About: Unsupervised Algorithm for Retrieving Characteristic Patterns from Time-warped Data Collections

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

About: Unsupervised Algorithm for Retrieving Characteristic Patterns from Time-warped Data Collections 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	This paper discusses possibilities of using the Voting Experts algorithm enhanced by the Dynamic Time Warping (DTW) method for improving performance of Case-Based Reasoning (CBR) methodology used with time-warped data collections. CBR, in general, is the process of solving new problems based on the solutions of similar past problems. Success of this methodology strongly depends on the ability to find similar past situations. Searching these similar situations in data collections with components generated in equidistant time and in finite number of levels is now a trivial task. The problem arises for data collections that are subject to different types of distortions (e.g. measurement of natural phenomena such as precipitations, measured discharge volume etc.). The main goal of this paper is to provide suitable mechanism for retrieving typical patterns from distorted time series and thus improve the usability of CBR. This paper discusses possibilities of using the Voting Experts algorithm enhanced by the Dynamic Time Warping (DTW) method for improving performance of Case-Based Reasoning (CBR) methodology used with time-warped data collections. CBR, in general, is the process of solving new problems based on the solutions of similar past problems. Success of this methodology strongly depends on the ability to find similar past situations. Searching these similar situations in data collections with components generated in equidistant time and in finite number of levels is now a trivial task. The problem arises for data collections that are subject to different types of distortions (e.g. measurement of natural phenomena such as precipitations, measured discharge volume etc.). The main goal of this paper is to provide suitable mechanism for retrieving typical patterns from distorted time series and thus improve the usability of CBR. (en)
Title	Unsupervised Algorithm for Retrieving Characteristic Patterns from Time-warped Data Collections Unsupervised Algorithm for Retrieving Characteristic Patterns from Time-warped Data Collections (en)
skos:prefLabel	Unsupervised Algorithm for Retrieving Characteristic Patterns from Time-warped Data Collections Unsupervised Algorithm for Retrieving Characteristic Patterns from Time-warped Data Collections (en)
skos:notation	RIV/61989100:27200/12:86084901!RIV14-TA0-27200___
http://linked.open...avai/predkladatel	Fakulta bezpečnostního inženýrství
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(ED1.1.00/02.0070), P(TA01021374)
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Kocyan, Tomáš Martinovič, Jan Podhorányi, Michal
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	Vysoká škola báňská - Technická univerzita Ostrava / Fakulta bezpečnostního inženýrství
http://linked.open...dnocenehoVysledku	176073
http://linked.open...ai/riv/idVysledku	RIV/61989100:27200/12:86084901
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	segmenting, case-based reasoning, voting experts, dynamic time warping, time series (en)
http://linked.open.../riv/klicoveSlovo	segmenting dynamic time warping case-based reasoning time series voting experts
http://linked.open...ontrolniKodProRIV	[C6468767EF32]
http://linked.open...v/mistoKonaniAkce	Vídeň
http://linked.open...i/riv/mistoVydani	Genova
http://linked.open...i/riv/nazevZdroje	The 11th International Conference on Modeling and Applied Simulation, MAS 2012 : September 19-21 2012, Vienna, Austria
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	IT4Innovations Centre of Excellence New Technologies for Environmental Protection against the Negative Consequences of Natural Mass Movement
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Kocyan, Tomáš Martinovič, Jan Podhorányi, Michal Vondrák, Ivo
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2012-09-19 (xsd:date)
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	DIME Università Di Genova
https://schema.org/isbn	978-88-97999-02-7
http://localhost/t...ganizacniJednotka	27200

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, 58 GB memory in use)
Data on this page belongs to its respective rights holders.
Virtuoso Faceted Browser Copyright © 2009-2024 OpenLink Software