LORM: Learning to Optimize for Resource Management in Wireless Networks With Few Training Samples

Effective resource management plays a pivotal role in wireless networks, which, unfortunately, typically results in challenging mixed-integer nonlinear programming (MINLP) problems. Machine learning-based methods have recently emerged as a disruptive way to obtain near-optimal performance for MINLPs...

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Veröffentlicht in:IEEE transactions on wireless communications 2020-01, Vol.19 (1), p.665-679
Hauptverfasser: Shen, Yifei, Shi, Yuanming, Zhang, Jun, Letaief, Khaled B.
Format: Artikel
Sprache:eng
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