Parzen windows
P (C0) and P (C1): use maximum likelihood estimates
P (x | C0) and P (x | C1): Use Parzen Windows
- ? Gaussian kernels
- Use ?2I as the covariance matrix for each kernel
- Choice of the smoothing parameter ? is often crucial:
- small ? ? lower bias but higher variance estimates of P