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By exploiting the weighted connections between genes, gene labels are propagated sucessfully within the network.
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In this article, by exploiting the structure of the weighted sum-rate optimization problem, we propose an efficient iterative algorithm to compute the optimal input policy and to maximize the weighted sum-rate, via solving a generalized water-filling problem in each of the iterations.
By exploiting the concept of variable weighting factor for covariance update, together with the machinery of distributed and parallel computation, the proposed AWCR algorithm can greatly speed up the convergence rate of the weighted sum-rate maximization computation.
In particular, we showed that the proposed weighted integration methods, by exploiting the different "informativeness" embedded in different gene interaction networks, significantly outperform unweighted integration.
By exploiting the proposed unsupervised patterns and linguistic features, a weighted unsupervised pattern-based extraction system is then constructed.
A two-step weighted least-squares algorithm proposed by Chan [11] could provide the final solution of the position coordinates by exploiting the known relation between the intermediate variable and the position coordinates.
By exploiting the brand name that Jamieson has created.
He does this by exploiting the idea of set pictures.
By exploiting the difference in energy dependence of attenuation between bone and soft tissue, either bone or soft tissues can be eliminated by locally weighted subtraction of the two images.
Then we performed a systematic analysis of both unweighted and weighted network integration methods, by combining at first the six binary gene interaction networks and then by exploiting also the real-valued semantic similarity-based gene networks through the integration of all the available nine different nets (Table 1).
If two people interact repeatedly, then not reciprocating but exploiting the partner has to be weighted against the cost of losing collaboration in the future [10], [11].
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