Pure Mathematics for Theoretical Computer Science PMTCS 2995-3162 10.54216/PMTCS https://www.americaspg.com/journals/show/3073 2023 2023 On the Assessment Restricted Liu Estimator for Dealing with Multi-Collinearity Problem Baghdad University, College of Science, Baghdad, Iraq Noor Noor In this paper, we concentrate on comparing the restricted least squares with restricted Liu estimator  based on (MSE) criterion in the existence of multi-collinearity. In addition, we find the best estimation in many different cases with some related numerical examples. 2024 2024 48 51 10.54216/PMTCS.040105 https://www.americaspg.com/articleinfo/40/show/3073