


HIT_CREATE_LDS Create Local Datasets (LDs)
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DESCRIPTION
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LDs=hit_create_LDs(Xid,yid,Weight_primal)
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INPUT
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Xid: matrix containing the datapoints in the regressor set.
Each row is a datapoint.
yid: column vector containing the output datapoints.
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OUTPUT
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LDs: structure containing information about local datasets (LDs)
and local models
LDs.X{i}: matrix of regressors belonging to the i-th local dataset
(each row is a point).
LDs.y{i}: vector of outputs belonging to the i-th local dataset.
LDs.pos{i}: vector of indexes of datapoints in the i-th local
dataset, e.g. Xid(LDs.pos{i}(1),:) is the first regressor in the i-th
LD.
LDs.weights{i} weight associated to the i-th datapoint used in
weighted LS for computing mode PVs.
LDs.meanX{i} average of regressors in the i-th local dataset.
LDs.models{i} parameters of the i-th local model.
LDs.models_var{i} INVERSE variance of the i-th local model.
LDs.X_ivar{i} INVERSE of the variance of the the regressors in the
i-th LD.