Neural Information Processing

Table of Contents

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   Book Overview
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   Chapter 1 Adversarial Deep Learning with Stackelberg Games
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   Chapter 2 Enhance Feature Representation of Dual Networks for Attribute Prediction
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   Chapter 3 Data Augment in Imbalanced Learning Based on Generative Adversarial Networks
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   Chapter 4 A Deep Learning Scheme for Extracting Pedestrian-Parcel Tuples from Videos
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   Chapter 5 Support Matching: A Novel Regularization to Escape from Mode Collapse in GANs
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   Chapter 6 Patch-Based Generative Adversarial Network Towards Retinal Vessel Segmentation
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   Chapter 7 A Gradient-Based Algorithm to Deceive Deep Neural Networks
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   Chapter 8 Writing Style Adversarial Network for Handwritten Chinese Character Recognition
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    Chapter 9 Recovering Super-Resolution Generative Adversarial Network for Underwater Images
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    Chapter 10 Hierarchical Attention CNN and Entity-Aware for Relation Extraction
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    Chapter 11 Fault Tolerant Broad Learning System
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    Chapter 12 Group Loss: An Efficient Strategy for Salient Object Detection
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    Chapter 13 PPGCN: A Message Selection Based Approach for Graph Classification
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    Chapter 14 Multi-task Temporal Convolutional Network for Predicting Water Quality Sensor Data
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    Chapter 15 CNN-LSTM Neural Networks for Anomalous Database Intrusion Detection in RBAC-Administered Model
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    Chapter 16 MC-HDCNN: Computing the Stereo Matching Cost with a Hybrid Dilated Convolutional Neural Network
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    Chapter 17 Convolutional Neural Network to Detect Thorax Diseases from Multi-view Chest X-Rays
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    Chapter 18 Visual Speaker Authentication by a CNN-Based Scheme with Discriminative Segment Analysis
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    Chapter 19 Intrusion Detection Using Temporal Convolutional Networks
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    Chapter 20 Empirical Study of Easy and Hard Examples in CNN Training
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    Chapter 21 GCNDA: Graph Convolutional Networks with Dual Attention Mechanisms for Aspect Based Sentiment Analysis
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    Chapter 22 A Wind Power Prediction Method Based on Deep Convolutional Network with Multiple Features
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    Chapter 23 Simple ConvNet Based on Bag of MLP-Based Local Descriptors
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    Chapter 24 Convolutional LSTM: A Deep Learning Method for Motion Intention Recognition Based on Spatiotemporal EEG Data
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    Chapter 25 A Deep Neural Network Model for Rating Prediction Based on Multi-layer Prediction and Multi-granularity Latent Feature Vectors
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    Chapter 26 LSPM: Joint Deep Modeling of Long-Term Preference and Short-Term Preference for Recommendation
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    Chapter 27 How We Achieved a Production Ready Slot Filling Deep Neural Network Without Initial Natural Language Data
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    Chapter 28 Swarm Intelligence Based Ensemble Learning of Deep Neural Networks
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    Chapter 29 DSMRSeg: Dual-Stage Feature Pyramid and Multi-Range Context Aggregation for Real-Time Semantic Segmentation
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    Chapter 30 Safety and Robustness of Deep Neural Networks Object Recognition Under Generic Attacks
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    Chapter 31 Deep Neural Network Hyperparameter Optimization with Orthogonal Array Tuning
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    Chapter 32 Improving the Identification of Code Smells by Combining Structural and Semantic Information
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    Chapter 33 Learnable Gabor Convolutional Networks
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    Chapter 34 Deep Autoencoder on Personalized Facet Selection
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    Chapter 35 Attention-Based Deep Q-Network in Complex Systems
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    Chapter 36 Effect of Data Augmentation and Lung Mask Segmentation for Automated Chest Radiograph Interpretation of Some Lung Diseases
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    Chapter 37 A Comparison Study of Deep Learning Techniques to Increase the Spatial Resolution of Photo-Realistic Images
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    Chapter 38 A Robust Embedding for Attributed Networks with Outliers
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    Chapter 39 Pay Attention to Deep Feature Fusion in Crowd Density Estimation
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    Chapter 40 Knowledge Reuse of Learning Agent Based on Factor Information of Behavioral Rules
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    Chapter 41 Community Based Node Embeddings for Networks
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    Chapter 42 Code Generation from Supervised Code Embeddings
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    Chapter 43 ComNE: Reinforcing Network Embedding with Community Learning
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    Chapter 44 D$$^{2}$$PLS: A Novel Bilinear Method for Facial Feature Fusion
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    Chapter 45 Learning Network Representation via Ego-Network-Level Relationship
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    Chapter 46 DMCM: A Deep Multi-Channel Model for Dynamic Movie Recommendation
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    Chapter 47 Dance to Music Expressively: A Brain-Inspired System Based on Audio-Semantic Model for Cognitive Development of Robots
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    Chapter 48 Identifying EEG Responses Modulated by Working Memory Loads from Weighted Phase Lag Index Based Functional Connectivity Microstates
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    Chapter 49 Combining Fisheye Camera with Odometer for Autonomous Parking
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    Chapter 50 Deep Learning and Statistical Models for Time-Critical Pedestrian Behaviour Prediction
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    Chapter 51 Multi-class Human Body Parsing with Edge-Enhancement Network
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    Chapter 52 $$\mathsf {vUBM}$$: A Variational Universal Background Model for EEG-Based Person Authentication
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    Chapter 53 Passenger Demographic Attributes Prediction for Human-Centered Public Transport
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    Chapter 54 Spontaneous EEG Classification Using Complex Valued Neural Network
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    Chapter 55 Tongue Coating Classification Based on Multiple-Instance Learning and Deep Features
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    Chapter 56 Machine Learning Based Trust Model for Misbehaviour Detection in Internet-of-Vehicles
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    Chapter 57 Toward the Ontology-Based Security Verification and Validation Model for the Vehicular Domain
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    Chapter 58 Encephalographic Assessment of Situation Awareness in Teleoperation of Human-Swarm Teaming
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    Chapter 59 Adaptive Estimation of Human-Robot Interaction Force for Lower Limb Rehabilitation
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    Chapter 60 Effect of Incomplete Memorization in a Computational Model of Human Cognition
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    Chapter 61 Decoding Action Observation Using Complex Brain Networks from Simultaneously Recorded EEG-fNIRS Signals
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    Chapter 62 Characterizing and Identifying Autism Disorder Using Regional Connectivity Patterns and Extreme Gradient Boosting Classifier
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    Chapter 63 TP-ADMM: An Efficient Two-Stage Framework for Training Binary Neural Networks
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    Chapter 64 Fast and Accurate Lung Tumor Spotting and Segmentation for Boundary Delineation on CT Slices in a Coarse-to-Fine Framework
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    Chapter 65 Exploration of Different Attention Mechanisms on Medical Image Segmentation
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    Chapter 66 Machine Learning Based Method for Huntington’s Disease Gait Pattern Recognition
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    Chapter 67 Research on Deep Learning-Based Intelligent Diagnosis Algorithms for OCT Medical Images of Macular Edema
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    Chapter 68 Using (Automated) Machine Learning and Drug Prescription Records to Predict Mortality and Polypharmacy in Older Type 2 Diabetes Mellitus Patients
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    Chapter 69 Deep Vision System for Clinical Gait Analysis in and Out of Hospital
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    Chapter 70 Recognizing Facial Expressions of Occluded Faces Using Convolutional Neural Networks
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    Chapter 71 Analysis of Key Face Parts to Detect Emotional Expression Using a Neural Network Model
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    Chapter 72 Multi-task Gated Contextual Cross-Modal Attention Framework for Sentiment and Emotion Analysis
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    Chapter 73 A Cross-Culture Study on Multimodal Emotion Recognition Using Deep Learning
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    Chapter 74 Time-Frequency Deep Representation Learning for Speech Emotion Recognition Integrating Self-attention
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    Chapter 75 Sparse Graphic Attention LSTM for EEG Emotion Recognition
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    Chapter 76 Dynamic Facial Stress Recognition in Temporal Convolutional Network
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    Chapter 77 A Comparison of CasPer Against Other ML Techniques for Stress Recognition
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    Chapter 78 On Explainable Flexible Fuzzy Recommender and Its Performance Evaluation Using the Akaike Information Criterion
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    Chapter 79 A Hybrid Evolutionary Algorithm with Taboo and Competition Strategies for Minimum Vertex Cover Problem
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    Chapter 80 Ant Colony System for Carpool Service Problem with High Seating Capacity
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    Chapter 81 Enhancing Artificial Bee Colony Algorithm with Directional Information
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    Chapter 82 Using Evolutionary Algorithms for Hyperparameter Tuning and Network Reduction Techniques to Classify Core Porosity Classes Based on Petrographical Descriptions
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    Chapter 83 Using an Evolutionary Algorithm to Optimize the Hyper-parameters of a Cascading Neural Network
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    Chapter 84 Instruction Cognitive One-Shot Malware Outbreak Detection