algorithm for feature extraction from audio signals
For speaker recognition, the features you should probably start with are MFCC.

There are libraries offering MFCC extraction modules, such as YAAFE, aubio (C/C++), the MIR toolbox or Dan Ellis' implementation (Matlab) - and of course speech recognition frameworks (Sphinx, HTK) provides MFCC extraction tools.