Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation

Autor: SS, Sidharth, AR, Keerthana, R, Gokul, KP, Anas

Accurate approximation of complex nonlinear functions is a fundamental challenge across many scientific and engineering domains. Traditional neural network architectures, such as Multi-Layer Perceptrons (MLPs), often struggle to efficiently capture i

Externí odkaz: http://arxiv.org/abs/2405.07200

Relationship Between Preexisting Cardiovascular Disease and Death and Cardiovascular Outcomes in Critically Ill Patients With COVID-19.

Autor: Vasbinder A; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Meloche C; Department of Medicine (C.M., T.U.A., H.S., H.B.), University of Michigan, Ann Arbor., Azam TU; Department of Medicine (C.M., T.U.A., H.S., H.B.), University of Michigan, Ann Arbor., Anderson E; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Catalan T; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Shadid H; Department of Medicine (C.M., T.U.A., H.S., H.B.), University of Michigan, Ann Arbor., Berlin H; Department of Medicine (C.M., T.U.A., H.S., H.B.), University of Michigan, Ann Arbor., Pan M; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., O'Hayer P; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Padalia K; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Blakely P; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Khaleel I; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Michaud E; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Huang Y; Biostatistics Department, School of Public Health (Y.H., L.Z.), University of Michigan, Ann Arbor., Zhao L; Biostatistics Department, School of Public Health (Y.H., L.Z.), University of Michigan, Ann Arbor., Pop-Busui R; Division of Metabolism, Endocrinology and Diabetes, Department of Medicine (R.P.-B.), University of Michigan, Ann Arbor., Gupta S; Division of Renal Medicine, Brigham and Women's Hospital, Boston, MA (S.G., D.E.L.)., Eagle K; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor., Leaf DE; Division of Renal Medicine, Brigham and Women's Hospital, Boston, MA (S.G., D.E.L.)., Hayek SS; Division of Cardiology, Department of Medicine (A.V., E.A., T.C., M.P., P.O., K.P., P.B., I.K., E.M., K.E., S.S.H.), University of Michigan, Ann Arbor.

Publikováno v: Circulation. Cardiovascular quality and outcomes [Circ Cardiovasc Qual Outcomes] 2022 Oct; Vol. 15 (10), pp. e008942. Date of Electronic Publication: 2022 Oct 04.