New book "Advances in Independent Component Analysis and Learning Machines"

The very latest advances in independent component analysis and machine learning

Advances in Independent Component Analysis and Learning Machines (Elsevier), edited by Ella Bingham, Samuel Kaski, Jorma Laaksonen and Jouko Lampinen, is collected in honour of Professor Erkki Oja, one of the pioneers of Independent Component Analysis (ICA). The book reviews recent 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 and machine learning, 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 and video retrieval

See more details on Aalto Distinguished Professor Erkki Oja at http://www.aalto.fi/en/current/news/2015-01-30-002/

The book is available via Elsevier: http://store.elsevier.com/Advances-in-Independent-Component-Analysis-and-Learning-Machines/isbn-9780128028063/

More information from: Ella Bingham [email protected]

  • Published:
  • Updated:
Share
URL copied!

Related news

Professor SImo Särkkä
Research & Art Published:

Simo Särkkä: Sensor data guides robots and helps with care of premature infants

This Professor of Sensor Informatics uses models to turn noisy data into a clear overall picture.
Super Stomp. Kuva: Valo Motion.
Research & Art Published:

Multiplayer bouncing exercise brings extra motivation

The game gives players an empowering experience using custom computer vision, movement exaggeration, and game design techniques.
Picture of Professor Raimo Hämäläinen
Honoured, Research & Art Published:

Professor wins international prize for research on decision-making

Emeritus Professor Raimo P. Hämäläinen’s career celebrated with the 2019 Frank P. Ramsey Medal
Graphic Illustration of 5G network with symbols. Graphic design: Safa Hovinen
Campus, Press releases, Research & Art Published:

More speed for the research of robotic transportation and the Internet of Things – The 5G network has opened in Otaniemi

The new high-speed mobile network will give students, researchers and companies new opportunities to test and develop future technologies.