91 citations · 505 across the 35 of their papers we have counts for
4 papers · 1 filter
Control of Generalized Energy Storage Networks
Junjie Qin, Yinlam Chow, Jiyan Yang +1
The integration of intermittent and volatile renewable energy resources requires increased flexibility in the operation of the electric grid. Storage, broadly speaking, provides th…
Tensor machines for learning target-specific polynomial features
Jiyan Yang, Alex Gittens
Recent years have demonstrated that using random feature maps can significantly decrease the training and testing times of kernel-based algorithms without significantly lowering th…
Weighted SGD for Regression with Randomized Preconditioning
Jiyan Yang, Yin-Lam Chow, Christopher Ré +1
In recent years, stochastic gradient descent (SGD) methods and randomized linear algebra (RLA) algorithms have been applied to many large-scale problems in machine learning and dat…
Implementing Randomized Matrix Algorithms in Parallel and Distributed Environments
Jiyan Yang, Xiangrui Meng, Michael W. Mahoney
In this era of large-scale data, distributed systems built on top of clusters of commodity hardware provide cheap and reliable storage and scalable processing of massive data. Here…