Search Results for author: Krzysztof Domino

Found 7 papers, 6 papers with code

The dynamics of the stomatognathic system from 4D multimodal data

no code implementations20 Nov 2019 Agnieszka A. Tomaka, Leszek Luchowski, Dariusz Pojda, Michał Tarnawski, Krzysztof Domino

The purpose of this chapter is to discuss methods of acquisition, visualization and analysis of the dynamics of a complex biomedical system, illustrated by the human stomatognathic system.

Time Series Analysis

Selected Methods for non-Gaussian Data Analysis

2 code implementations23 Nov 2018 Krzysztof Domino

There are many copula families characterised by various measures of the dependence between marginals.

Methodology Numerical Analysis

The use of the Higher Order Singular Value Decomposition of the 4-cumulant's tensors in features selection and outlier detection

7 code implementations29 Mar 2018 Krzysztof Domino

In the presented approach, we collect information about higher order dependencies utilizing the 4th cumulant's tensor.

Methodology

Introducing higher order correlations to marginals' subset of multivariate data by means of Archimedean copulas

3 code implementations21 Mar 2018 Krzysztof Domino, Adam Glos

Our data transformation algorithm can be used to analyse whether particular machine learning algorithm, especially a dimensionality reduction one, utilises higher order correlations or not.

Data Structures and Algorithms Computation

Algorithm for an arbitrary-order cumulant tensor calculation in a sliding window of data streams

2 code implementations20 Jan 2017 Krzysztof Domino, Piotr Gawron

In this work we present a new efficient algorithm for calculation of cumulants of arbitrary order in a sliding window for data streams.

Data Structures and Algorithms Numerical Analysis

Efficient computation of higher order cumulant tensors

3 code implementations19 Jan 2017 Krzysztof Domino, Piotr Gawron, Łukasz Pawela

In this paper, we introduce a novel algorithm for calculating arbitrary order cumulants of multidimensional data.

Numerical Analysis Data Structures and Algorithms 65Y05, 15A69, 65C60

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