Artificial intelligence: the future for cardiology
Artificial intelligence and machine learning are poised to influence nearly every aspect of the human condition, and cardiology is not an exception to this trend. This paper provides a guide for clinicians on relevant aspects of artificial intelligence and machine learning, reviews selected applications of these methods in cardiology to date, and identifies how cardiovascular medicine could incorporate artificial intelligence in the future. In particular, the paper first reviews predictive modeling concepts relevant to cardiology such as feature selection and frequent pitfalls such as improper dichotomization. Second, it discusses common algorithms used in supervised learning and reviews selected applications in cardiology and related disciplines. Third, it describes the advent of deep learning and related methods collectively called unsupervised learning, provides contextual examples both in general medicine and in cardiovascular medicine, and then explains how these methods could be applied to enable precision cardiology and improve patient outcomes.
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- Prenatal Cardiology - WORLD CARDIOLOGY 2024 (UK)
- Prevalence and lifetime risk of hypertension - Hypertension Meeting 2024 (UAE)
- Preventive Cardiology - HEART CONGRESS 2024 (UK)
- Preventive Cardiology - CARDIOLOGY MEETING-2024 (UAE)
- Preventive Cardiology - HEART RHYTHM 2024 (Spain)
- Preventive Cardiology - CARDIO MEET 2025 (Netherlands)
- Preventive Cardiology and Lifestyle Medicine - Heart Congress-2024 (USA)
- Psychology and Cardiovascular Well-being - Heart Congress_2025 (France)
- Public Health Policies and Hypertension - Hypertension Congress-2025 (France)
- Pulmonary & Arterial hypertension - Hypertension Meeting 2024 (UAE)
- Quality Improvement and Patient Safety - Interventional Cardiology 2024 (Switzerland)
- Quality Improvement and Patient Safety in Vascular Services - VASCULAR MED 2024 (UK)
- Regenerative Therapies and Novel Approaches - Interventional Cardiology 2024 (Switzerland)
- Renal/ Renovascular Hypertension - Hypertension Meeting 2024 (UAE)
- Resistance Hypertension - Hypertension Meeting 2024 (UAE)
- Resuscitation and Emergency Infusions - HEART CONGRESS 2024 (UK)
- Robotic Cardiac surgery - CARDIAC SURGERY 2024 (France)
- Robotic Heart Surgery - HEART 2024 (UAE)
- Robotic Heart Surgery - CARDIOLOGY CARE 2025 (Netherlands)
- Silent Ischemia and Ischemic Heart Disease - HEART 2024 (UAE)
- Sports Cardiology - Cardiology-2024 (France)
- Stages of Congestive Heart Failure - Congestive Heart Failure-2024 (France)
- Stem cell research and regeneration on cardiology - CARDIAC SURGERY 2024 (France)
- Stem Cell Research and Regeneration on Cardiology - HEART CONGRESS 2024 (UK)
- Stem Cells for Heart Regeneration - Heart Congress_2025 (France)
- Structural Heart Disease: Beyond Valve Interventions - Interventional Cardiology 2024 (Switzerland)
- Takotsubo Cardiomyopathy (Broken Heart Syndrome) - CARDIOLOGY CARE 2025 (Netherlands)
- Telemedicine in Cardiology - CARDIOLOGY CARE 2025 (Netherlands)
- Thoracic and Cardiovascular Surgery - HEART CONGRESS 2024 (UK)
- Translational Research in Vascular Medicine - VASCULAR MED 2024 (UK)
- Treatment of Hole in the Heart - HEART 2024 (UAE)
- Treatment Strategies for Congestive Heart Failure - Congestive Heart Failure-2024 (France)
- Types of Heart Failure - Congestive Heart Failure-2024 (France)
- Updates in Vascular Imaging - VASCULAR MED 2024 (UK)
- Vascular Biology and Pathophysiology - VASCULAR MED 2024 (UK)
- Venous Disorders and Thromboembolism - VASCULAR MED 2024 (UK)
- Women and Heart Disease - CARDIO MEET 2025 (Netherlands)
- Women Cardiovascular Health: Cardiac Problems during Pregnancy - HEART RHYTHM 2024 (Spain)
- Women Heart Health - World Cardiology-2025 (UK)
- Women's Vascular Health - VASCULAR MED 2024 (UK)
- Womens Cardiovascular Health: Cardiac Problems during Pregnancy - HEART CONGRESS 2024 (UK)
- Women’s Cardiology - WORLD CARDIOLOGY 2024 (UK)
- Women’s Cardiology - HEART 2024 (UAE)
- Women’s Cardiovascular Health - CARDIAC SURGERY 2024 (France)