LNAI 2842 Signal Extraction and Knowledge Discovery Based on Statistical Modeling 1st Edition by Genshiro Kitagawa ISBN 9783540200574 354020057X

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Product details:
ISBN 10: 354020057X
ISBN 13: 9783540200574
Author: Genshiro Kitagawa

LNAI 2842 Signal Extraction and Knowledge Discovery Based on Statistical Modeling 1st Edition Table of contents:

• Fundamentals of Statistical Modeling

  • Introduction to Statistical Methods
  • Probability Theory and Distribution Models
  • Estimation Techniques
  • The Role of Statistical Inference in Data Analysis

• Signal Extraction Techniques

  • Understanding Signal and Noise in Data
  • Classical Signal Extraction Methods
  • Modern Approaches to Signal Extraction
  • Applications in Time-Series and Forecasting

• Statistical Models for Knowledge Discovery

  • Machine Learning and Data Mining Techniques
  • Statistical Models for Clustering and Classification
  • Dimensionality Reduction and Feature Selection
  • Algorithms for Knowledge Discovery

• Time-Series Analysis and Modeling

  • Time-Series Data and Models
  • Autoregressive and Moving Average Models
  • Seasonal Decomposition and Trend Analysis
  • Applications of Time-Series Models in Signal Extraction

• Applications of Signal Extraction and Knowledge Discovery

  • Case Studies in Finance and Economics
  • Signal Extraction in Engineering and Communications
  • Knowledge Discovery in Medical Data and Bioinformatics
  • Real-World Applications in Environmental Science and Social Media

• Advanced Topics in Statistical Modeling

  • Bayesian Methods for Signal Extraction
  • Nonlinear and Non-Parametric Models
  • Deep Learning Approaches to Signal Processing
  • Future Directions in Statistical Modeling and Knowledge Discovery

• Conclusion

  • Summary of Key Findings
  • Challenges and Opportunities in Signal Extraction and Knowledge Discovery
  • Final Thoughts on the Evolution of Statistical Modeling

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