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Piecewise-polynomial Signal Segmentation Using Convex Optimization

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F17%3APU124495" target="_blank" >RIV/00216305:26220/17:PU124495 - isvavai.cz</a>

  • Result on the web

    <a href="https://www.kybernetika.cz/content/2017/6/1131" target="_blank" >https://www.kybernetika.cz/content/2017/6/1131</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.14736/kyb-2017-6-1131" target="_blank" >10.14736/kyb-2017-6-1131</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Piecewise-polynomial Signal Segmentation Using Convex Optimization

  • Original language description

    A method is presented for segmenting one-dimensional signal whose independent segments are modeled as polynomials, and which is corrupted by additive noise. The method is based on sparse modeling, the main part is formulated as a convex optimization problem and is solved by a proximal splitting algorithm. We perform experiments on simulated and real data and show that the method is capable of reliably finding breakpoints in the signal, but requires careful tuning of the regularization parameters and internal parameters. Finally, potential extensions are discussed.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database

  • CEP classification

  • OECD FORD branch

    20201 - Electrical and electronic engineering

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2017

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Name of the periodical

    Kybernetika

  • ISSN

    0023-5954

  • e-ISSN

    1805-949X

  • Volume of the periodical

    53

  • Issue of the periodical within the volume

    6

  • Country of publishing house

    CZ - CZECH REPUBLIC

  • Number of pages

    19

  • Pages from-to

    1131-1149

  • UT code for WoS article

    000424732300011

  • EID of the result in the Scopus database

    2-s2.0-85040708904