In this paper we show how to utilize Java’s native arrays for matrix computations. The disadvantages of Java arrays used as a 2D array for dense matrix computation are discussed and ways to improve the performance are examined. We show how to create efficient dynamic data structures for sparse matrix computations using Java’s native arrays. This data structure is unique for Java and shown to be more dynamic and efficient than the traditional storage schemes for large sparse matrices. Numerical testing indicates that this new data structure, called Java Sparse Array, is competitive with the traditional Compressed Row Storage scheme on matrix computation routines. Java gives increased flexibility without losing efficiency. Compared with other...
The handling of the sparse matrix vector product(SMVP) is a common kernel in many scientific applica...
AbstractThere exist many storage formats for the in-memory representation of sparse matrices. Choosi...
I create a library for storing matrices and working with matrices in this bachelor’s thesis. In this...
[[abstract]]We present a generic matrix class facility in Java and an on-going project for a runtime...
Matrix computation is an important area in high-performance scientific computing. Major computer man...
Matrices are essential in many fields of computer science, especially when large amounts of data mus...
In this thesis, we have proposed efficient implementations of linear algebra kernels such as matrix...
AbstractIn this paper we evaluate the performance of a Java library in the context of designing nume...
Sparse storage formats describe a way how sparse matrices are stored in a computer memory. Extensive...
In this dissertation we have identified vector processing shortcomings related to the efficient stor...
The irregular nature of sparse matrix-vector multiplication, Ax = y, has led to the development of a...
The irregular nature of sparse matrix-vector multiplication, Ax = y, has led to the development of a...
Sparse storage formats describe a way how sparse matrices are stored in a computer memory. Extensive...
International audienceIn this paper, we show how to solve large sparse linear systems in a grid envi...
It is shown how a matrix can be used to implement a class of dictionaries. Instead of the strong req...
The handling of the sparse matrix vector product(SMVP) is a common kernel in many scientific applica...
AbstractThere exist many storage formats for the in-memory representation of sparse matrices. Choosi...
I create a library for storing matrices and working with matrices in this bachelor’s thesis. In this...
[[abstract]]We present a generic matrix class facility in Java and an on-going project for a runtime...
Matrix computation is an important area in high-performance scientific computing. Major computer man...
Matrices are essential in many fields of computer science, especially when large amounts of data mus...
In this thesis, we have proposed efficient implementations of linear algebra kernels such as matrix...
AbstractIn this paper we evaluate the performance of a Java library in the context of designing nume...
Sparse storage formats describe a way how sparse matrices are stored in a computer memory. Extensive...
In this dissertation we have identified vector processing shortcomings related to the efficient stor...
The irregular nature of sparse matrix-vector multiplication, Ax = y, has led to the development of a...
The irregular nature of sparse matrix-vector multiplication, Ax = y, has led to the development of a...
Sparse storage formats describe a way how sparse matrices are stored in a computer memory. Extensive...
International audienceIn this paper, we show how to solve large sparse linear systems in a grid envi...
It is shown how a matrix can be used to implement a class of dictionaries. Instead of the strong req...
The handling of the sparse matrix vector product(SMVP) is a common kernel in many scientific applica...
AbstractThere exist many storage formats for the in-memory representation of sparse matrices. Choosi...
I create a library for storing matrices and working with matrices in this bachelor’s thesis. In this...