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EXPERIMENTAL DESIGN AND COMPUTATIONS MIXED MODEL Presented by Arun N
Mixed model ,[object Object],[object Object],[object Object]
What is Mixed Model ,[object Object],[object Object],[object Object],[object Object],[object Object]
Examples of fixed and random effect ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Mixed model ,[object Object],[object Object],[object Object],[object Object]
The Mixed model  (cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Mixed model theory ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Procedure for fitting the mixed model ,[object Object],[object Object]
LR Test ,[object Object],[object Object],[object Object],LR Test  – Likelihood ratio
Applying the LR test ,[object Object],[object Object],[object Object],[object Object],[object Object],LL – Log Lambda,  df  – Degree of freedom
Advantage of Mixed model ,[object Object],[object Object],[object Object]
GLM vs Mixed Means  – Average,  LS  – Least square means,  SS  - Sum of squares for ANOVA effect,  OLS  - Ordinary least square,  WLS  - Weighted least square,  F Test  – More often used when comparing statistical models GLM Mixed ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object]

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Mixed models