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Sergios Theodoridis

Researcher at National and Kapodistrian University of Athens

Publications -  332
Citations -  9708

Sergios Theodoridis is an academic researcher from National and Kapodistrian University of Athens. The author has contributed to research in topics: Adaptive filter & Reproducing kernel Hilbert space. The author has an hindex of 44, co-authored 325 publications receiving 8860 citations. Previous affiliations of Sergios Theodoridis include Aalborg University & Research Academic Computer Technology Institute.

Papers
More filters
Book

Pattern recognition

Book

Pattern Recognition, Fourth Edition

TL;DR: This edition includes many more worked examples and diagrams to help give greater understanding of the methods and their application, including semi-supervised learning, combining clustering algorithms, and relevance feedback.
Book

Machine Learning: A Bayesian and Optimization Perspective

TL;DR: This tutorial text gives a unifying perspective on machine learning by covering both Probabilistic and deterministic approaches - which are based on optimization techniques together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models.
Book

Introduction to Pattern Recognition: A Matlab Approach

TL;DR: An accompanying manual to Theodoridis/Koutroumbas, Pattern Recognition, that includes Matlab code of the most common methods and algorithms in the book, together with a descriptive summary and solved examples, and including real-life data sets in imaging and audio recognition.