The movement of data (communication) between levels of a memory hierarchy, or between parallel processors on a network, can greatly dominate the cost of computation, so algorithms that minimize communication are of interest. Motivated by this, attainable lower bounds for the amount of communication required by algorithms were established by several groups for a variety of algorithms, including matrix computations. Prior work of Ballard-Demmel-Holtz-Schwartz relied on a geometric inequality of Loomis and Whitney for this purpose. In this paper the general theory of discrete multilinear Holder-Brascamp-Lieb (HBL) inequalities is used to establish communication lower bounds for a much wider class of algorithms. In some cases, algorithms are pr...
Algorithms have two costs: arithmetic and communication. The latter represents the cost of moving da...
We develop lower bounds on communication in the memory hierarchy or between processors for nested bi...
Thesis (M.S.)--Wichita State University, College of Engineering, Dept. of Electrical Engineering and...
We present lower bounds on the amount of communication that matrix multiplication algorithms must pe...
Dense linear algebra computations are essential to nearly every problem in scientific computing and ...
In this paper we propose a new approach to the study of the communication requirements of distribute...
Communication (data movement) often dominates a computation's runtime and energy costs, motivating o...
In this paper we propose a new approach to the study of the communication requirements of distribute...
Broadly speaking, this thesis investigates mathematical questions motivated by computer science. Th...
In this paper we study the tradeoff between parallelism and communication cost in a map-reduce compu...
textA central goal of theoretical computer science is to characterize the limits of efficient compu...
Thesis (Ph.D.)--University of Washington, 2020In this thesis, we study basic lower bound questions i...
We investigate two methods for proving lower bounds on the size of small depth circuits, namely the ...
International audienceCommunication lower bounds have long been established for matrix multiplicatio...
Recently, there has been an increasing interest in designing distributed convex optimization algorit...
Algorithms have two costs: arithmetic and communication. The latter represents the cost of moving da...
We develop lower bounds on communication in the memory hierarchy or between processors for nested bi...
Thesis (M.S.)--Wichita State University, College of Engineering, Dept. of Electrical Engineering and...
We present lower bounds on the amount of communication that matrix multiplication algorithms must pe...
Dense linear algebra computations are essential to nearly every problem in scientific computing and ...
In this paper we propose a new approach to the study of the communication requirements of distribute...
Communication (data movement) often dominates a computation's runtime and energy costs, motivating o...
In this paper we propose a new approach to the study of the communication requirements of distribute...
Broadly speaking, this thesis investigates mathematical questions motivated by computer science. Th...
In this paper we study the tradeoff between parallelism and communication cost in a map-reduce compu...
textA central goal of theoretical computer science is to characterize the limits of efficient compu...
Thesis (Ph.D.)--University of Washington, 2020In this thesis, we study basic lower bound questions i...
We investigate two methods for proving lower bounds on the size of small depth circuits, namely the ...
International audienceCommunication lower bounds have long been established for matrix multiplicatio...
Recently, there has been an increasing interest in designing distributed convex optimization algorit...
Algorithms have two costs: arithmetic and communication. The latter represents the cost of moving da...
We develop lower bounds on communication in the memory hierarchy or between processors for nested bi...
Thesis (M.S.)--Wichita State University, College of Engineering, Dept. of Electrical Engineering and...