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Advanced Data Mining and Applications

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Table of Contents

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    Book Overview
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    Chapter 1 CKGE: Improving Distance Based Knowledge Graph Embedding via Contrastive Learning
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    Chapter 2 Knowledge Graph Completion with Information Adaptation and Refinement
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    Chapter 3 Duet Representation Learning with Entity Multi-attribute Information in Knowledge Graphs
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    Chapter 4 TKGAT: Temporal Knowledge Graph Representation Learning Using Attention Network
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    Chapter 5 Separate-and-Aggregate: A Transformer-Based Patch Refinement Model for Knowledge Graph Completion
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    Chapter 6 Two Birds with One Stone: A Link Prediction Model for Knowledge Hypergraph Based on Fully-Connected Tensor Decomposition
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    Chapter 7 HEM: An Improved Parametric Link Prediction Algorithm Based on Hybrid Network Evolution Mechanism
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    Chapter 8 Joint Embedding of Local Structures and Evolutionary Patterns for Temporal Link Prediction
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    Chapter 9 DQN-Based Stitching Algorithm for Unmanned Aerial Vehicle Images
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    Chapter 10 HM-QCNN: Hybrid Multi-branches Quantum-Classical Neural Network for Image Classification
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    Chapter 11 DetOH: An Anchor-Free Object Detector with Only Heatmaps
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    Chapter 12 LAANet: An Efficient Automatic Modulation Recognition Model Based on LSTM-Autoencoder and Attention Mechanism
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    Chapter 13 A Compact Phoneme-To-Audio Aligner for Singing Voice
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    Chapter 14 Song-to-Video Translation: Writing a Video from Song Lyrics Based on Multimodal Pre-training
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    Chapter 15 Breast Cancer Histopathology Image Classification Using Frequency Attention Convolution Network
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    Chapter 16 Wavelet-SVDD: Anomaly Detection and Segmentation with Frequency Domain Attention
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    Chapter 17 Anatomical-Functional Fusion Network for Lesion Segmentation Using Dual-View CEUS
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    Chapter 18 SpMVNet: Spatial Multi-view Network for Head and Neck Organs at Risk Segmentation
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    Chapter 19 SNN-BS: A Clinical Terminology Standardization Method Using Siamese Networks with Batch Sampling Strategy
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    Chapter 20 Read Then Respond: Multi-granularity Grounding Prediction for Knowledge-Grounded Dialogue Generation
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    Chapter 21 SUMOPE: Enhanced Hierarchical Summarization Model for Long Texts
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    Chapter 22 An Extractive Automatic Summarization Method for Chinese Long Text
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    Chapter 23 A Likelihood Probability-Based Online Summarization Ranking Model
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    Chapter 24 Spatial Commonsense Reasoning for Machine Reading Comprehension
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    Chapter 25 Multimodal Learning for Automatic Summarization: A Survey
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    Chapter 26 Deep Knowledge Tracing with Concept Trees
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    Chapter 27 Cryptography-Inspired Federated Learning for Generative Adversarial Networks and Meta Learning
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    Chapter 28 A Hessian-Based Federated Learning Approach to Tackle Statistical Heterogeneity
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    Chapter 29 Analyzing the Convergence of Federated Learning with Biased Client Participation
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    Chapter 30 Privacy Lost in Online Education: Analysis of Web Tracking Evolution
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    Chapter 31 DANAA: Towards Transferable Attacks with Double Adversarial Neuron Attribution
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    Chapter 32 CRNN-SA: A Network Intrusion Detection Method Based on Deep Learning
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    Chapter 33 Conspiracy Spoofing Orders Detection with Transformer-Based Deep Graph Learning
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    Chapter 34 A Novel Explainable Rumor Detection Model with Fusing Objective Information
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    Chapter 35 VLS: A Reinforcement Learning-Based Value Lookahead Strategy for Multi-product Order Fulfillment
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    Chapter 36 Deep Reinforcement Learning for Stock Trading with Behavioral Finance Strategy
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    Chapter 37 Ensemble Learning Based Employment Recommendation Under Interaction Sparsity for College Students
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    Chapter 38 How Does ChatGPT Affect Fake News Detection Systems?
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    Chapter 39 CNGT: Co-attention Networks with Graph Transformer for Fact Verification
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    Chapter 40 Supervised Discriminative Discrete Hashing for Cross-Modal Retrieval
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    Chapter 41 A Knowledge-Enhanced Inferential Network for Cross-Modality Multi-hop VQA
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    Chapter 42 Multi-head Similarity Feature Representation and Filtration for Image-Text Matching
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    Chapter 43 Multimodal Conditional VAE for Zero-Shot Real-World Event Discovery
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    Chapter 44 MAMRP: Multi-modal Data Aware Movie Rating Prediction
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    Chapter 45 MFMGC: A Multi-modal Data Fusion Model for Movie Genre Classification
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    Chapter 46 TED-CS: Textual Enhanced Sensitive Video Detection with Common Sense Knowledge
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Title
Advanced Data Mining and Applications
Published by
Springer Nature Switzerland, November 2023
DOI 10.1007/978-3-031-46664-9
ISBNs
978-3-03-146663-2, 978-3-03-146664-9
Editors

Yang, Xiaochun, Suhartanto, Heru, Wang, Guoren, Wang, Bin, Jiang, Jing, Li, Bing, Zhu, Huaijie, Cui, Ningning

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