Q-learning

Q-learning Even the value iteration algorithm is not the solution to every problem especially where the cost and the transition probability functions are unknown a priori, so the value iteration algorithm can not be used to compute the optimal value function. Instead...

Bellman Equation

Bellman Equation When the agent is in state i at time slot n and takes action a, it transitions to the next state j at time slot n+1 with probability and incurs expected cost c(i, a). However, given the available actions , it is not enough to select the action that...

Markov Decision Process (MDP)

Markov Decision Process (MDP) Here, we consider a discrete-time Markov Decision Process where time is slotted into intervals of equal duration indexed by Definition 1. A Markov Decision Process M is a 5-tuple (S;A; p; c; ) where S is the set of states i, A is the set...

Freeware Wavelet Toolboxes

We give a partial list of freeware toolboxes for wavelet signal processing that can retrieved over the Internet : Embedded Image Compression is a C software for wavelet image compression Amir Said and William Pearlman : https://ecse.rpi.edu/~pearlman/ Fraclab is...

LastWave

LastWave is a wavelet signal and image processing environment writ ten in C for X%Unix and Macintosh computers This standalone freeware does not require any additional commercial package and can be retrieved through the Internet at...

WaveLab

WaveLab is a library of Matlab routines for wavelets and related timefrequency transforms It is improved and maintained at Stanford University by David Donoho with contributions to earlier versions by John Buckheit Shaobing Chen Xiaoming Huo Iain Johnstone...