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Showing 1 to 4 of 4 for “"Online Machine Learning"”.
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Smart data structures : an online machine learning approach to multicore data structures
… to get good performance across a variety of machines and inputs is a herculean task to add to the fundamental difficulty of getting a parallel program correct. To help mitigate these complexities, this work develops a new class of parallel data structures called Smart Data Structures that …
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A Systems Theoretic Framework for Online Machine Learning with an Empirical Application
Online (machine) learning is an active field of research which has been widely explored in terms of statistical learning theory, convex optimization theory and game theory, however, little to no frameworks exist for the design and application of online learning systems, both in theory and in …
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Online Machine Learning for Wireless Communications: Channel Estimation, Receive Processing, and Resource Allocation
Machine learning (ML) has shown its success in many areas such as computer vision, natural language processing, robot control, and gaming. ML also draws significant attention in the wireless communication society. However, applying ML schemes to wireless communication networks is not …
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ONLINE LEARNING AND ITS APPLICATIONS IN ELECTRICITY MARKETS
Online learning is the process of learning to make accurate predictions and optimize actions sequentially in each period based on the information gained through the previous decisions and observations. In many real-world problems, the underlying model is unknown and possibly stochastic. Therefore, …