Machine learning-based prefetch optimization for data center applications
Shih-Wei Liao, Tzu-Han Hung, Donald D. Nguyen, Chin-Yen Chou, Chia-Heng Tu, Hucheng Zhou · 2009
Performance tuning for data centers is essential and complicated. It is important since a data center comprises thousands of machines and thus a single-digit performance improvement can significantly reduce cost and power consumption. Unfortunately, it is extremely difficult as data centers are dynamic environments where applications are frequently released and servers are continually upgraded.