Reverse iterative volume sampling for linear regression

JOURNAL OF MACHINE LEARNING RESEARCH, pp. 1.0-39.0, 2018.

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Abstract:

We study the following basic machine learning task: Given a fixed set of input points in lk d for a linear regression problem, we wish to predict a hidden response value for each of the points. We can only afford to attain the responses for a small subset of the points that are then used to construct linear predictions for all points in t...More

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