Ella Bingham,
S. Kaski,
Samuel Kaski,
Jorma Laaksonen,
Jouko Lampinen
e.a.
Advances in Independent Component Analysis and Learning Machines
Gebonden Engels 2015 9780128028063Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
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
Specificaties
Lezersrecensies
Wees de eerste die een lezersrecensie schrijft!
Inhoudsopgave
<p>Part 1: Methods<br>1. The Initial Convergence Rate of the FastICA Algorithm: The "One-Third Rule"<br>2. Improved variants of the FastICA algorithm<br>3. A unified probabilistic model for independent and principal component analysis<br>4. Riemannian optimization in complex-valued ICA<br>5. Non-Additive Optimization<br>6. Image denoising via local factor analysis under Bayesian Ying-Yang principle<br>7. Unsupervised Deep Learning: A Short Review<br>8. From Neural PCA to Deep Unsupervised Learning</p> <p>Part 2: Applications<br>9. Two Decades of Local Binary Patterns – A Survey<br>10. Subspace approach in Spectral Color Science<br>11. From pattern recognition methods to machine vision applications<br>12. Advances in Visual Concept Detection: Ten Years of TRECVID<br>13. On the applicability of latent variable modeling to research system data</p>
Rubrieken
- advisering
- algemeen management
- coaching en trainen
- communicatie en media
- economie
- financieel management
- inkoop en logistiek
- internet en social media
- it-management / ict
- juridisch
- leiderschap
- marketing
- mens en maatschappij
- non-profit
- ondernemen
- organisatiekunde
- personal finance
- personeelsmanagement
- persoonlijke effectiviteit
- projectmanagement
- psychologie
- reclame en verkoop
- strategisch management
- verandermanagement
- werk en loopbaan