Comparing time series: shape-based or structural similarities?

M Corduas - Book of Short papers-Meeting of the CLAssification and …, 2007 - iris.unina.it
In the last decade there has been an increasing interest in mining time series data and
several distance measures and representations have been proposed. This paper presents …

Classification of time series using combination of DTW and LCSS dissimilarity measures

T Górecki - Communications in Statistics-simulation and …, 2018 - Taylor & Francis
In the domain of time series, different dissimilarity measures are applied for comparing
sequences, the most successful ones being based on dynamic programming. Such …

Wavelet transform in similarity paradigm

ZR Struzik, A Siebes - Pacific-Asia Conference on Knowledge Discovery …, 1998 - Springer
Searching for similarity in time series finds still broader applications in data mining.
However, due to the very broad spectrum of data involved, there is no possibility of defining …

Hierarchical dynamic time warping method for evaluating time series similarity.

WU Xue-yan, MO Zan - Application Research of Computers …, 2014 - search.ebscohost.com
In order to better reflect the morphological characteristics of time series, and explore more
suitable methods for evaluating a longer time series similarity, this paper proposed a …

Improving time series similarity measures by integrating preprocessing steps

F Höppner - Data mining and knowledge discovery, 2017 - Springer
While many application papers involving time series data report about the beneficial
application of filters, filtering (and preprocessing in general) plays at best a minor role in the …

A method of similarity measure and visualization for long time series using binary patterns

H Li, C Guo, L Yang - New Frontiers in Applied Data Mining: PAKDD 2011 …, 2012 - Springer
Similarity measure and visualization are two of the most interesting tasks in time series data
mining and attract much attention in the last decade. Some representations have been …

[引用][C] Uma abordagem em hardware para algoritmos de comparação de seqüências baseados em programação dinâmica

LGA Carvalho, C DA COMPUTACAO - 2003 - Dissertação de Mestrado …

Mineração e visualização de coleções de séries temporais

AB Alencar - 2007 - teses.usp.br
A análise de séries temporais gera muitos desafios para profisionais em um grande número
de domínios. Várias soluções de visualização integrada com algoritmos de mineração já …

Similarity measure of multivariate time series based on segmentation

Z Li, J Liu, X Zhang - Proceedings of the 2020 12th International …, 2020 - dl.acm.org
Similarity measure of time series is a fundamental problem in data mining tasks. However,
most of the similarity methods are mainly for univariate time series, rather than multivariate …

A fast and accurate similarity measure for long time series classification based on local extrema and dynamic time warping

A Lahreche, B Boucheham - Expert Systems with Applications, 2021 - Elsevier
The problem of similarity measures is a major area of interest within the field of time series
classification (TSC). With the ubiquitous of long time series and the increasing demand for …