Overview

Editors:

De-Shuang Huang⁰,
Chuanlei Zhang¹,
Yijie Pan²

De-Shuang Huang
1. Eastern Institute of Technology, Ningbo, China
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Chuanlei Zhang
1. Tianjin University of Science and Technology, Tianjin, China
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Yijie Pan
1. Eastern Institute of Technology, Ningbo, China
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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 14876)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Included in the following conference series:

ICIC: International Conference on Intelligent Computing

Conference proceedings info: ICIC 2024.

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About this book

This 6-volume set LNAI 14875-14880 constitutes - in conjunction with the 13-volume set LNCS 14862-14874 and the 2-volume set LNBI 14881-14882 - the refereed proceedings of the 20th International Conference on Intelligent Computing, ICIC 2024, held in Tianjin, China, during August 5-8, 2024.

The total of 863 regular papers were carefully reviewed and selected from 2189 submissions.

The intelligent computing annual conference primarily aims to promote research, development and application of advanced intelligent computing techniques by providing a vibrant and effective forum across a variety of disciplines. This conference has a further aim of increasing the awareness of industry of advanced intelligent computing techniques and the economic benefits that can be gained by implementing them.

The intelligent computing technology includes a range of techniques such as Artificial Intelligence, Pattern Recognition, Evolutionary Computing, Informatics Theories and Applications, Computational Neuroscience & Bioscience, Soft Computing, Human Computer Interface Issues, etc.

Keywords

Table of contents (41 papers)

Front Matter

Pages i-xviii

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Intelligent Data Analysis and Prediction
1. Front Matter
  
  Pages 1-1
  
  Download chapter PDF
2. Long-Short-Term Expert Attention Neural Networks for Traffic Flow Prediction
  
  Jun Yin, Bo Li
  
  Pages 3-14
3. Capturing Dynamic Dependencies and Temporal Fluctuations for Traffic Flow Forecasting
  
  Wenguang Chai, Lei Chen, Qingfeng Luo
  
  Pages 15-26
4. IFTNet: Interpolation Frequency- and Time-Domain Network for Long-Term Time Series Forecasting
  
  Xuelin Cheng, Haozheng Yang, Botao Wu, Xu Zou, Xince Chen, Runjie Zhao
  
  Pages 27-40
5. UNetPlusTS: Decomposition-Mixing UNet++ Architecture for Long-Term Time Series Forecasting
  
  Xuelin Cheng, Xince Chen, Botao Wu, Xu Zou, Haozheng Yang, Runjie Zhao
  
  Pages 41-52
6. Combining Multi-granularity Text Semantics with Graph Relational Semantics for Question Retrieval in CQA
  
  Hong Li, Jianjun Li, Huazhong Jin, Zixuan Chen, Wei Zou
  
  Pages 53-64
7. Frequency Enhanced Carbon Dioxide Emissions Forecasting Model with Missing Values Encoding
  
  Zhenda Yu, Haotian Wang, Zerui Li, Kun Li, Dawei Ma, Wenjun Lv
  
  Pages 65-76
8. Short-Term PV Output Forecasting Approach Based on Deep Learning and Singular Spectrum Analysis
  
  Xingtong Pan, Xiaoyang Wang, Miaolin Yang, Yixiang Deng, Binyang Wang, Yunlin Sun
  
  Pages 77-89
9. Enhancing Stock Similarity Analysis with Phase-Embedded Multivariate Similarity Measure
  
  Cheng Zhao, Xing Hu, Xiaozhong Bao
  
  Pages 90-101
10. Enhancing Federated Learning: A Novel Approach of Shapley Value Computation in Smart Contract
  
  Zhipeng Gao, Yang Zhou, Ze Chai
  
  Pages 102-112
11. CPMA: Spatio-Temporal Network Prediction Model Based on Convolutional Parallel Multi-head Self-attention
  
  Tiantian Liu, Xin You, Ming Ma
  
  Pages 113-124
12. Attention Based Multi-scale Spatial-temporal Fusion Propagation Graph Network for Traffic Flow Prediction
  
  Yuxin Tian, Qiliang Zhang, Xiaomeng Li
  
  Pages 125-136
13. Integrating Social and Knowledge Graphs with Time Decay Mechanisms
  
  Can Lin, Xiaoyang Han, Zengyi Yu, Jiaxin Du
  
  Pages 137-149
14. Multi-modal Quality Prediction Algorithm Based on Anomalous Energy Tracking Attention
  
  Haoyong Li, Qifei Zhang, Wenjuan Li, Xiubo Liang
  
  Pages 150-162
15. Hybrid Convolution Based Online Multivariate Time Series Forecasting Algorithm
  
  Jing Wang, Jiang Wang, Jianli Ding
  
  Pages 163-174
16. Daformer: A Novel Dimension-Augmented Transformer Framework for Multivariate Time Series Forecasting
  
  Yongfeng Su, Juhui Zhang, Qiuyue Li
  
  Pages 175-187
17. A Transformer-Based Model for Time Series Prediction of Remote Sensing Data
  
  Xintian Niu, Yige ng Liu, Ming Ma
  
  Pages 188-200
18. A Multi-scale Indicators Carbon Emission Prediction Method Based on Decision Forests
  
  Dingwei Zhu, Weiyi Miao, Shuting Cheng, Chao Fan
  
  Pages 201-210
19. GD-PTCF: Prompt-Tuning Based Classification Framework for Government Data
  
  Ming Mao, Duo Zhang, Chao Xia, Yunchuan Guo, Dunmin Zhang, Xiaolin Li
  
  Pages 211-224

Other volumes

Editors and Affiliations

Eastern Institute of Technology, Ningbo, China

De-Shuang Huang, Yijie Pan
Tianjin University of Science and Technology, Tianjin, China

Chuanlei Zhang

Bibliographic Information

Book Title: Advanced Intelligent Computing Technology and Applications
Book Subtitle: 20th International Conference, ICIC 2024, Tianjin, China, August 5–8, 2024, Proceedings, Part II
Editors: De-Shuang Huang, Chuanlei Zhang, Yijie Pan
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-981-97-5666-7
Publisher: Springer Singapore
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024
Softcover ISBN: 978-981-97-5665-0Published: 02 August 2024
eBook ISBN: 978-981-97-5666-7Published: 01 August 2024
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XVIII, 493
Number of Illustrations: 35 b/w illustrations, 188 illustrations in colour
Topics: Artificial Intelligence, Computing Milieux, Computer Communication Networks, Data Mining and Knowledge Discovery, Computer Imaging, Vision, Pattern Recognition and Graphics, Software Engineering/Programming and Operating Systems

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