Research Article

Pruning Growing Self-Organizing Map Network for Human Physical Activity Identification

Algorithm 1

Class Calibration Algorithm.
Input: Neuron distribution map (Φ), Dataset (X), Label of Dataset
Parameter: Similarity threshold (T)
Process:
(1)for neuron in Φ
(2) calculate the distance di between the weight of neuron and X
(3)if min {di} ≥ T
(4)  neuron is inactive
(5)else
(6)  neuron gets the label of the most similar sample x
(7)end if
(8)end for
Output: Labeled Neuron distribution map (Φ)