ImputeINR uses implicit neural representations to impute missing time series values, reporting better MSE and MAE than nine baselines on eight datasets, with the largest gains at high missing rates.
Methods for the estimation of missing values in time series
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ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data
ImputeINR uses implicit neural representations to impute missing time series values, reporting better MSE and MAE than nine baselines on eight datasets, with the largest gains at high missing rates.