Reconstructing Improper Values with Local Centered Moving Mode

Non-Causal Step

This step replaces any improper values in the data vector with the Mode of the neighbourhood values.

Input Parameters

1. Input data including improper values
2. Definition of improper values (‘nan’, ‘inf’, or ‘null’, etc.)
3. Local window size

Output Parameters

1. Output data excluding improper values

Workflow

Algorithm

Mode

References

• J. Han, M. Kamber and J. Pei, Data Mining - Concepts and Techniques, 3rd ed., Amsterdam: Morgan Kaufmann Publishers, 2012.