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When cleaning physiological sensor data, what is the primary drawback of using simple mean imputation compared to time-series interpolation methods?



The primary drawback of using simple mean imputation for physiological sensor data is the loss of temporal dependency, which occurs because mean imputation replaces missing values with the global average of the dataset regardless of the surrounding data points. Physiological signals, such as heart rate or blood oxygen levels, are time-series data, meaning each measurement is statis....

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Redundant Elements