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Mining temporal classes from time series data
Proceedings of the eleventh international conference on Information and knowledge management - CIKM '02, 2002In this investigation, we discuss how to mine Temporal Class Schemes to model a collection of time series data. From the viewpoint of temporal data mining, this problem can be seen as discretizing time series data or aggregating them. Also this can be considered as screening (or noise filtering).
Masahiro Motoyoshi +2 more
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Financial Time Series Data Mining
2009Movement of stocks in the financial market is a typical example of financial time series data. It is generally believed that past performance of a stock can indicate its future trend and so stock trend analysis is a popular activity in the financial community.
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Data representation for time series data mining: time domain approaches
WIREs Computational Statistics, 2016In most time series data mining, alternate forms of data representation or data preprocessing is required because of the unique characteristics of time series, such as high dimension (the number of data points), presence of random noise, and nonlinear relationship of the data elements.
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Using sonification for mining time series data
Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008, 2008In recent years, there is a growing interest in mining time series databases by both automated and interactive tools. In this paper, we present an interactive methodology for mining of time series data using a novel sonification technique which uses some important properties of time series and tonal music to achieve effective (accurate) and efficient ...
Mark Last, Anna Gorelik
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Time Series Data Mining in Cloud Model
2019For attaining spatial time-series data in past one decade many of the attempts have been implemented on data sets to perform various processes for mining and classifying prediction rules. A novel approach is proposed in this paper for mining time-series data on cloud model we used wallmart data set.
S. Narasimha Rao, P. Ram Kumar
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A review on time series data mining
Engineering Applications of Artificial Intelligence, 2011Time series is an important class of temporal data objects and it can be easily obtained from scientific and financial applications. A time series is a collection of observations made chronologically. The nature of time series data includes: large in data size, high dimensionality and necessary to update continuously.
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