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Modelling and predicting resource allocation using eigenvalues and eigenvectors
Modelling and predicting resource allocation using eigenvalues and eigenvectors
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机译:使用特征值和特征向量建模和预测资源分配
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摘要
A state of resource allocation is represented as a matrix. Each intersection of a row and column of the matrix indicates a number of units of a resource being provided by a respective node and consumed by a respective client. The allocation is modeled using a characteristic equation of the matrix. The characteristic equation is applied to the matrix to find an eigenvalue indicating a degree of scale the allocation can tolerate. An eigenvector is found for the eigenvalue to determine a direction of scale. A prediction is made as to whether the current state can scale at least one of upwards or downwards by the eigenvector.
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