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Artificial Adaptive Systems Using Auto Contractive Maps

Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi
Springer International Publishing
106.99 € · Hardcover

Associative Memory Data Driven Machine Learning Fixed Point Theory Fuzzy Data Sets Graph Theoretic Methods Deep Learning Auto Associative ANNs Adaptive Algorithms Spin Network Auto-CM Weights Matrix Dataset Transformation Hybrid Artificial Neural Networks Auto-CM Neural Network Content Addressable Memory

This book offers an introduction to artificial adaptive systems and a general model of the relationships between the data and algorithms used to analyze them. It subsequently describes artificial neural networks as a subclass of artificial adaptive systems, and reports on the backpropagation algorit...

Graph Neural Network for Hyperspectral Image Clustering

Yao Ding, Zhili Zhang, Haojie Hu, Renxiang Guan, Jie Feng, Zhiyong Lv
Springer Singapore
160.49 € · Hardcover

Self-supervised Deep learning Hyperspectral image clustering graph neural network Graph Learning Low-pass graph denoising Contractive learning Deep clustering Low-pass graph convolution Layer-wise graph attention Self-training neural network Adaptive filter graph encoder Homophily-enhanced structure learning Joint network optimization

This book investigates detailed hyperspectral image clustering using graph neural network (graph learning) methods, focusing on the overall construction of the model, design of self-supervised methods, image pre-processing, and feature extraction of graph information. Multiple graph neural network-b...

Artificial Adaptive Systems Using Auto Contractive Maps

Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi
Springer International Publishing
106.99 € · Paperback

Associative Memory Data Driven Machine Learning Fixed Point Theory Fuzzy Data Sets Graph Theoretic Methods Deep Learning Auto Associative ANNs Adaptive Algorithms Spin Network Auto-CM Weights Matrix Dataset Transformation Hybrid Artificial Neural Networks Auto-CM Neural Network Content Addressable Memory

This book offers an introduction to artificial adaptive systems and a general model of the relationships between the data and algorithms used to analyze them. It subsequently describes artificial neural networks as a subclass of artificial adaptive systems, and reports on the backpropagation algorit...

Artificial Adaptive Systems Using Auto Contractive Maps

Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi
Springer International Publishing
96.29 € · eBook

Associative Memory Data Driven Machine Learning Fixed Point Theory Fuzzy Data Sets Graph Theoretic Methods Deep Learning Auto Associative ANNs Adaptive Algorithms Spin Network Auto-CM Weights Matrix Dataset Transformation Hybrid Artificial Neural Networks Auto-CM Neural Network Content Addressable Memory

This book offers an introduction to artificial adaptive systems and a general model of the relationships between the data and algorithms used to analyze them. It subsequently describes artificial neural networks as a subclass of artificial adaptive systems, and reports on the backpropagation algorit...

Graph Neural Network for Hyperspectral Image Clustering

Yao Ding, Zhili Zhang, Haojie Hu, Renxiang Guan, Jie Feng, Zhiyong Lv
Springer Singapore
149.79 € · eBook

Self-supervised Deep learning Hyperspectral image clustering graph neural network Graph Learning Low-pass graph denoising Contractive learning Deep clustering Low-pass graph convolution Layer-wise graph attention Self-training neural network Adaptive filter graph encoder Homophily-enhanced structure learning Joint network optimization

This book investigates detailed hyperspectral image clustering using graph neural network (graph learning) methods, focusing on the overall construction of the model, design of self-supervised methods, image pre-processing, and feature extraction of graph information. Multiple graph neural network-b...

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