Adaptive Novelty Detection with Generalized Extreme Value Distribution

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F60461373%3A22340%2F18%3A43917099" target="_blank" >RIV/60461373:22340/18:43917099 - isvavai.cz</a>

Result on the web

<a href="http://dx.doi.org/10.23919/AE.2018.8501463" target="_blank" >http://dx.doi.org/10.23919/AE.2018.8501463</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.23919/AE.2018.8501463" target="_blank" >10.23919/AE.2018.8501463</a>

Result language

angličtina

Original language name

Adaptive Novelty Detection with Generalized Extreme Value Distribution

Original language description

This paper introduces the new adaptive novelty detection method. The proposed method is using generalized extreme value distribution to evaluate the absolute value of adaptive system weight increments in time. The detection of novelty is threshold-based and the threshold corresponds to the value of joint probability density function. Performance of the proposed algorithm is shown on artificial data. For comparison also results of Learning Entropy algorithm are shown, as this algorithm also evaluates the increments of adaptive weights.

Czech name

—

Czech description

—

Type

D - Article in proceedings

CEP classification

—

OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

—

Continuities

I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year

2018

Confidentiality

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

Article name in the collection

2018 International Conference on Applied Electronics (AE)

ISBN

978-80-261-0722-4

ISSN

—

e-ISSN

neuvedeno

Number of pages

4

Pages from-to

169-172

Publisher name

IEEE Institute of Electrical and Electronics Engineers

Place of publication

Piscataway, New Jersey

Event location

Plzeň

Event date

Sep 11, 2018

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

000450228600038