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Least-squares function approximation

Known as: Least squares (function approximation), Least squares (function fitting) 
In mathematics, the idea of least squares can be applied to approximating a given function by a weighted sum of other functions. The best… Expand
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Broader (2)

Approximation theoryLeast squares

Papers overview

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2018
2018
Function Approximation and Adaptive Control with Unstructured Uncertainty
This chapter presents the fundamental theories of least-squares function approximation and least-squares adaptive control of… Expand
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2017
2017
Consensus based scheduling of storage capacities in a virtual microgrid
We present a distributed, decentralized method for coordinated scheduling of charge/discharge intervals of storage capacities in… Expand
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2011
2011
Moving least-squares approximations for linearly-solvable stochastic optimal control problems
Nonlinear stochastic optimal control problems are fundamental in control theory. A general class of such problems can be reduced… Expand
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Highly Cited
1996
Highly Cited
1996
Linear Least-Squares Algorithms for Temporal Difference Learning
We introduce two new temporal difference (TD) algorithms based on the theory of linear least-squares function approximation. We… Expand
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