CaterpillarSSA

The program is based on the powerful model-free method of time series analysis Caterpillar (another name is SSA - Singular Spectrum Analysis). It combines advantages of other methods with simplicity of visual control aids. The basic Caterpillar-SSA algorithm for analyzing one-dimensional time series consists of transformation of the one-dimensional time series to the trajectory matrix by means of a delay procedure (this gives the name to the whole technique); Singular Value Decomposition of the trajectory matrix; reconstruction of the original time series based on a number of selected eigenvectors. The result of the Caterpillar-SSA processing is a natural decomposition of the time series into several components, which can often be identified as trends, seasonalities and other oscillatory series, or noise components. The method can be naturally extended to forecasting time series and its components, processing multidimensional time series and to change-point detection. The "Caterpillar" ideas were independently developed in Russia (St. Petersburg, Moscow) and also in UK and USA (under the name of SSA; that is, Singular Spectrum Analysis). The new book "Analysis of Time Series Structure: SSA and Related Techniques", authors are N. Golyandina, V. Nekrutkin and A. Zhigljavsky, provides a careful, lucid description of SSA general theory and methodology (in English, Chapman&Hall/CRC, see http://www.gistatgroup.com/cat/). The method is a powerful and useful tool of time series analysis in meteorology, hydrology, geophysics, climatology and, according to our experience, in economics, biology, physics, medicine and other sciences; that is, where short and long, one-dimensional and multidimensional, stationary and nonstationary, almost deterministic and noisy time series are to be analyzed. We are sure, that in a near future "Caterpillar"-like methods will rank among the base methods of time series analysis and will be included in standard statistical software. CaterpillarSSA is licensed as shareware, the cost of the registered version is $99.5 and full download size is 0.8 MB. You can download a free version of CaterpillarSSA by following download link at Free Downloads section of this page. CaterpillarSSA is developed or distributed by GistaT Group and is listed under mathematics.

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The program for extended Singular Spectrum Analysis (SSA) of time series.

Related Software

singular spectrum analysis singular value decomposition analysis of time series structure natural decomposition time series analysis chapman hall series trends lucid description noise components ssa caterpillar hydrology trajectory algorithm simplicity st petersburg reconstruction methodology moscow biology

Free Software Download

 Download Link: Download Now!
 Publisher: GistaT Group
 Cost: $99.5
 License Type: Shareware
 File Size: 0.8 MB
 Release Date: 7/1/2004
 Platforms: Win95, Win98, WinME, WinNT 3.x, WinNT 4.x, Windows 2000
 Keywords: forecast time periodicities analysis statistics series ssa svd component seasonalities approximation reconstruction decomposition spectrum principal trend value singular
 

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