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Spline Regression Models Book

Spline Regression Models
Spline Regression Models, Spline Regression Models shows the nuts-and-bolts of using dummy variables to formulate and estimate various spline regression models. For some researchers this will involve situations where the number and location of the spline knots are known in advance, Spline Regression Models has a rating of 3.5 stars
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Spline Regression Models, Spline Regression Models shows the nuts-and-bolts of using dummy variables to formulate and estimate various spline regression models. For some researchers this will involve situations where the number and location of the spline knots are known in advance, Spline Regression Models
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  • Spline Regression Models
  • Written by author Lawrence C. Marsh
  • Published by SAGE Publications, September 2001
  • Spline Regression Models shows the nuts-and-bolts of using dummy variables to formulate and estimate various spline regression models. For some researchers this will involve situations where the number and location of the spline knots are known in advance
  • Spline Regression Models shows the nuts-and-bolts of using dummy variables to formulate and estimate various spline regression models. For some researchers this will involve situations where the number and location of the spline knots are known in advance
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Authors

Series Editor's Introduction
1General Introduction1
Polynomial Regression Models3
Spline Knot Locations Known in Advance3
Splines With Unknown Knot Locations5
Unknown Number of Spline Knots6
2Introduction to Spline Models6
Interrupted Regression Analysis7
Piecewise Linear Regression9
Cubic Polynomial Regression13
Important Features of Spline Models14
3Splines With Known Knot Locations16
Linear Spline Regression Models16
Quadratic and Higher Order Spline Regression Models23
Hybrid Spline Regression Models24
Model Comparison Issues25
Model Selection Criteria27
Polynomial Regression and Perfect Multicollinearity31
F Statistics and t Statistics31
Autocorrelation and the Durbin-Watson Statistic32
4Splines With Unknown Knot Locations33
Transforming Discrete Response Into Continuous Measure33
Interrupted Regression Analysis35
Adjusting Intercepts Only36
Adjusting Intercepts and Slopes38
Splines With Known Knot Locations39
Unknown Spline Knot Location Estimation43
Quadratic Spline With Unknown Knot Locations46
The Wald Test48
Model Selection Conclusion48
5Splines With an Unknown Number of Knots49
Stepwise Regression as a Powerful Nonparametric Method49
Determining the Number, Location, and Degree of the Spline Knots52
Smooth Splines for Long-Term Investing53
Moderately Sensitive Splines for Medium-Term Investing55
Highly Sensitive Splines for Short-Term Investing56
Spline Regression Forecasting58
6Summary and Conclusions61
AppSAS Program to Calculate Standard Error63
Notes65
References67
About the Authors69


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Spline Regression Models, Spline Regression Models shows the nuts-and-bolts of using dummy variables to formulate and estimate various spline regression models. For some researchers this will involve situations where the number and location of the spline knots are known in advance, Spline Regression Models

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Spline Regression Models, Spline Regression Models shows the nuts-and-bolts of using dummy variables to formulate and estimate various spline regression models. For some researchers this will involve situations where the number and location of the spline knots are known in advance, Spline Regression Models

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