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Some independent variables had missing values, mainly maternal level variables such as the mother's age, ethnicity, the highest level of education; and the household's socio-economic status.
Not all auctions in our data set go into the estimations due to missing values, mainly because of the absence of an engineer estimate in 43% of auctions.
It is most likely that missing values mainly arose when investigators did not consider CA-125 measurement necessary given the clinical situation and the ultrasound appearance of the mass.
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The successful design of an estimation method for missing values depends mainly on making full use of the observed information.
Online S1-supplementary table 1 shows a total 18.5% of sample reduction mainly from missing values in BMI and income.
We have also not analysed discontinuation rates or reasons, mainly due to missing values and short follow-up time, and this might limit the translation of conclusions into clinical practice.
SP-relevant big data tasks mainly comprise massive scale, outliers and missing values, real-time constraints, and cloud storage.
Data preprocessing mainly deals with removing noise, handle missing values, removing irrelevant attributes in order to make the data ready for the analysis.
There are many alternative regression tree algorithms, mainly differing by their tree structure, splitting criteria, pruning method and handling of missing values.
We explain this deviation mainly on the basis of different test conditions (low-stakes vs. high-stakes testing) and a different handling of missing values.
Before pregnancy: 13 missing values; Week 17: 13 missing values; Week 32: 3 missing values; 8 weeks after delivery: 5 missing values.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com