Bookcover of A New Modeling for Knowledge Transfer in Machine Learning
Booktitle:

A New Modeling for Knowledge Transfer in Machine Learning

Minimum Enclosing Ball-based Learner Independent Knowledge Transfer for Correlated Multi-task Learning

LAP LAMBERT Academic Publishing (2011-05-13 )

Books loader

Omni badge eligible for voucher
ISBN-13:

978-3-8443-9732-1

ISBN-10:
3844397329
EAN:
9783844397321
Book language:
English
Blurb/Shorttext:
Multi-Task Learning (MTL), as opposed to Single Task Learning (STL), has become a hot topic in machine learning research. MTL has shown significant advantage to STL because of its ability to facilitate knowledge sharing between tasks. This thesis presents my recent studies on Knowledge Transfer (KT) – the process of transferring knowledge from one task to another, which is at the core of MTL. The novelly proposed KT algorithm for correlated MTL adapts learner independence, thus empowering any ordinary classifier for MTL. The proposed MEB-based KT is on the basis that in the feature space, the two correlated tasks share some common input data that lie on the overlapping regions of the feature spaces in-between the two correlated tasks. The main idea is to find the correlating knowledge – overlapping regions of the two tasks – and transfer the related data regardless of the learner employed. KT is done by building a correlation space via MEBs and transferring the enclosed instances from the primary task to the secondary task. The extent of KT depends on the amount of overlapping instances between two tasks. This book is required reading for post-graduates and researchers in MTL.
Publishing house:
LAP LAMBERT Academic Publishing
Website:
https://www.lap-publishing.com/
By (author) :
Fan Liu
Number of pages:
88
Published at:
2011-05-13
Stock:
Available
Category:
Informatics, IT
Price:
49.00 €
Keywords:
machine learning, Multi-task Learning, Correlated Multi-task Learning, Minimum Enclosing Ball, Knowledge sharing, knowledge transfer, Learner Independence., Multi-task Learning

Books loader

Newsletter

Adyen::amex Adyen::mc Adyen::visa Adyen::cup Adyen::unionpay Paypal Wire Transfer

  0 products in the shopping cart
Edit cart
Loading frontend
LOADING