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Found 3 essays matching the above criteria.

  1. 1. Online Learning with Sample Selection

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Cong Gao; [2021]
    Keywords : data-driven engineering; online learning; sample selection; model recomputation; datadriven teknik; online-lärande; dataurval; omberäkning av modeller;

    Abstract : In data-driven network and systems engineering, we often train models offline using measurement data collected from networks. Offline learning achieves good results but has drawbacks. For example, model training incurs a high computational cost and the training process takes a long time. READ MORE

  2. 2. An Evaluation of Various On-line Classification Algorithms in Nonstationary Environments

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Hugo Bellem Westin; Karolina Shi; [2020]
    Keywords : ;

    Abstract : On-line classification algorithms are useful in cases were data is streamed in large amounts, which is quite common in todays society. However, when the data starts to drift (i.e. concept drift) it might lead to lower prediction accuracy. READ MORE

  3. 3. Simulation & Analysis of Peer-to-Peer Network Quality for Measurement Scheduling : Online algorithms, Application for Network QoS Monitoring

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Gustaf Lindstedt; [2019]
    Keywords : network; measurement; scheduling; peer; simulation; adwin; adaptive; window; mean; variance; online algorithm;

    Abstract : With the growing dependency on Internet connectivity in our daily lives, monitoring connection quality to ensure a good quality of service has become increasingly important. The CheesePi project aims to build a platform for monitoring connection quality from the home user’s perspective. READ MORE