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Blob A Parallelizing Interface for K-Means Type Clusterin...

Created: 2012-05-11 01:46:24

Credits: User Mohd Saberi

License: Creative Commons Attribution-Share Alike 3.0 Unported License

 The k-means clustering algorithm and neural network batch training becomes computationally intensive when the manipulated data is large. One way to reduce the computational demand of such techniques is to execute them in a concurrent manner. Unfortunately, the effort required to implement these techniques in a distributed computing environment remains daunting. Much of the work takes place when partitioning and distributing workloads over processors in the distributed computing environm...

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Blob A New Hybrid Firefly Algorithm for Complex and Nonli...

Created: 2012-05-11 01:44:17 | Last updated: 2012-05-11 01:44:18

Credits: User Mohd Saberi

License: Creative Commons Attribution-Share Alike 3.0 Unported License

 Global optimization methods play an important role to solve many real-world problems. However, the implementation of single methods is excessively preventive for high dimensionality and nonlinear problems, especially in term of the accuracy of finding best solutions and convergence speed performance. In recent years, hybrid optimization methods have shown potential achievements to overcome such challenges. In this paper, a new hybrid optimization method called Hybrid Evolutionary ...

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Blob A Hybrid of SVM and SCAD with Group-specific Tuning ...

Created: 2012-05-11 01:39:36

Credits: User Mohd Saberi

License: Creative Commons Attribution-Share Alike 3.0 Unported License

 The incorporation of pathway data into the microarray analysis had lead to a new era in advance understanding of biological processes. However, this advancement is limited by the two issues in quality of pathway data. First, the pathway data are usually made from the biological context free, when it comes to a specific cellular process (e.g. lung cancer development), it can be that only several genes within pathways are responsible for the corresponding cellular process. Second, p...

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