Erkki Oja's Books

Independent Component Analysis

By: Aapo Hyvärinen,Juha Karhunen,Erkki Oja

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Independent Component Analysis

By: Aapo Hyvärinen,Juha Karhunen,Erkki Oja

A comprehensive introduction to ICA for students and practitioners Independent Component Analysis (ICA) is one of the most exciting new topics in fields such as neural networks, advanced statistics, and signal processing. This is the first book to provide a comprehensive introduction to this new technique complete with the fundamental mathematical background needed to understand and utilize it. It offers a general overview of the basics of ICA, important solutions and algorithms, and in-depth coverage of new applications in image processing, telecommunications, audio signal processing, and more. Independent Component Analysis is divided into four sections that cover: * General mathematical concepts utilized in the book * The basic ICA model and its solution * Various extensions of the basic ICA model * Real-world applications for ICA models Authors Hyvarinen, Karhunen, and Oja are well known for their contributions to the development of ICA and here cover all the relevant theory, new algorithms, and applications in various fields. Researchers, students, and practitioners from a variety of disciplines will find this accessible volume both helpful and informative.

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Page Count

505

Publisher

John Wiley & Sons

Published Date

ISBN 10

0471464198

ISBN 13

9780471464198

Metaliterary Layers in Finnish Literature

By: Samuli Hägg,Erkki Sevänen,Risto Turunen

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Metaliterary Layers in Finnish Literature

By: Samuli Hägg,Erkki Sevänen,Risto Turunen

In international research, metafictionality and other metaliterary features have typically been regarded as phenomena related to postmodernist fiction, in particular - Metaliterary Layers in Finnish Literature, however, discusses the metalayers of Finnish literature from the early 20th century to the present. By analyzing different genres of Finnish literature in varying historical contexts Metaliterary Layers in Finnish Literature provides an abundance of new information on Finnish literature and its metaliterary phenomena for everyone interested. In the articles of this book, the metalayers of literature are discussed in experimental prose and poetry as well as in popular fiction and children's literature.

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Page Count

210

Publisher

BoD - Books on Demand

Published Date

ISBN 10

9522220639

ISBN 13

9789522220639

Mathematics of Data Science: A Computational Approach to Clustering and Classification

By: Daniela Calvetti,Erkki Somersalo

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Mathematics of Data Science: A Computational Approach to Clustering and Classification

By: Daniela Calvetti,Erkki Somersalo

This textbook provides a solid mathematical basis for understanding popular data science algorithms for clustering and classification and shows that an in-depth understanding of the mathematics powering these algorithms gives insight into the underlying data. It presents a step-by-step derivation of these algorithms, outlining their implementation from scratch in a computationally sound way. Mathematics of Data Science: A Computational Approach to Clustering and Classification proposes different ways of visualizing high-dimensional data to unveil hidden internal structures, and nearly every chapter includes graphical explanations and computed examples using publicly available data sets to highlight similarities and differences among the algorithms. This self-contained book is geared toward advanced undergraduate and beginning graduate students in the mathematical sciences, engineering, and computer science and can be used as the main text in a semester course. Researchers in any application area where data science methods are used will also find the book of interest. No advanced mathematical or statistical background is assumed.

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Page Count

199

Publisher

SIAM

Published Date

ISBN 10

1611976375

ISBN 13

9781611976373

Independent Component Analysis

By: Aapo Hyvärinen,Juha Karhunen,Erkki Oja

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Independent Component Analysis

By: Aapo Hyvärinen,Juha Karhunen,Erkki Oja

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

505

Publisher

John Wiley & Sons

Published Date

ISBN 10

0471464198

ISBN 13

9780471464198

Book's by Erkki Oja

Independent Component Analysis

Independent Component Analysis

Metaliterary Layers in Finnish Literature

Metaliterary Layers in Finnish Literature

Mathematics of Data Science: A Computational Approach to Clustering and Classification

Mathematics of Data Science: A Computational Approach to Clustering and Classification

Independent Component Analysis

Independent Component Analysis

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