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This effort is still a "work in progress". Please feel free to add comments. BRBut please make them stand out by bolding or underlining them. – Edward J. Yoon
Sparse Matrix
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ScaLAPACK handles only dense and banded matrices for using optimization strategies for High-Performance, But, Hama will be handles both dense/banded for performance and sparse matrices for reduce storage cost.
Why sparse matrices?
Sparse Matrix
NOTE that Sparse matrix operations cannot be optimized
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Why sparse matrices?
- Many classes of problems result in matrices with a large number of zeros
- A sparse matrix is a special class of matrix that allows only the non-zero terms to be stored
- Reduction in the storage requirements for sparse matrices
- Significant speed improvement as many calculations involving zero elements are neglected
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