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Eric Ed118617%3a Longitudinal Data Analysis With Pictures%2c Regression And Principal Components. by Eric

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1ERIC ED118617: Longitudinal Data Analysis With Pictures, Regression And Principal Components.

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Several statistical techniques that can be used to ameliorate the difficulties inherent in the data analysis of longitudinal studies are presented. The first step in longitudinal data analysis is graphing. This permits visual inspection of the data, and with educated viewing can yield insights into the nature of the underlying mechanisms. The next level of sophistication is to apply regression analysis and change point analysis to the curves obtained from the graphical analysis. It is usually the case in longitudinal studies that the exact form of the curve is not known prior to the experimentation. The graphing of the data is useful in suggesting different mathematical models to apply to the curves. The results of the regression analysis will help determine the uniformity of the process across subjects. The next step is to use the form of the fitted equation to determine significant points on the curve. The shape of the curve will suggest change points in the subjects' behavior with respect to the dependent variable. In certain cases where problems arise, the use of principal components is called for. Practical advantages are that they explain the original curve best and will likely point to any existing major differences, and they occur mathematically and do not depend on the experimenter's ability to form a regression curve or pick important change points. When used in conjunction with each other, these techniques form a powerful package for analyzing longitudinal data. (RC)

“ERIC ED118617: Longitudinal Data Analysis With Pictures, Regression And Principal Components.” Metadata:

  • Title: ➤  ERIC ED118617: Longitudinal Data Analysis With Pictures, Regression And Principal Components.
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  • Language: English

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The book is available for download in "texts" format, the size of the file-s is: 16.06 Mbs, the file-s for this book were downloaded 79 times, the file-s went public at Sun May 17 2015.

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1Boy Crusoe

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Also published as" A Yankee Crusoe" . A 15 year old hard working and studious farm boy finds the lure of adventure on the seas as a merchant seaman more than he can resist. This is his story. " I was born in a little town in the State of Maine, near the close of the Civil War. My boyhood life did not differ materially from that of the average farmer's son in the remote country districts of New England--except, perhaps, that I read more and thought more. Hard work on the rugged soil, two terms each year in the little yellow country schoolhouse, a day's fishing now and then filled the early years of my life full to over-flowing. " What he gets is enough excitement and adventure to overflow his wildest dreams. How he experiences disaster and uses his wits and knowledge to overcome every problem makes for a great read. - Summary by Phil Chenevert

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  • Format: Audio
  • Number of Sections: 23
  • Total Time: 03:45:08

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  • Number of Sections: 23 sections

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  • Total Time: 03:45:08
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