Various Deep Learning Algorithms in Computational Intelligence

• Other Authors: Ross, Oscar Humberto (Editor)
• Format: Electronic Book Chapter
• Language: English
• Published: Basel MDPI - Multidisciplinary Digital Publishing Institute 2023
• Subjects: Information technology industries; Computer science; PSO; sign language recognition; optimization of convolutional neural networks; breast segmentation; mammogram; deep learning; semantic segmentation; radar image prediction; rain radar; precipitation nowcasting; UNet; PredRNN_v2; cubical complex; cubical homology; image classification; persistent homology; labor exports; Northeast Asian Countries; backpropagation neural network (BPNN); k-Nearest Neighbor (kNN); random forest regression (RFR); decision making; emotion distribution learning; text-based emotion analysis; affective words; multi-task CNN; ghettos; GIS; networks; Washington D.C.; machine learning; segregation; hybrid deep learning; time series; LSTM; Stacked LSTM; CNN-LSTMs; BDLSTM; CNN; GRU; modeling; SARS-CoV-2; generative adversarial network; image generation; image synthesis; GAN; generative model; Inception score; scoreGAN; waste classification; angle detection box; dynamic smoothing; YOLOv5; computer vision; object detection; traffic sign detection; you only look once (YOLO); attention mechanism; feature fusion; barrier options; Black-Scholes model; polynomial regression; random forest regression; artificial neural network; option Greeks; data analysis; ski goggles lenses; surface defect; automatic optical inspection; Faster-RCNN; fine-tune; MobileNetV3; FPN; RPN; DNS; firewall; malicious; domain; name; n/a
• Online Access: DOAB: download the publication; DOAB: description of the publication

This reprint highlights the importance of Deep Learning (DL), which has garnered significant attention in science, industry, and academia. It draws inspiration from the functioning of the human brain and the concept of learning. Unlike traditional and machine learning methods, deep learning techniqu...