Intelligence Science IV : 5th IFIP TC 12 International Conference, ICIS 2022, Xi'an, China, October 28-31, 2022, proceedings

Responsibility
Zhongzhi Shi, Yaochu Jin, Xiangrong Zhang (eds.).
Publication
Cham : Springer, [2022]
Copyright notice
©2022
Physical description
1 online resource (xxv, 469 pages) : illustrations (chiefly color).
Series
IFIP advances in information and communication technology ; 659.

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Description

Contents/Summary

Contents
  • Intro
  • Preface
  • Organization
  • Abstracts of Keynote and Invited Talks
  • Tactile Situations: A Basis for Manual Intelligence and Learning
  • Brain-like Perception and Cognition: Challenges and Thinking
  • Dealing with Concept Drifts in Data Streams
  • A Novel Bionic Imaging and Its Intelligent Processing
  • Skill Learning in Dynamic Scene for Robot Operations
  • Emerging Artificial Intelligence Technologies in Healthcare
  • Memory Cognition
  • Contents
  • Brain Cognition
  • Mouse-Brain Topology Improved Evolutionary Neural Network for Efficient Reinforcement Learning
  • 1 Introduction
  • 2 Related Works
  • 3 Methods
  • 3.1 The Allen Mouse Brain Atlas
  • 3.2 The Clustered Hierarchical Circuits
  • 3.3 The Neuron Model
  • 3.4 Coping the Biological Circuits to Artificial Ones
  • 3.5 The Network Learning
  • 4 Experiments
  • 4.1 The Clustered Brain Regions
  • 4.2 The Network Topology from Biological Mouse Brain
  • 4.3 Results with Circuit-46 and Random Networks
  • 4.4 Result Comparison with Different Algorithms
  • 5 Discussion
  • References
  • DNM-SNN: Spiking Neural Network Based on Dual Network Model
  • 1 Introduction
  • 2 Methods
  • 2.1 Traditional SNN Supervised Learning Algorithm Framework and Its Limitations
  • 2.2 Proposed Dual-Model Spike Network Supervised Learning Algorithm
  • 2.3 Proposed Multi-channel Mix Module Prediction Method
  • 2.4 The Chosen Network Model
  • 2.5 Selection of Spiking Neurons
  • 3 Experimental Results
  • 3.1 Single- and Dual-Model Resnet11 Performance on the CIFAR-10 Dataset
  • 3.2 Related Work Comparison
  • 4 Conclusion
  • References
  • A Memetic Algorithm Based on Adaptive Simulated Annealing for Community Detection
  • 1 Introduction
  • 2 Background
  • 2.1 Modularity
  • 2.2 Normalized Mutual Information
  • 3 Description of MA-ASA
  • 3.1 Segmented Label Propagation
  • 3.2 Selection and Crossover Operation
  • 3.3 Mutation Operation
  • 3.4 Improved Simulated Annealing
  • 3.5 Framework of MA-ASA
  • 4 Experiments and Analysis
  • 4.1 Experimental Settings
  • 4.2 Experimental Results and Analysis
  • 5 Conclusion
  • References
  • The Model of an Explanation of Self and Self-awareness Based on Need Evolution
  • 1 Background and Significance
  • 2 The Nature and Needs of Life
  • 2.1 The Nature and Representation of the Self
  • 2.2 The Primary Needs and Principle of Life
  • 3 Evolution and Representation of the Needs of Life
  • 3.1 Needs Representation and Original Self-evolution in Single-Celled and Complex Organisms
  • 3.2 Representation Needs and Self-awareness of Human
  • 4 Self-model Based on the Evolution of Needs
  • 4.1 Iterative Model of Needs Evolution
  • 4.2 Evolutionary Model of the Self
  • 5 Dicussion and Conclusion
  • References
  • Spiking Neuron Network Based on VTEAM Memristor and MOSFET-LIF Neuron
  • 1 Introduction
  • 2 Proposed Method
  • 2.1 Leaky Integrate-and-Fire Model
  • 2.2 Design of LIF Circuit
  • 2.3 Correspondence Between Network and Circuit
Publisher's summary
This book constitutes the refereed proceedings of the 5th International Conference on Intelligence Science, ICIS 2022, held in Xi'an, China, in August 2022. The 41 full and 5 short papers presented in this book were carefully reviewed and selected from 85 submissions. They were organized in topical sections as follows: Brain cognition; machine learning; data intelligence; language cognition; remote sensing images; perceptual intelligence; wireless sensor; and medical artificial intelligence.
(source: Nielsen Book Data)

Bibliographic information

Publication date
2022
Title variation
ICIS 2022
Series
IFIP advances in information and communication technology ; 659
Note
International conference proceedings.
Includes author index.
ISBN
9783031149030 (electronic bk.)
3031149033 (electronic bk.)
9783031149023
3031149025
DOI
10.1007/978-3-031-14903-0
Librarian view | Catkey: 14413817