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Titlebook: IT Convergence and Security 2017; Volume 1 Kuinam J. Kim,Hyuncheol Kim,Nakhoon Baek Conference proceedings 2018 Springer Nature Singapore P

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Reduction of Overfitting in Diabetes Prediction Using Deep Learning Neural Network In the proposed method, deep learning neural network is employed where fully connected layers are followed by dropout layers. The proposed neural network outperforms other state-of-art methods in better prediction scores for the Pima Indians Diabetes Data Set.
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Implementation of Large-Scale Network Flow Collection System and Flow Analysis in KREONETer (ISP) such as the Korea Research Environment Open NET-work (KREONET). This study attempted to examine how to build a network flow analysis system on a large-scale network such as KREONET in an effective fashion and review analysis results.
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Failure Part Mining Using an Association Rules Mining by FP-Growth and Apriori Algorithms: Case of Age of predict failure parts, maintenance team will prepare a spare parts in store and prevent break down time of machine. The team can add failure parts from rules to preventive maintenance to prevent fail machine.
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Metadata Discovery of Heterogeneous Biomedical Datasets Using Token-Based Featuresnging from 0.935 to 1.000. This study demonstrates that biomedical data of different types have different distributions of token-based document structural features and that such structural features can be leveraged for metadata discovery.
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Conference proceedings 2018senting a snapshot of the latest issues encountered in this field. It explores how IT convergence and security issues are core to most current research, and industrial and commercial activities. It consists of contributions covering topics such as machine learning & deep learning, communication and
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Conference proceedings 2018 series of highly successful International Conferences on IT Convergence and Security, previously held in Prague, Czech Republic(2016), Kuala Lumpur, Malaysia (2015) Beijing, China (2014), Macau, China (2013), Pyeong Chang, Korea (2012), and Suwon, Korea (2011)..
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