Heart disease classification plays an important role in clinical diagnoses. The performance improvement of an Electrocardiogram classifier is therefore of great relevance. but it is a challenging task too. This paper proposes a novel classification algorithm using the kernel method. https://www.mabelandfoxs.shop/product-category/basket-changing-mat/