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TNN
2010
132views Management» more  TNN 2010»
14 years 11 months ago
IPADE: Iterative Prototype Adjustment for Nearest Neighbor Classification
Nearest prototype methods are a successful trend of many pattern classification tasks. However, they present several shortcomings such as time response, noise sensitivity, and Manu...
Isaac Triguero, Salvador García, Francisco ...
KDD
2005
ACM
160views Data Mining» more  KDD 2005»
16 years 5 months ago
Optimizing time series discretization for knowledge discovery
Knowledge Discovery in time series usually requires symbolic time series. Many discretization methods that convert numeric time series to symbolic time series ignore the temporal ...
Alfred Ultsch, Fabian Mörchen
KDD
2003
ACM
146views Data Mining» more  KDD 2003»
16 years 5 months ago
Probabilistic discovery of time series motifs
Several important time series data mining problems reduce to the core task of finding approximately repeated subsequences in a longer time series. In an earlier work, we formalize...
Bill Yuan-chi Chiu, Eamonn J. Keogh, Stefano Lonar...
ICDE
2005
IEEE
185views Database» more  ICDE 2005»
16 years 6 months ago
A Multiresolution Symbolic Representation of Time Series
Efficiently and accurately searching for similarities among time series and discovering interesting patterns is an important and non-trivial problem. In this paper, we introduce a...
Vasileios Megalooikonomou, Qiang Wang, Guo Li, Chr...
VLDB
2006
ACM
190views Database» more  VLDB 2006»
16 years 5 months ago
Online summarization of dynamic time series data
Managing large-scale time series databases has attracted significant attention in the database community recently. Related fundamental problems such as dimensionality reduction, tr...
Ümit Y. Ogras, Hakan Ferhatosmanoglu