Random Fourier Features
Random low dimensional approximations of kernels, using concentration of measure and some Fourier analysis
9 minute
optimization
machine-learning
linear-algebra
analysis
Posts
Here are all published articles, sorted by date in descending order.
15 posts total
3 pages total
Tensor Sketch: Polynomial Kernels
Using linear sketching techniques for fast approximation of the polynomial kernel
8 minute
optimization
machine-learning
linear-algebra
analysis
The Kernel Method
How to solve a problem in infinite dimensions while only paying for the dataset size
8 minute
optimization
machine-learning
linear-algebra