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Faisal M. Almutairi

2 accepted papers

2021

eTREE: Learning Tree-structured Embeddings

AAAI 2021technical

Matrix factorization (MF) plays an important role in a wide range of machine learning and data mining models. MF is commonly used to obtain item embeddings and feature representations due to its ability to capture correlations and higher-order statistical dependencies across dimensions. In many appl…

2018

Scalable Energy Disaggregation Via Successive Submodular Approximation

ICASSP 2018accepted

Energy disaggregation is the task of decomposing the aggregated power consumption readings of a household into its constituent parts. In this paper, we propose a supervised, non-parametric framework for energy disaggregation. We demonstrate that the problem is equivalent to maximizing a set-function…

Cited by 0SourceScholar