The application provides a kind of construction method of
mood disorder evaluation model based on hierarchical multi-level gating, comprising: obtaining the electroencephalogram of a plurality of subjects, labeling
label, constructing first training sample set;Using first training sample set for training, obtaining a plurality of electroencephalogram parameter combinations respectively corresponding
time sequence dynamic graph network
feature extraction model and related
time sequence dynamic graph network features;Using first training sample set,
time sequence dynamic graph network features to construct second training sample set,
train hierarchical multi-level gating model;Based on the time sequence dynamic graph network
feature extraction model corresponding to each electroencephalogram parameter combination and hierarchical multi-level gating model, obtain
mood disorder evaluation model.The application solves the problem that the
mood disorder evaluation model in the prior art does not consider the correlation between different parameter combinations and tasks among brain regions, frequency bands and
observation time lengths, does not perform hierarchical screening of different parameter brain networks based on task correlation, resulting in limited evaluation accuracy.