"This book describes computational problems related to kernel density estimation (KDE)? one of the most important and widely used data smoothing techniques. A very detailed description of novel FFT-based algorithms for both KDE computations and bandwidth selection are presented.…
Kernel methods in computational biology
by Tsuda, Koji, Schölkopf, Bernhard, Vert, Jean-Philippe
fromBradford Book
This book provides a detailed overview of current research in kernel methods and their applications to computational biology. Following three introductory chapters -- an introduction to molecular and computational biology, a short review of kernel methods that focuses on intuiti…
This monograph is a unified presentation of several theories of finding explicit formulas for heat kernels for both elliptic and sub-elliptic operators. These kernels are important in the theory of parabolic operators because they describe the distribution of heat on a given man…
