57 citations · 110 across the 10 of their papers we have counts for
4 papers · 1 filter
Two Projection Pursuit Algorithms for Machine Learning under Non-Stationarity
Duncan A. J. Blythe
This thesis derives, tests and applies two linear projection algorithms for machine learning under non-stationarity. The first finds a direction in a linear space upon which a data…
Regression for sets of polynomial equations
Franz Johannes Király, Paul von Bünau, Jan Saputra Müller +3
We propose a method called ideal regression for approximating an arbitrary system of polynomial equations by a system of a particular type. Using techniques from approximate comput…
Feature Extraction for Change-Point Detection using Stationary Subspace Analysis
Duncan Blythe, Paul von Bünau, Frank Meinecke +1
Detecting changes in high-dimensional time series is difficult because it involves the comparison of probability densities that need to be estimated from finite samples. In this pa…
Algebraic Geometric Comparison of Probability Distributions
Franz J. Kiraly, Paul von Buenau, Frank C. Meinecke +2
We propose a novel algebraic framework for treating probability distributions represented by their cumulants such as the mean and covariance matrix. As an example, we consider the…