Byron Knoll

  1. A Machine Learning Perspective on Predictive Coding with PAQ.

    Authors: Nando de Freitas, Byron Knoll
    Subjects: Learning
    Abstract

    PAQ8 is an open source lossless data compression algorithm that currently
    achieves the best compression rates on many benchmarks. This report presents a
    detailed description of PAQ8 from a statistical machine learning perspective.
    It shows that it is possible to understand some of the modules of PAQ8 and use
    this understanding to improve the method. However, intuitive statistical
    explanations of the behavior of other modules remain elusive.

Syndicate content