Search Results - "Akram, Muhammad Nauman"
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Shewhart ridge profiling for the Gamma response model
Published in Journal of statistical computation and simulation (23-05-2024)“…When product quality follows the Gamma distribution and is related to one or more covariate(s), then Gamma regression model (GRM) profiling will be used. The…”
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On the estimation of Bell regression model using ridge estimator
Published in Communications in statistics. Simulation and computation (04-03-2023)“…The bell regression is used, when the response variable is in the form of counts with over dispersion. The bell regression coefficients are generally estimated…”
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On the James-Stein estimator for the poisson regression model
Published in Communications in statistics. Simulation and computation (03-10-2022)“…The Poisson regression model (PRM) aims to model a counting variable y, which is usually estimated by using maximum likelihood estimation (MLE) method. The…”
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A new Liu-type estimator for the Inverse Gaussian Regression Model
Published in Journal of statistical computation and simulation (02-05-2020)“…The Inverse Gaussian Regression Model (IGRM) is used when the response variable is positively skewed and follows the inverse Gaussian distribution. In this…”
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Bayesian estimation of ridge parameter under different loss functions
Published in Communications in statistics. Theory and methods (20-05-2022)“…In linear regression modeling, the presence of multicollinearity among the explanatory variables has undesirable effects on the maximum likelihood estimator…”
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Ridge parameter estimation for the linear regression model under different loss functions using T-K approximation
Published in Communications in statistics. Simulation and computation (02-09-2023)“…In multiple linear regression models, the explanatory variables should be uncorrelated within each other but this assumption is violated in most of the cases…”
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Two-parameter estimator for the inverse Gaussian regression model
Published in Communications in statistics. Simulation and computation (03-10-2022)“…The inverse Gaussian regression model (IGRM) is frequently applied in the situations, when the response variable is positively skewed and well fitted to the…”
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A new adjusted Liu estimator for the Poisson regression model
Published in Concurrency and computation (25-10-2021)“…Summary The Poisson regression model (PRM) is usually applied in the situations when the dependent variable is in the form of count data. For estimating the…”
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Comparison of link functions for the estimation of logistic ridge regression: an application to urine data
Published in Communications in statistics. Simulation and computation (01-09-2024)“…The logistic regression model is applied in situations when the response variable is of binary nature and follows the Bernoulli distribution. The maximum…”
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Modified ridge-type estimator for the zero inflated negative binomial regression model
Published in Communications in statistics. Simulation and computation (01-11-2024)“…The Zero-inflated negative binomial (ZINB) regression models are commonly used for count data that shows an over-dispersion and extra zeros. Multicollinearity…”
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On the performance of link functions in the beta ridge regression model: Simulation and application
Published in Concurrency and computation (15-08-2022)“…The beta regression model (BRM) is appropriate when the response variable is continuous and is in the form of ratios and proportions. For the estimation of the…”
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New ridge parameter estimators for the zero-inflated Conway Maxwell Poisson ridge regression model
Published in Journal of statistical computation and simulation (23-05-2024)“…One of the flexible count data models for dealing with over and under-dispersion with extra zeroes is the zero-inflated Conway-Maxwell Poisson (ZICOMP). The…”
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Influence diagnostics in the inverse Gaussian ridge regression model: Applications in chemometrics
Published in Journal of chemometrics (01-06-2021)“…The influential observation affects the regression model inferences. Literature has shown that the problems of multicollinearity and influential observations…”
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A new biased estimator for the gamma regression model: Some applications in medical sciences
Published in Communications in statistics. Theory and methods (03-06-2023)“…The Gamma Regression Model (GRM) has a variety of applications in medical sciences and other disciplines. The results of the GRM may be misleading in the…”
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On the generalized biased estimators for the gamma regression model: methods and applications
Published in Communications in statistics. Simulation and computation (02-09-2023)“…The gamma regression model (GRM) is commonly used if the response variable is continuous and positively skewed. In the existence of multicollinearity problem,…”
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Modified ridge-type estimator for the inverse Gaussian regression model
Published in Communications in statistics. Theory and methods (19-05-2023)“…This paper considers the parameter estimation for the inverse Gaussian regression model (IGRM) in the presence of multicollinearity. The inverse Gaussian…”
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Principal component ridge type estimator for the inverse Gaussian regression model
Published in Journal of statistical computation and simulation (03-07-2022)“…The inverse Gaussian regression model (IGRM) is applied when the response variable is continuous, positively skewed and well fitted to the inverse Gaussian…”
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18
Influential observation detection in the logistic regression under different link functions: an application to urine calcium oxalate crystals data
Published in Journal of statistical computation and simulation (22-01-2024)“…This study compares the performance of link functions for diagnostic methods to diagnose influential observations in the logistic regression model. Four link…”
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A new Stein estimator for the zero‐inflated negative binomial regression model
Published in Concurrency and computation (30-08-2022)“…The Zero‐inflated negative binomial (ZINB) regression models are mainly applied for count data that shows over‐dispersion and extra zeros. Multicollinearity is…”
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A modified one parameter Liu estimator for Conway-Maxwell Poisson response model
Published in Journal of statistical computation and simulation (13-08-2022)“…The maximum likelihood estimator (MLE) is generally used to estimate the Conway Maxwell Poisson regression model (COMPRM). When the explanatory variables are…”
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