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1. Introduction to Pattern Recognition

  • 2026
  • OriginalPaper
  • Chapter
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Abstract

This chapter delves into the world of pattern recognition, a crucial aspect of machine learning and artificial intelligence. It covers the fundamental concepts, including the definition of patterns, types of pattern recognition, and its real-world applications. The text also explores the process of implementing pattern recognition systems, from data collection and preprocessing to feature extraction and selection, training, prediction, and validation. Additionally, it discusses various classification methods, quality metrics, and the challenges faced during the training phase. The chapter concludes with a look at the latest trends and tools in pattern recognition, providing a comprehensive overview of this dynamic field. Readers will gain a solid understanding of pattern recognition and its practical applications, equipped with the knowledge to implement and evaluate pattern recognition systems effectively.

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Title
Introduction to Pattern Recognition
Authors
Karol Przystalski
Maciej J. Ogorzałek
Jan K. Argasiński
Wiesław Chmielnicki
Copyright Year
2026
DOI
https://doi.org/10.1007/978-3-031-91816-2_1
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