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Titlebook: Computational Intelligence and Intelligent Systems; 9th International Sy Kangshun Li,Wei Li,Yong Liu Conference proceedings 2018 Springer N

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Feature Selection of Network Flow Based on Machine Learningm can increase classification accuracy through further removing its redundant features. Finally, under three kinds of learning algorithms, we compare the classification effect of three feature selection methods on WEKA platform respectively.
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1865-0929 platforms; Cloud computing and multiagent systems: service models, Cloud engineering; everywhere connectivity: IoT solutions, wireless sensor networks..978-981-13-1647-0978-981-13-1648-7Series ISSN 1865-0929 Series E-ISSN 1865-0937
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Abschluss des Ermittlungsverfahrens. Secondly, we use these abstention samples to synthetize new samples. Thirdly, we construct mutual-information-SMOTE classifiers using MIC and SMOTE. Finally, we uses our classifiers to obtain the final results. Numerical examples are given for indicating that MISC is more effective for imbalanced data classification through comparing with MIC.
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Die Rechtsstellung des Beschuldigteni.e., cell-to-cell crossover) to dynamically balance exploration and exploitation during the search process. Then the proposed algorithm is evaluated against several state-of-the-art algorithms on a set of continuous benchmark instances. Experimental results verify the significant superiority of the proposed algorithm.
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Funktion und Ablauf des Zwischenverfahrensmerical example shows that the proposed algorithm can find the minimal attribute reduction effectively. Compared with the previous algorithm, the proposed algorithm can reduce the calculation amount on reduction greatly in the decision table which has more conditional attributes.
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