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"Constrained optimization for stratified treatment rules in reducing ho" by Haiyan Yu, Ching Chi Yang et al.

Diabetic patients can receive multiple/different treatments. However, there is no universal solution for all patients, i.e., one prescription can treat some patients, but it may not be effective for others. Therefore, if we can stratify those patients into several sub-classes, the patients in each sub-class can receive the optimal treatment. There are two main challenges: (1) counterfactual inference when a patient can only take one treatment at a time, i.e., a long time is required to collect a...
Constrained Optimization Ovariate Balancing Data Science Missing Data Stratified Treatment
Source: uow.edu.au

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"Development of Missing Data Imputation Models for Railway Asset Manage" by Paul McMahon

In the big data era, huge amounts of data are being collected as a result of the day-to-day operation of organisations. While this increased availability of data brings potential value to organisations and society it also brings challenges. The usefulness or quality of this data and accounting for that quality in data driven decision making is a concern. Relevant problems associated with the quality of data include missing data, incorrect data, and the inclusion of outliers. The specific nature ...
Missing Data Asset Management Machine Learning
Source: uow.edu.au

"Impact of missing outcome data in meta-analyses of lifestyle intervent" by Rebecca G. Harris, Marijka Batterham et al.

High risk of bias associated with missing outcome data (MOD) in meta-analyses (MAs) of the effects of lifestyle interventions during pregnancy on postpartum weight retention (PPWR) casts doubt on whether such interventions can be relied upon as truly effective. This systematic overview of three MAs (19 RCTs), each with high MOD rates in the subset of RCTs included, examined how MOD were addressed in the estimation of summary intervention effects. All MAs reported beneficial and statistically sig...
Lifestyle Interventions Meta Analysis Missing Data Postpartum Weight Retention
Source: uow.edu.au

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