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Erschienen in:
2019 | OriginalPaper | Buchkapitel
9. Artificial Neural Network
verfasst von : Dr. Dengsheng Zhang
Erschienen in: Fundamentals of Image Data Mining
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Abstract
This chapter covers one of the hottest topics and one of the most powerful machines in computing world, i.e., CNN. The chapter begins with the introduction of artificial neurons and a review of perceptron. A simple ANN and nonlinear ANN are formally introduced in the next. After describing activation and inhibition techniques, a very important BP algorithm is formulated and illustrated in great details. The second part of the chapter dedicates to CNN which is a breakthrough development on ANN technology. This part begins with the introduction of CNN architecture followed by step-by-step anatomy and description of the CNN convolution layers. The chapter concludes with the visualization and Matlab implementation of a real CNN architecture. Readers are shown with the insight view of the actual CNN with great details.