Can auxiliary variables be used in research on savings and investment?

... auxiliary variable. The authors derived the expressions for the mean squared error of the proposed estimators up to the first order of approximation. It was ... As there are no demonstrations for intermediate steps in the local search, we treat it as an auxiliary variable model. To learn this negative sampler ... This article, empirically, investigates to ascertain the importance of correlation level in the use of auxiliary variable in estimating the population parameter A new family of estimators is proposed for estimating the population mean with auxiliary information on the sample mean and the rank of the auxiliary variable. . The variables in Y are called auxiliary variables. An auxiliary variable y is called dependent if and only if in the first item above all extensions a0 ... Nov 15, 2022 ... Variable z is an auxiliary variable which has the sole purpose to formulate the division as a product and make it possible to solve the underlying model with ... Auxiliary variables are used in multiple imputation (MI) to reduce bias and increase efficiency. These variables may often themselves be incomplete. Jun 9, 2014 ... If an auxiliary variable is specified as (DE3STEP) the three-step method will be used and the variable will be treated as a distal variable with ... Learning Discrete Energy-based Models via Auxiliary-variable Local Exploration. Hanjun Dai · Rishabh Singh · Bo Dai · Charles Sutton · Dale Schuurmans. Poster ... Poster Knowledge Distillation with Auxiliary Variable. Bo Peng, zhen fang, Guangquan Zhang, Jie Lu. Hall C 4-9.