Abstract: Highlights•Privileged information is fused with least twin SVR.•The regularization terms adhere to the SRM principle and prevent over-fitting.•LSTSVR-PI solves system of linear equations, leading to an efficient model.•The experimental results demonstrate the superiority of the proposed model.•The proposed model has a real-world application on time-series datasets.
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