int 2020 Hussain L;Awan IA;Aziz W;Saeed S;Ali A;Zeeshan F;Kwak KS View More
32317680 Application of a convolutional neural network for predicting the occurrence of ventricular tachyarrhythmia using heart rate variability features. Sci Rep 2020 Taye GT;Hwang HJ;Lim KM View More
32330080 Measurement and identification of mental workload during simulated computer tasks with multimodal methods and machine learning. Ergonomics 2020 Ding Y;Cao Y;Duffy VG;Wang Y;Zhang X View More
32449059 Brief Report: Can a Composite Heart Rate Variability Biomarker Shed New Insights About Autism Spectrum Disorder in School-Aged Children? J Autism Dev Disord 2021 Frasch MG;Shen C;Wu HT;Mueller A;Neuhaus E;Bernier RA;Kamara D;Beauchaine TP View More
32647196 Electrocardiographic changes predate Parkinson\'s disease onset. Sci Rep 2020 Akbilgic O;Kamaleswaran R;Mohammed A;Ross GW;Masaki K;Petrovitch H;Tanner CM;Davis RL;Goldman SM View More
32942220 Machine learning-based discrimination of panic disorder from other anxiety disorders. J Affect Disord 2021 Na KS;Cho SE;Cho SJ View More
33080573 Detection of subjects with ischemic heart disease by using machine learning technique based on heart rate total variability parameters. Physiol Meas 2020 Accardo A;Silveri G;Merlo M;Restivo L;Ajcevic M;Sinagra G View More
33214564 Locomotion in virtual environments predicts cardiovascular responsiveness to subsequent stressful challenges. Nat Commun 2020 Rodrigues J;Studer E;Streuber S;Meyer N;Sandi C View More
33257111 Identification of Latent Risk Clinical Attributes for Children Born Under IUGR Condition Using Machine Learning Techniques. Comput Methods Programs Biomed 2021 Nguyen Van S;Lobo Marques JA;Biala TA;Li Y View More
33727606 Heart rate variability analysis for the identification of the preictal interval in patients with drug-resistant epilepsy. Sci Rep 2021 Leal A;Pinto MF;Lopes F;Bianchi AM;Henriques J;Ruano MG;de Carvalho P;Dourado A;Teixeira CA View More
33865317 Utilizing machine learning dimensionality reduction for risk stratification of chest pain patients in the emergency department. BMC Med Res Methodol 2021 Liu N;Chee ML;Koh ZX;Leow SL;Ho AFW;Guo D;Ong MEH View More
33913284 [Study on the prediction of cardiovascular disease based on sleep heart rate variability analysis]. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi 2021 Yang Y;Yan X;Hou F;Pan L View More
33984844 Machine learning model on heart rate variability metrics identifies asymptomatic toddlers exposed to zika virus during pregnancy. Physiol Meas 2021 Herry CL;Soares HMF;Schuler-Faccini L;Frasch MG View More
34047710 Pain Recognition With Electrocardiographic Features in Postoperative Patients: Method Validation Study. J Med Internet Res 2021 Kasaeyan Naeini E;Subramanian A;Calderon MD;Zheng K;Dutt N;Liljeberg P;Salantera S;Nelson AM;Rahmani AM View More
34185652 Evaluation of Maturation in Preterm Infants Through an Ensemble Machine Learning Algorithm Using Physiological Signals. IEEE J Biomed Health Inform 2022 Leon C;Cabon S;Patural H;Gascoin G;Flamant C;Roue JM;Favrais G;Beuchee A;Pladys P;Carrault G View More
34350827 Unsupervised machine learning reveals key immune cell subsets in COVID-19, rhinovirus infection, and cancer therapy. Elife 2021 Barone SM;Paul AG;Muehling LM;Lannigan JA;Kwok WW;Turner RB;Woodfolk JA;Irish JM View More
34433834 Early prognosis of respiratory virus shedding in humans. Sci Rep 2021 Aminian M;Ghosh T;Peterson A;Rasmussen AL;Stiverson S;Sharma K;Kirby M View More
34577879 Assessment of the Impact of Alcohol Consumption Patterns on Heart Rate Variability by Machine Learning in Healthy Young Adults. Medicina (Kaunas) 2021 Pop GN;Christodorescu R;Velimirovici DE;Sosdean R;Corbu M;Bodea O;Valcovici M;Dragan S View More
34619314 Prediction of GABA receptor antagonist-induced convulsion in cynomolgus monkeys by combining machine learning and heart rate variability analysis. J Pharmacol Toxicol Methods 2021 Nagata S;Fujiwara K;Kuga K;Ozaki H View More
34673026 COVID 19-related burnout among healthcare workers in India and ECG based predictive machine learning model: Insights from the BRUCEE- Li study. Indian Heart J 2021 Gupta MD;Jha MK;Bansal A;Yadav R;Ramakrishanan S;Girish MP;Sarkar PG;Qamar A;Kumar S;Kumar S;Jain A;Saijpaul R;Gupta V;Kansal D;Garg S;Arora S;Biswas PS;Yusuf J;Malhotra RK;Batra V;Kathuria S;Mehta V;Safal;Shetty MK;Mukhopadhyay S;Tyagi S;Gupta A View More
34677832 Machine learning analysis of heart rate variability to detect delayed cerebral ischemia in subarachnoid hemorrhage. Acta Neurol Scand 2022 Odenstedt Herges H;Vithal R;El-Merhi A;Naredi S;Staron M;Block L View More
34785733 Cancer classification using machine learning and HRV analysis: preliminary evidence from a pilot study. Sci Rep 2021 Vigier M;Vigier B;Andritsch E;Schwerdtfeger AR View More
34892791 Personalized Stress Monitoring using Wearable Sensors in Everyday Settings. Annu Int Conf IEEE Eng Med Biol Soc 2021 Tazarv A;Labbaf S;Reich SM;Dutt N;Rahmani AM;Levorato M View More
34919031 Event-related driver stress detection with smartphones among young novice drivers. Ergonomics 2022 Zhou X;Ma L;Zhang W View More
35169170 Early heart rate variability evaluation enables to predict ICU patients\' outcome. Sci Rep 2022 Bodenes L;N'Guyen QT;Le Mao R;Ferriere N;Pateau V;Lellouche F;L'Her E View More
35506573 Effect of temporal resolution on the detection of cardiac arrhythmias using HRV features and machine learning. Physiol Meas 2022 Ben Itzhak S;Ricon SS;Biton S;Behar JA;Sobel JA View More
35590889 Heart Rate Variability-Based Subjective Physical Fatigue Assessment. Sensors (Basel) 2022 Ni Z;Sun F;Li Y View More
35632275 Sepsis Mortality Prediction Using Wearable Monitoring in Low-Middle Income Countries. Sensors (Basel) 2022 Ghiasi S;Zhu T;Lu P;Hagenah J;Khanh PNQ;Hao NV;Vital Consortium;Thwaites L;Clifton DA View More
35641924 Using machine learning to determine the correlation between physiological and environmental parameters and the induction of acute mountain sickness. BMC Bioinformatics 2022 Wei CY;Chen PN;Lin SS;Huang TW;Sun LC;Tseng CW;Lin KF View More
35668230 Classification of SARS-CoV-2 viral genome sequences using Neurochaos Learning. Med Biol Eng Comput 2022 Harikrishnan NB;Pranay SY;Nagaraj N View More
35918202 An automated detection of atrial fibrillation from single鈥憀ead ECG using HRV features and machine learning. J Electrocardiol 2022 Udawat AS;Singh P View More
36084123 Prenatal stress assessment using heart rate variability and salivary cortisol: A machine learning-based approach. PLoS One 2022 Cao R;Rahmani AM;Lindsay KL View More
36086524 Prenatal Cortisol Levels Estimation Using Heart Rate and Heart Rate Variability: A Weak Supervised Learning Based Approach. Annu Int Conf IEEE Eng Med Biol Soc 2022 Cao R;Huang Y;Rahmani AM;Lindsay K View More
36146381 Machine Learning Methods in Predicting Patients with Suspected Myocardial Infarction Based on Short-Time HRV Data. Sensors (Basel) 2022 Chumachenko D;Butkevych M;Lode D;Frohme M;Schmailzl KJG;Nechyporenko A View More
36236399 Classification of Drivers\' Mental Workload Levels: Comparison of Machine Learning Methods Based on ECG and Infrared Thermal Signals. Sensors (Basel) 2022 Cardone D;Perpetuini D;Filippini C;Mancini L;Nocco S;Tritto M;Rinella S;Giacobbe A;Fallica G;Ricci F;Gallina S;Merla A View More
36252870 Development and validation of a machine learning-based model for varices screening in compensated cirrhosis (CHESS2001): an international multicenter study. Gastrointest Endosc 2023 Huang Y;Li J;Zheng T;Ji D;Wong YJ;You H;Gu Y;Li M;Zhao L;Li S;Geng S;Yang N;Chen G;Wang Y;Kumar M;Jindal A;Qin W;Chen Z;Xin Y;Jiang Z;Chi X;Cheng J;Zhang M;Liu H;Lu M;Li L;Zhang Y;Pu C;Ma D;He Q;Tang S;Wang C;Liu S;Wang J;Liu Y;Liu C;Liu H;Sarin SK;Xiaolong Qi View More
36281493 Machine learning model for aberrant driving behaviour prediction using heart rate variability: a pilot study involving highway bus drivers. Int J Occup Saf Ergon 2023 Tsai CY;Majumdar A;Wang Y;Hsu WH;Kang JH;Lee KY;Tseng CH;Kuan YC;Lee HC;Wu CJ;Houghton R;Cheong HI;Manole I;Lin YT;Li LJ;Liu WT View More
36388285 Machine learning-based classification of circadian rhythm characteristics for mild cognitive impairment in the elderly. Front Public Health 2022 Liu Z;Zhang L;Wu J;Zheng Z;Gao J;Lin Y;Liu Y;Xu H;Zhou Y View More
36414673 Generalisable machine learning models trained on heart rate variability data to predict mental fatigue. Sci Rep 2022 Matuz A;van der Linden D;Darnai G;Csatho A View More
36502071 Wearable Epileptic Seizure Prediction System Based on Machine Learning Techniques Using ECG, PPG and EEG Signals. Sensors (Basel) 2022 Zambrana-Vinaroz D;Vicente-Samper JM;Manrique-Cordoba J;Sabater-Navarro JM View More
36720392 Heart and brain traumatic stress biomarker analysis with and without machine learning: A scoping review. Int J Psychophysiol 2023 Rountree-Harrison D;Berkovsky S;Kangas M View More
36805101 A pilot study to predict cardiac arrest in the pediatric intensive care unit. Resuscitation 2023 Kenet AL;Pemmaraju R;Ghate S;Raghunath S;Zhang Y;Yuan M;Wei TY;Desman JM;Greenstein JL;Taylor CO;Ruchti T;Fackler J;Bergmann J View More
36893657 Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review. Int J Med Inform 2023 Vos G;Trinh K;Sarnyai Z;Rahimi Azghadi M View More
37005391 Using machine learning to determine the time of exposure to infection by a respiratory pathogen. Sci Rep 2023 Sharma K;Aminian M;Ghosh T;Liu X;Kirby M View More
37068328 Personalized seizure detection using logistic regression machine learning based on wearable ECG-monitoring device. Seizure 2023 Jeppesen J;Christensen J;Johansen P;Beniczky S View More
37290394 Identification of major depression patients using machine learning models based on heart rate variability during sleep stages for pre-hospital screening. Comput Biol Med 2023 Geng D;An Q;Fu Z;Wang C;An H View More
37299947 Global Stress Detection Framework Combining a Reduced Set of HRV Features and Random Forest Model. Sensors (Basel) 2023 Dahal K;Bogue-Jimenez B;Doblas A View More
37678514 Dimensional emotion recognition from camera-based PRV features. Methods 2023 Zhou K;Schinle M;Stork W View More