About: Fuzzy rule-based ensemble with use of linguistic associations mining for time series prediction

Facets (new session)
Description
Metadata
Settings
- owl:sameAs
- Inference Rule:

About: Fuzzy rule-based ensemble with use of linguistic associations mining for time series prediction Goto Sponge NotDistinct Permalink

An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	There are many various methods to forecast time series. However, there is no single forecasting method that generally outperforms any other. Consequently, there always exists a danger of choosing a method that is inappropriate for a given time series. To overcome such a problem, distinct ensemble techniques are being proposed. These techniques combine more individual forecasting methods. In this contribution, we employ the so called fuzzy rule-based ensemble to determine the weights based on time series features such as trend, seasonality or stationarity. For identification of fuzzy rule base, we use linguistic association mining. An exhaustive experimental justification is provided. There are many various methods to forecast time series. However, there is no single forecasting method that generally outperforms any other. Consequently, there always exists a danger of choosing a method that is inappropriate for a given time series. To overcome such a problem, distinct ensemble techniques are being proposed. These techniques combine more individual forecasting methods. In this contribution, we employ the so called fuzzy rule-based ensemble to determine the weights based on time series features such as trend, seasonality or stationarity. For identification of fuzzy rule base, we use linguistic association mining. An exhaustive experimental justification is provided. (en)
Title	Fuzzy rule-based ensemble with use of linguistic associations mining for time series prediction Fuzzy rule-based ensemble with use of linguistic associations mining for time series prediction (en)
skos:prefLabel	Fuzzy rule-based ensemble with use of linguistic associations mining for time series prediction Fuzzy rule-based ensemble with use of linguistic associations mining for time series prediction (en)
skos:notation	RIV/61988987:17610/13:A14017T8!RIV14-MSM-17610___
http://linked.open...avai/predkladatel	Centrum excelence IT4Innovations, divize OU, Ústav pro výzkum a aplikace fuzzy modelování
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(ED1.1.00/02.0070), P(LH12229)
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	SIKORA, David Vavříčková, Lenka Štěpnička, Martin
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ostravská univerzita v Ostravě / Centrum excelence IT4Innovations, divize OU, Ústav pro výzkum a aplikace fuzzy modelování
http://linked.open...dnocenehoVysledku	76097
http://linked.open...ai/riv/idVysledku	RIV/61988987:17610/13:A14017T8
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Time series; fuzzy rules; ensembles; Fuzzy Rule Based Ensemble; fuzzy GUHA; linguistic associations; perception-based logical deduction (en)
http://linked.open.../riv/klicoveSlovo	fuzzy rules ensembles Time series perception-based logical deduction Fuzzy Rule Based Ensemble fuzzy GUHA linguistic associations
http://linked.open...ontrolniKodProRIV	[F9C25CD61DBD]
http://linked.open...v/mistoKonaniAkce	Milano
http://linked.open...i/riv/nazevZdroje	Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT)
http://linked.open...in/vavai/riv/obor	BA
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Research and development of methods and tools for intelligent analysis of time series for tasks of strategic planning IT4Innovations Centre of Excellence
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Štěpnička, Martin Štěpničková, Lenka Sikora, David
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000327668700063
http://linked.open.../riv/zahajeniAkce	2013-01-01 (xsd:date)
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Atlantis Press
https://schema.org/isbn	9789078677789
http://localhost/t...ganizacniJednotka	17610

Faceted Search & Find service v1.16.118 as of Jun 21 2024

Alternative Linked Data Documents: ODE Content Formats:

RDF

ODATA

Microdata

About

OpenLink Virtuoso version 07.20.3240 as of Jun 21 2024, on Linux (x86_64-pc-linux-gnu), Single-Server Edition (126 GB total memory, 31 GB memory in use)
Data on this page belongs to its respective rights holders.
Virtuoso Faceted Browser Copyright © 2009-2024 OpenLink Software