Neural Networks on FPGA

Feature Selection for MLP Neural Network: The Use of Random Permutation of Probabilistic Outputs
Large-scale Neural Network Simulation on FPGA in Real-time by minos001 Feature Selection for MLP Neural Network: The Use of Random Permutation of Probabilistic Outputs
Abstract
This paper presents a new wrapper-based feature selection method for multilayer perceptron (MLP) neural networks. It uses a feature ranking criterion to measure the importance of a feature by computing the aggregate difference, over the feature space, of the probabilistic outputs of the MLP with and without the feature. Thus, a score of importance with respect to every feature can be provided using this criterion. Based on the numerical experiments on several artificial and real-world data sets, the proposed method performs, in general, better than several selected feature selection methods for MLP, particularly when the data set is sparse or has many redundant features. In addition, as a wrapper-based approach, the computational cost for the proposed method is modest. Subscribe to Complete IEEE Topics and Abstract by Email For more IEEE Topics .

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2011-03-21 05:40:32 by dixiessmom

Supported by both parents. However, remember the other parent is supporting the child when she is there. They are feeding the child,paying for activities etc. Whether they have to provide any money to you depends on many factors.You should google the child support calculator for CA.I would first try to work out a parenting plan. If the child can only see the parent once a month,what can you offer in exchange? more time over the summer? extra school breaks? This is not a drastic change but be ready to make up for the lost time. Also, let the other parent know that any time they want to come to CA they are welcome and can go to the activities with the child

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