Computer Science and Discrete Mathematics (CSDM)

Interactive Channel Capacity

Gillat Kol
In a profoundly influential 1948 paper, Claude Shannon defined the entropy function H, and showed that the capacity of a symmetric binary channel with noise rate (bit flip rate) eps is 1−H(eps). This means that one can reliably communicate n bits by...
Machine learning is often employed as one step in a larger application, serving to perform information extraction or data mining for example. The rules obtained by such learning are then used as inputs to a further analysis. As a consequence of the...

We introduce and study a new type of learning problem for probability distributions over the Boolean hypercube {−1,1}n. As in the standard PAC learning model, a learning problem in our framework is defined by a class C of Boolean functions over {−1...