Abstract: Highlights•We improve Parsimonious memory unit (PMU) and design a new RNN method called BIPMU.•We utilize BIPMU to design a new NSSA method for wireless network environment.•We provide theoretical analysis and experiments of the BIPMU-based NSSA method.
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