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Time Series Feature Extraction in Industrial IIOT

IOT, Time Series

April 29, 2020

Time Series Feature Extraction for industrial big data (IIoT) applications

Feature Extraction by Distributed and Parallel means for industrial big data applications Motivation — Why Feature extraction is necessary? Feature extraction remains one of the most preliminary steps in machine learning algorithms to identify strong and weak relevant attributes. While many feature extraction algorithms are used during Feature Engineering for standard classification and regression problems, the problem turns increasing difficult for time series classification and regression problems where each label or regression target is associated […]

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Ensemble Transfer Learning for IOT

IOT

April 29, 2020

Ensemble Transfer Learning for IoT — Present and Future Research

Transfer Learning in various IoT applications using sensor fusion technology Motivation Deep learning has been known to learn non-linear data representations for large and complex datasets. It has been successful in exploring hidden features and explaining sources of data variations. As deep learning mechanisms evolved to solve multiple AI problems starting from time series, computer vision and Natural Language Processing (NLP), it became an useful AI technique to co-relate problems in similar domains by applying […]

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