510 search results - page 2 / 102 » Sparse probabilistic projections |
81
Voted
ICML
2006
IEEE
16 years 13 days ago
2006
IEEE
Principal components and canonical correlations are at the root of many exploratory data mining techniques and provide standard pre-processing tools in machine learning. Lately, p...
92
Voted
APPROX
2008
Springer
15 years 1 months ago
2008
Springer
Random projection methods give distributions over k
79
Voted
ICIP
2006
IEEE
16 years 1 months ago
2006
IEEE
102
Voted
ICML
2007
IEEE
16 years 13 days ago
2007
IEEE
This paper introduces a new problem for which machine-learning tools may make an impact. The problem considered is termed "compressive sensing", in which a real signal o...
94
Voted
AAAI
2012
13 years 2 months ago
2012
Many noise models do not faithfully reflect the noise processes introduced during data collection in many real-world applications. In particular, we argue that a type of noise re...