2 papers
cs.IT2018
An Improved Analysis of Least Squares Superposition Codes with Bernoulli Dictionary
Yoshinari Takeishi, Jun'ichi Takeuchi
For the additive white Gaussian noise channel with average power constraint, sparse superposition codes, proposed by Barron and Joseph in 2010, achieve the capacity. While the code…
cs.IT2016
Minimum Description Length Principle in Supervised Learning with Application to Lasso
Masanori Kawakita, Jun'ichi Takeuchi
The minimum description length (MDL) principle in supervised learning is studied. One of the most important theories for the MDL principle is Barron and Cover's theory (BC theory),…