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SYSTEM FOR CODE ANALYSIS BY STACKED DENOISING AUTOENCODERS
SYSTEM FOR CODE ANALYSIS BY STACKED DENOISING AUTOENCODERS
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机译:堆叠式去噪自动编码器的代码分析系统
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摘要
Embodiments of the invention are directed to systems, methods, and computer program products for cross-technology code analysis for redundancy identification and functionality recognition. In particular, the novel present invention provides a unique platform for analyzing software code across multiple coding language using a unique approach involving the use of denoising autoencoders. Embodiments of the inventions are configured to leverage a marginalized stacked denoising autoencoder approach to analyze software code, identify code redundancies, and improve efficiency for code storage and query ability by the use of a trained autoencoding module to autoencode software code attributes into vectorized data that can be compared to determine cross-platform functionality and redundancy within a software library.
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