Exact(4)
We have proposed a novel and practical approach to identify and incorporate conditional dependence in record linkage.
To incorporate conditional dependence in the loglinear model setting, we add the appropriate interaction terms to the model.
In this paper, we presented a step-by-step procedure to identify and incorporate conditional dependence among fields using a loglinear latent class model.
Differential expression methods compute the mean difference between groups for each gene but typically do not incorporate conditional variation from other genes in the data that may help explain the between-group variation.
Similar(56)
At present, we know little about the impact of incorporating conditional health preferences on societal decisions and how to implement their incorporation.
This paper proposes and investigates an approach to deduction in probabilistic logic, using as its medium a language that generalizes the propositional version of Nilsson's probabilistic logic by incorporating conditional probabilities.
The conditional dependence model is recommended for routine use due to its flexibility for incorporating conditional dependence and easy implementation using existing software.
Further investigation is needed to examine how the other conditional dependence models compare to loglinear models and to determine the impact of incorporating conditional dependence in record linkage.
Alternatively, estimating the loglinear latent class model can be conveniently implemented using routines in existing software, such as SAS® PROC NLMIXED (Cary, NC), thus providing a pragmatic approach to incorporating conditional dependence more efficiently.
Schürle proposed an alternate approach to incorporating conditional dependence in the traditional F-S model framework by working directly with the joint distribution of the observed agreement pattern given the true match status.
Incorporate the conditional dependence between the pair of fields identified in Step 4 as the interaction term in the loglinear model.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com