Tenant-side detection, classification, and mitigation of noisy-neighbor-induced performance degradation

S Mitra, S Khosla, SV Mehta, MR Reddy… - US Patent …, 2021 - Google Patents
Embodiments relate to tenant-side detection and mitigation of performance degradation
resulting from interference generated by a noisy neighbor in a distributed computing
environment. A first machine-learning model such as a k-means nearest neighbor classifier
is operated by a tenant to detect an anomaly with a computer system emulator resulting from
a co-located noisy neighbor. A second machine-learning model such as a multi-class
classifier is operated by the tenant to identify a contended resource associated with the …

Tenant-side detection, classification, and mitigation of noisy-neighbor-induced performance degradation

S Mitra, S Khosla, SV Mehta, MR Reddy… - US Patent …, 2024 - Google Patents
Embodiments relate to tenant-side detection and mitigation of performance degradation
resulting from interference generated by a noisy neighbor in a distributed computing
environment. A first machine-learning model such as a k-means nearest neighbor classifier
is operated by a tenant to detect an anomaly with a computer system emulator resulting from
a co-located noisy neighbor. A second machine-learning model such as a multi-class
classifier is operated by the tenant to identify a contended resource associated with the …