Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data

Authors: Agrawal, Vikhyat, Kalmady, Sunil Vasu, Malipeddi, Venkataseetharam Manoj, Manthena, Manisimha Varma, Sun, Weijie, Islam, Saiful, Hindle, Abram, Kaul, Padma, Greiner, Russell

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Cryptography and Security, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2405.00725

Exploring Best Practices for ECG Signal Processing in Machine Learning

Authors: Salimi, Amir, Kalmady, Sunil Vasu, Hindle, Abram, Zaiane, Osmar, Kaul, Padma

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2311.04229

Multilabel 12-Lead Electrocardiogram Classification Using Beat to Sequence Autoencoders

Authors: Wong, Alexander William, Salimi, Amir, Hindle, Abram, Kalmady, Sunil Vasu, Kaul, Padma

Source: ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Acoustics, Speech and Signal Processing (ICASSP), ICASSP 2021 - 2021 IEEE International Conference on. :1270-1274 Jun, 2021

Relation: ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Improving ECG-based COVID-19 diagnosis and mortality predictions using pre-pandemic medical records at population-scale

Authors: Sun, Weijie, Kalmady, Sunil Vasu, Sepehrvand, Nariman, Chu, Luan Manh, Wang, Zihan, Salimi, Amir, Hindle, Abram, Greiner, Russell, Kaul, Padma

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2211.10431

ECG for high-throughput screening of multiple diseases: Proof-of-concept using multi-diagnosis deep learning from population-based datasets

Authors: Sun, Weijie, Kalmady, Sunil Vasu, Salimi, Amir, Sepehrvand, Nariman, Ly, Eric, Hindle, Abram, Greiner, Russell, Kaul, Padma

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2210.06291

Associations between vaping during pregnancy and perinatal outcomes: A systematic review and meta-analysis

Authors: Deprato, Andy ^{a, b}, Garud, Arundhati ^c, Azzolina, Danila ^d, Murgia, Nicola ^d, Davenport, Margie H. ^{e, f, g}, Kaul, Padma ^{g, h, i, j}, Lacy, Paige ^b, Moitra, Subhabrata ^{b, c, ⁎}

Source: In Journal of Hazardous Materials 15 March 2025 486

Economic Burden of Heart Failure Hospitalizations in Canada: A Population-based Study

Authors: Ellis, Emily E. ^{a, b}, Quereshi, Hena ^{a, b}, Dover, Douglas C. ^{a, b}, Lindsay, M. Patrice ^c, Virani, Sean ^d, Ducharme, Anique ^e, Hawkins, Nathaniel M. ^d, McKelvie, Robert ^f, Kaul, Padma ^{a, b, ∗}

Source: In CJC Open March 2025 7(3):279-286

The COVID-19 Pandemic Did Not Negatively Impact Adherence to Cardiovascular Medications Among 548,601 Chronically Treated Patients in Alberta

Authors: McAlister, Finlay A. ^{a, ∗}, Savu, Anamaria ^a, Chu, Luan Manh ^{a, b}, Dover, Douglas C. ^a, Kaul, Padma ^a

Source: In CJC Open February 2025 7(2):203-210

Multilabel 12-Lead Electrocardiogram Classification Using Gradient Boosting Tree Ensemble

Authors: Wong, Alexander W, Sun, Weijie, Kalmady, Sunil V, Kaul, Padma, Hindle, Abram

Source: 2020 Computing in Cardiology Computing in Cardiology, 2020. :1-4 Sep, 2020

Relation: 2020 Computing in Cardiology (CinC)

Association between adverse birth outcomes and long-term risk of premature cardiovascular disease and mortality in a contemporary population-based cohort of 502,383 pregnant women

Authors: Kaul, Padma ^{a, b, d, ⁎}, Barrett, Olesya ^c, Savu, Anamaria ^{a, b}, Liyanage, Vichy ^{a, b}, Davidge, Sandra T. ^{a, d}, Cooke, Christy-Lynn M. ^{a, d}

Source: In American Heart Journal April 2025 282:13-20

Impact of Remoteness of Residence and Socioeconomic Status on Outcomes Among Children With Heart Disease in Alberta

Authors: Conway, Jennifer ^{a, ∗}, Mackie, Andrew S. ^a, Smith, Christopher ^{b, c}, Dover, Douglas C. ^c, Kaul, Padma ^{b, c, d}, Hornberger, Lisa K. ^{a, e}

Source: In JACC: Advances November 2024 3(11)

Premature Acute Myocardial Infarction Treated With Invasive Revascularization: Comparing STEMI With NSTEMI in a Population-Based Study of Young Patients

Authors: Roston, Thomas M. ^{a, b, ‡}, Aghanya, Vivian ^{c, ‡}, Savu, Anamaria ^c, Fordyce, Christopher B. ^b, Lawler, Patrick R. ^d, Jentzer, Jacob ^e, Wong, Graham C. ^b, Brunham, Liam R. ^f, Senaratne, Janek ^{a, c, g}, van Diepen, Sean ^{a, c, g}, Kaul, Padma ^{c, g, ∗}

Source: In Canadian Journal of Cardiology November 2024 40(11):2079-2088

Diagnostic and Prognostic Electrocardiogram-Based Models for Rapid Clinical Applications

Authors: Islam, Md Saiful, Kalmady, Sunil Vasu, Hindle, Abram, Sandhu, Roopinder, Sun, Weijie, Sepehrvand, Nariman, Greiner, Russell, Kaul, Padma

Source: In Canadian Journal of Cardiology October 2024 40(10):1788-1803

Uptake of SGLT2i and Outcomes in Patients with Diabetes and Heart Failure: A Population-Based Cohort and a Specialized Clinic Cohort

Authors: Gagnon, Luke R. ^a, Hazra, Deepan ^a, Perera, Kevin ^a, Wang, Kaiming ^a, Kashyap, Niharika ^a, Sadasivan, Chandu ^a, Youngson, Erik ^{b, c}, Chu, Luan ^{b, c}, Dover, Douglas C. ^d, Kaul, Padma ^a, Simpson, Scot ^e, Bello, Aminu ^f, McAlister, Finlay A. ^{a, b}, Oudit, Gavin Y. ^{a, ⁎}

Source: In American Heart Journal August 2024 274:11-22

Real-world Use and Outcomes of Sodium-Glucose Cotransporter-2 Inhibitors in Adults With Diabetes and Heart Failure: A Population-level Cohort Study in Alberta, Canada

Authors: Butalia, Sonia ^{a, b, c, d, ∗}, Wen, Chuan ^e, Sigal, Ronald ^{a, b, c, d}, Senior, Peter ^{f, g}, Quan, Hude ^{c, d}, Chu, Luan Manh ^e, Yeung, Roseanne O. ^{f, g}, Kaul, Padma ^{g, h}

Source: In Canadian Journal of Diabetes July 2024 48(5):305-311

Applicability and impact of the COMPASS trial in a Canadian population of patients with atherosclerotic disease

Authors: Welsh, Robert C., Gouda, Pishoy, Dover, Doug, Bainey, Kevin R., McAlister, Finlay A., Kaul, Padma

Source: In Atherosclerosis June 2024 393

Outcomes of management strategies in patients with prior coronary artery bypass grafting presenting with an acute coronary syndrome

Authors: Gouda, Pishoy, Islam, Sunjidatul, Dover, Douglas C., Kaul, Padma, Bainey, Kevin R., Welsh, Robert C.

Source: In Atherosclerosis June 2024 393

Canadian Cost-Effectiveness of Coronary Artery Calcium Screening Based on the Multi-Ethnic Study of Atherosclerosis

Authors: Qureshi, Hena, Kaul, Padma, Dover, Douglas C., Blaha, Michael J., Bellows, Brandon K., Mancini, G.B. John

Source: In JACC: Advances April 2024 3(4)

Multilabel 12-Lead Electrocardiogram Classification Using Gradient Boosting Tree Ensemble

Authors: Wong, Alexander William, Sun, Weijie, Kalmady, Sunil Vasu, Kaul, Padma, Hindle, Abram

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2010.13712

Sex Differences in High-Cost Users of Healthcare for Atrial Fibrillation

Authors: Sandhu, Roopinder K., Qureshi, Hena, Halperin, Heather, Dover, Douglas C., Klassen, Nathan, Hawkins, Nathaniel M., Andrade, Jason G., Kaul, Padma

Source: In CJC Open February 2024 6(2) Part B:407-416