Self-organizing maps
Adaptive Sampling for Network Management
Journal of Network and Systems Management
Improving network measurement efficiency through multiadaptive sampling
TMA'12 Proceedings of the 4th international conference on Traffic Monitoring and Analysis
A multiadaptive sampling technique for cost-effective network measurements
Computer Networks: The International Journal of Computer and Telecommunications Networking
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Adaptive sampling using a neural network and a fuzzy regulator is described as applied to computer network traffics. The objective of this approach is to maximally reduce the amount of data to be processed with preservation of acceptable measurement accuracy. The results of experimental verification of sampling efficiency are also presented that are based on the traffic data archive of a real computer network.