Search Results - "Sakallioglu, Sadullah"
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A new biased estimator based on ridge estimation
Published in Statistical papers (Berlin, Germany) (01-10-2008)“…In this paper we introduce a new biased estimator for the vector of parameters in a linear regression model and discuss its properties. We show that our new…”
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r − k Class estimator in the linear regression model with correlated errors
Published in Statistical papers (Berlin, Germany) (01-05-2014)“…Autocorrelation in errors and multicollinearity among the regressors are serious problems in regression analysis. The aim of this paper is to examine…”
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More on the restricted ridge regression estimation
Published in Journal of statistical computation and simulation (01-11-2011)“…Several alternative methods for derivation of the restricted ridge regression estimator (RRRE) are provided. Theoretical comparison and relationship of RRRE…”
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COMBINING THE LIU ESTIMATOR AND THE PRINCIPAL COMPONENT REGRESSION ESTIMATOR
Published in Communications in statistics. Theory and methods (31-12-2001)“…In this paper we introduce a class of estimators which includes the ordinary least squares (OLS), the principal components regression (PCR) and the Liu…”
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A new algorithm for initial cluster centers in k-means algorithm
Published in Pattern recognition letters (15-10-2011)“…► We proposed an algorithm to compute initial cluster centers for k-means algorithm. ► We choose two variables that best describe the variation in the dataset…”
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MEAN SQUARED ERROR COMPARISONS OF SOME BIASED REGRESSION ESTIMATORS
Published in Communications in statistics. Theory and methods (28-03-2001)“…Gunst and Mason (1976) and Trenkler (1980) have compared several regression estimators with respect to the generalized mean squared error criterion. The…”
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Superiority of the r-k Class Estimator Over Some Estimators In A Linear Model
Published in Communications in statistics. Theory and methods (01-08-2012)“…In regression analysis, to overcome the problem of multicollinearity, the r − k class estimator is proposed as an alternative to the ordinary least squares…”
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Effect of dimension reduction by principal component analysis on clustering
Published in Journal of statistics & management systems (01-03-2011)“…In this empirical study, our goal is to investigate the effectiveness of clustering high dimensional data using principle components (PCs) instead of original…”
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A New Biased Estimator in Linear Regression and A Detailed Analysis of the Widely-Analysed Dataset on Portland Cement
Published in Sankhyā. Series B (01-12-1999)“…This paper deals with the standard multiple linear regression model$(y,X\beta,\sigma ^{2}I)$, where the model matrix X is assumed to be of full column rank. We…”
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