Advances in Independent Component Analysis and Learning Machines
Language: English
Published by Elsevier Science Publishing Co Inc, US, 2015
- Hardcover
- New

Seller: Rarewaves.com USA, London, London, United KingdomRarewaves.com USA
AbeBooks seller since June 11, 2025
Condition: New
US$ 229.73
Quantity: Over 20 available
Add to basketItem description from seller
In honour of Professor Erkki Oja, one of the pioneers of Independent Component Analysis (ICA), this book reviews key advances in the theory and application of ICA, as well as its influence on signal processing, pattern recognition, machine learning, and data mining. Examples of topics which have developed from the advances of ICA, which are covered in the book are: A unifying probabilistic model for PCA and ICA Optimization methods for matrix decompositions Insights into the FastICA algorithm Unsupervised deep learning Machine vision and image retrieval.
Seller Inventory # LU-9780128028063
- Title
- Advances in Independent Component Analysis and Learning Machines
- Author
- Ella Bingham
- Publisher
- Elsevier Science Publishing Co Inc, US
- Publication year
- 2015
- Condition
- New
- Binding
- Hardback
- Language
- English
- ISBN 10
- 0128028068
- ISBN 13
- 9780128028063
- Item weight
- 750 grams
In honour of Professor Erkki Oja, one of the pioneers of Independent Component Analysis (ICA), this book reviews key advances in the theory and application of ICA, as well as its influence on signal processing, pattern recognition, machine learning, and data mining.
Examples of topics which have developed from the advances of ICA, which are covered in the book are:
- A unifying probabilistic model for PCA and ICA
- Optimization methods for matrix decompositions
- Insights into the FastICA algorithm
- Unsupervised deep learning
- Machine vision and image retrieval
- A review of developments in the theory and applications of independent component analysis, and its influence in important areas such as statistical signal processing, pattern recognition and deep learning
- A diverse set of application fields, ranging from machine vision to science policy data
- Contributions from leading researchers in the field
"Synopsis" may belong to another edition of this title.
About the Author
Samuel Kaski received the DSc (PhD) degree in Computer Science from Helsinki University of Technology, Finland, in 1997. He is currently a Professor at Aalto University, the Director of Helsinki Institute for Information Technology HIIT, Aalto University and University of Helsinki, Finland, and the Director of Finnish Centre of Excellence in Computational Inference Research COIN. He is an action editor of the Journal of Machine Learning Research, and has chaired several conferences including AISTATS 2014. He has published over 200 peer-reviewed papers and supervised 18 PhD theses. His current research interests include statistical machine learning, computational biology and medicine, information visualization, and exploratory information retrieval.
Jorma Laaksonen has worked with Prof. Erkki Oja since 1994 and got his Dr. of Science in Technology degree in 1997 from Helsinki University of Technology, Finland. Presently he is a permanent teaching research scientist at the Department of Information and Computer Science, Aalto School of Science where he has instructed eight doctoral theses in the supervision of Prof. Oja. He is an author of 200 scientific journal, conference and edited book papers on pattern recognition, statistical classification, machine learning and neural networks, with Google Scholar h-index 27. His research interests are in content-based multimodal information retrieval and computer vision. Dr. Laaksonen is an Associate Editor of Pattern Recognition Letters, IEEE senior member, and a founding member of the SOM and LVQ Programming Teams and the PicSOM Development Group.
Jouko Lampinen obtained his DSc (PhD) degree in Information Technology from Lappeenranta University of Technology, in 1993. He is currently a Professor at Aalto University, Department of Biomedical Engineering and Computational Science, and Vice Dean of School of Science. He is the director of Aalto MSc programme in Life Science Technologies. He has published over 100 peer-reviewed papers and supervised or co-supervised over 20 PhD theses. His current research interests include probabilistic modeling, and data-analysis in systemic neuroscience.
"About the title" may belong to another edition of this title.
Rarewaves.com USA
London, London, United Kingdom
AbeBooks seller since June 11, 2025
Shipping rates from United Kingdom to U.S.A.
| Item | 9 to 14 business days | 9 to 14 business days |
|---|---|---|
| First item | US$ 0.00 | US$ 0.00 |
Payment methods
Seller's business information
RAREWAVES.COM LIMITED
Elsley Court, 20-22 Great Titchfield Street
London, United Kingdom W1W 8BE
Shipping terms
Please note that we do not offer Priority shipping to any country.
We currently do not ship to the below countries:
Russia
Belarus
Ukraine
Please do not attempt to place orders with any of these countries as a ship to address - they will be cancelled.