MISOIn this paper, we propose a max鈥搈in fairness optimization scheme for a downlink multiuser multiple-input single-output (MISO) ultra-reliable and low-latency communication (URLLC) system assisted by an intelligence reflecting surface (IRS). In particular, we formulate a max鈥搈in fairness ...
The P416 implementation for the bmv2 requires externs for floating-point calculations. P4air (Turkovic and Kuipers, 2020) attempts to provide more fairness for TCP flows with different congestion control algorithms. To that end, P4air groups flows into different categories based on their congestion...
For our setting, we bias the sampling rate to focus on more samples from the tail classes as com- pared to the head classes, which is assessed based on the distribution within the labeled data. We accomplish this by sampling classes for ClassMix by two separate distrib...
• Sampling is employed as a basic tool –High-BW flows more likely to be selected • State organized as a Cache –Caches allow quick identification if flow is allocated state • State Allocation can be –Policy Driven –Traffic Driven ...
We adopt the partition scheme of public datasets directly to ensure fairness in subsequent experiments with other related works. We use the training set for constructing models by active learning, use the validation set to verify the performance of intermediate classifiers and fine-tune the hyper...
For fairness, the nonlinear order and memory depth were chosen as three and five, respectively, which are consistent with the MP sub-model of the GMP model. As can be seen from the results in Figure 14 and Table 1, for the case of stronger nonlinearity (input power level: −24 dBm)...
For the instance-selection methods of pool-based AL, how to select the most representative instances from the candidates in order to label is crucial. Uncertainty sampling (US) and query-by-committee (QBC) strategies are main approaches for instance selection. The former identifies samples on ...
Stream-based selective sampling assumes a stream of unlabeled data instances is available. A decision must be made for each data instance regarding whether it should be discarded or provided to the oracle for labeling. Such a decision can be made based on an informativeness measure or determining...
Thus, we actually prepared 8 bunches of drifting samples for evaluation. Additionally, the working temperature of the gas sensors was maintained at 400 °C and the sampling rate was set to 100 Hz. Figure 2a–h shows the distributions of the 8-bunch samples in principal component analysis (...