alexa Abstract | A Web-based Graphic User Interface of PML for Machine Learning in Parallel Running Head: A Webbased GUI of PML for Machine Learning

Chemical Informatics
Open Access

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Research Article Open Access

Abstract

With increasing complexity of the samples, Cheminformatics and Bioinformatics have become powerful tools in assisting experiments. Due to diversity of the data from different fields, researchers usually need to use multiple methods for comparison in order to obtain one optimized model. However, the existing methods rely on different dependent packages and running environments. Therefore, it is time-consuming to integrate the methods together. In order to reduce the time cost of the data modeling and results comparison, we provided PML. Additionally, we developed a web-based graphic user interface by using JavaScript and PHP. By means of the GUI, users can generate the script of PML more easily, and can make certain number of machines in a local area network (LAN) as the computing source for running and controlling PML tasks. We hope that the GUI could simplify the progress of task generation of PML and help researchers improve research efficiency.

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Author(s): Runyu Jing Rong Li Xuemei Pu Menglong Li

Keywords

Machine learning, GUI, Graphic user interface, Distributed computing, Methods comparison, Data mining, Computing method, Cheminformatics and Bioinformatics

 
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