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Data Science

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Cover of 'Data Science'

Table of Contents

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    Book Overview
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    Chapter 1 Self-attention Based Multimodule Fusion Graph Convolution Network for Traffic Flow Prediction
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    Chapter 2 Data Analyses and Parallel Optimization of the Tropical-Cyclone Coupled Numerical Model
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    Chapter 3 Factorization Machine Based on Bitwise Feature Importance for CTR Prediction
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    Chapter 4 Focusing on the Importance of Features for CTR Prediction
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    Chapter 5 Active Anomaly Detection Technology Based on Ensemble Learning
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    Chapter 6 Automatic Generation of Graduation Thesis Comments Based on Multilevel Analysis
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    Chapter 7 A Survey of Malware Classification Methods Based on Data Flow Graph
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    Chapter 8 Anomaly Detection of Multivariate Time Series Based on Metric Learning
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    Chapter 9 Social Network Analysis of Coauthor Networks in Inclusive Finance in China
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    Chapter 10 Multirelationship Aware Personalized Recommendation Model
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    Chapter 11 Preliminary Study on Adapting ProtoPNet to Few-Shot Learning Using MAML
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    Chapter 12 A Preliminary Study of Interpreting CNNs Using Soft Decision Trees
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    Chapter 13 Deep Reinforcement Learning with Fuse Adaptive Weighted Demonstration Data
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    Chapter 14 DRIB: Interpreting DNN with Dynamic Reasoning and Information Bottleneck
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    Chapter 15 Advanced Generative Adversarial Network for Image Superresolution
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    Chapter 16 Real-World Superresolution by Using Deep Degradation Learning
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    Chapter 17 Probability Loop Closure Detection with Fisher Kernel Framework for Visual SLAM
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    Chapter 18 A Complex Background Image Registration Method Based on the Optical Flow Field Algorithm
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    Chapter 19 Collaborative Learning Method for Natural Image Captioning
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    Chapter 20 Visual Analysis of the National Characteristics of the COVID-19 Vaccine Based on Knowledge Graph
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    Chapter 21 Speech Recognition for Parkinson’s Disease Based on Improved Genetic Algorithm and Data Enhancement Technology
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    Chapter 22 A Review of Animal Individual Recognition Based on Computer Vision
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    Chapter 23 CIRS: A Confidence Interval Radius Slope Method for Time Series Points Based on Unsupervised Learning
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    Chapter 24 LSN: Long-Term Spatio-Temporal Network for Video Recognition
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    Chapter 25 A Novel Fish Counting Method Based on Multiscale and Multicolumn Convolution Group Network
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    Chapter 26 A Low Spectral Bias Generative Adversarial Model for Image Generation
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    Chapter 27 Research on Video Object Detection Methods Based on YOLO with Motion Features
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    Chapter 28 TU-Net: U-shaped Structure Based on Transformers for Medical Image Segmentation
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    Chapter 29 Reducing Video Transmission Cost of the Cloud Service Provider with QoS-Guaranteed
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    Chapter 30 Association Strategy Graph Convolutional Neural Network for Human Skeletal Behavior Recognition
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    Chapter 31 Unsupervised Style Control for Image Captioning
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    Chapter 32 AM-PSPNet: Pyramid Scene Parsing Network Based on Attentional Mechanism for Image Semantic Segmentation
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Title
Data Science
Published by
Springer Nature Singapore, July 2022
DOI 10.1007/978-981-19-5194-7
ISBNs
978-9-81-195193-0, 978-9-81-195194-7
Editors

Wang, Yang, Zhu, Guobin, Han, Qilong, Wang, Hongzhi, Song, Xianhua, Lu, Zeguang

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