Research Article

Incomplete Time Series Prediction Using Max-Margin Classification of Data with Absent Features

Table 3

Imputation results of Mackey-Glass time series with continuous missing data.

Missing levelOurMeanKNNRGGB
MSEMAEMSEMAEMSEMAEMSEMAE

4–6%0.07410.06040.10440.09410.08460.06760.12960.1013
7–9%0.08310.06910.17180.13740.12990.10810.15310.1320
10–12%0.08320.07480.17910.15080.10910.08530.20200.1553

13–15%0.10820.08140.19510.15260.13470.11190.22200.1843