計算智能及其應用
計算智能及其應用
《計算智能及其應用》是2009年中國科學技術大學出版社出版的圖書，作者是姚新。本書闡述計算智能的理論和相關的應用。重點介紹了如下三個方面的內容：計算智能的前沿技術，可以用計算智能的方法來解決的前沿問題，計算智能的最新技術在相關領域的應用。
《計算智能及其應用》可作為信息科學技術領域高年級本科生和研究生的針對計算智能的入門教材，也可以供從事科研和技術開發的人員參考。
Preface to the USTC Alumni's Series
Preface
1 Adaptive Particle Filters
1.1 Bayesian Filtering for Dynamic State Estimation
1.1.1 State and Observation Models
1.1.2 Bayesian Filtering Method
1.2 Fundamentals of Particle Filters
1.2.1 Sequential Monte Carlo Method
1.2.2 Basic Particle Filtering Algorithms
1.3 Challenging Issues in Particle Filtering
1.3.1 Unknown or Varying State Model
1.3.2 Construction of Proposal Density
1.3.3 Determination of Sample Size
1.3.4 Curse of Dimensionality
1.4 Adaptive Particle Filtering Algorithms
1.4.1 Algorithms with Adaptive Sample Size.
1.4.2 Algorithms with Adaptive Proposal:Density
1.4.3 Other Related Algorithms
1.5 Summary
References
Brief Introduction of Authors
2 Feature Localization and Shape Indexing for ContentBased Image Retrieval
2.1 Introduction
2.2 Locales for Feature Localization
2.3 Search by Object Model
2.4 Shape Indexing and Recognition
2.5 Experimental Results
2.5.1 Search Using Locale-based Models
2.5.2 Video Locales
2.5.3 Shape Indexing and Recognition
2.6 Conclusion
References
Brief Introduction of Authors
3 BlueGene/L Failure Analysis and Prediction Models
3.1 Introduction
3.2 BlueGene/L Architecture, RAS Event Logs, and Job Logs
3.2.1 BlueGene/L Architecture
3.2.2 RAS Event Logs
3.2.3 Job Logs
3.3 Impact of Failures on Job Executions
3.4 Failure Prediction Based on Failure Characteristics
3.4.1 Temporal Characteristics
3.4.2 Spatial Characteristics
3.5 Predicting Failures Using the Occurrence of Non-Fatal Events
3.6 Related Work
3.7 Concluding Remarks and Future Directions
References
Brief Introduction of Authors
4 A Neuro-Fuzzy Approach towards Adaptive IntrusionTolerant Database Systems
4.1 Overview
4.2 ITDB architecture
4.3 The Need for Adaptivity
4.4 Intelligent Techniques Solutions in AdaptiveITDB
4.5 Intelligent Techniques Solutions in AdaptiveITDB
4.6 The Design of Reconfiguration Components
4.7 Performance Metrics for Adaptive ITDB
4.8 Adaptation Criteria
4.9 The Rule-Based Adaptive Controller
4.10 The Neuro-Fuzzy Adaptive Controller
4.11 The collection of training data
4.12 Evaluation Methodology
4.12.1 Transaction Simulation
4.12.2 Evaluation Criteria
4.13 Evaluation of NFAC and RBAC Performance
4.14 Conclusion
4.15 Future Work
References
Brief Introduction of Authors
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