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Missing data: our view of the state of the art.
JL Schafer, JW Graham - Psychological methods, 2002 - psycnet.apa.org
Statistical procedures for missing data have vastly improved, yet misconception and
unsound practice still abound. The authors frame the missing-data problem, review …
unsound practice still abound. The authors frame the missing-data problem, review …
Missing data analysis: Making it work in the real world
JW Graham - Annual review of psychology, 2009 - annualreviews.org
This review presents a practical summary of the missing data literature, including a sketch of
missing data theory and descriptions of normal-model multiple imputation (MI) and …
missing data theory and descriptions of normal-model multiple imputation (MI) and …
Common methodological mistakes
For scientific discoveries to be valid—whether in theory or empirically—a phenomenon must
be accurately described: The scientist must use appropriate counterfactuals and eliminate …
be accurately described: The scientist must use appropriate counterfactuals and eliminate …
Comparison of performance of data imputation methods for numeric dataset
Missing data is common problem faced by researchers and data scientists. Therefore, it is
required to handle them appropriately in order to get better and accurate results of data …
required to handle them appropriately in order to get better and accurate results of data …
Simultaneous retrieval of selected optical water quality indicators from Landsat-8, Sentinel-2, and Sentinel-3
Constructing multi-source satellite-derived water quality (WQ) products in inland and
nearshore coastal waters from the past, present, and future missions is a long-standing …
nearshore coastal waters from the past, present, and future missions is a long-standing …
Global crop-specific nitrogen fertilization dataset in 1961–2020
Nitrogen (N) is an important nutrient for crop growth. However, the overuse of N fertilizers
has led to a series of devastating global environmental issues. Recent studies show that …
has led to a series of devastating global environmental issues. Recent studies show that …
Self-attention between datapoints: Going beyond individual input-output pairs in deep learning
We challenge a common assumption underlying most supervised deep learning: that a
model makes a prediction depending only on its parameters and the features of a single …
model makes a prediction depending only on its parameters and the features of a single …
A comparison of political violence by left-wing, right-wing, and Islamist extremists in the United States and the world
Although political violence has been perpetrated on behalf of a wide range of political
ideologies, it is unclear whether there are systematic differences between ideologies in the …
ideologies, it is unclear whether there are systematic differences between ideologies in the …
[หนังสือ][B] Flexible imputation of missing data
S Van Buuren, S Van Buuren - 2012 - jstatsoft.org
Treatment of missing data is usually included in a section of its own in most textbooks,
presenting best or most convenient practices, based on the methods presented and the …
presenting best or most convenient practices, based on the methods presented and the …
Motivated numeracy and enlightened self-government
Why does public conflict over societal risks persist in the face of compelling and widely
accessible scientific evidence? We conducted an experiment to probe two alternative …
accessible scientific evidence? We conducted an experiment to probe two alternative …