Lessons in Learning

Machine learning has become an indispensible tool for the multimedia community. Given large amounts of data, computers using machine learning are able to create rich representations and accomplish impressive discrimination tasks. Yet, the way machines learn is still differs significantly from how humans learn. EIC John R. Smith explains that the way forward is for the multimedia field to create appropriate lesson plans or more generally develop curriculum-based approaches to multimedia machine learning.

[1]  John R. Smith.  Just the Facets , 2013, IEEE Multim..

[2]  John R. Smith.  Problems Gone By? , 2012, IEEE Multim..

[3]  John R. Smith.  Minding the Gap , 2012, IEEE Multim..

[4]  J. Elman.  Learning and development in neural networks: the importance of starting small , 1993, Cognition.

[5]  Jason Weston,et al.  Curriculum learning , 2009, ICML '09.

[6]  Minoru Asada,et al.  Purposive behavior acquisition for a real robot by vision-based reinforcement learning , 1995, Machine Learning.

[7]  G. Peterson.  A day of great illumination: B. F. Skinner's discovery of shaping. , 2004, Journal of the experimental analysis of behavior.