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02/08/2022
Fourier Representations for Black-Box Optimization over Categorical Variables
Optimization of real-world black-box functions defined over purely categ...
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06/06/2020
Combinatorial Black-Box Optimization with Expert Advice
We consider the problem of black-box function optimization over the bool...
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10/22/2018
Alternating Linear Bandits for Online Matrix-Factorization Recommendation
We consider the problem of online collaborative filtering in the online ...
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07/30/2016
Learning Tree-Structured Detection Cascades for Heterogeneous Networks of Embedded Devices
In this paper, we present a new approach to learning cascaded classifier...
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07/13/2016
Learning Shallow Detection Cascades for Wearable Sensor-Based Mobile Health Applications
The field of mobile health aims to leverage recent advances in wearable ...
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06/27/2016
Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series
This paper proposes an out-of-sample extension framework for a global ma...
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06/15/2016