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» On the Complexity of Function Learning
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JMLR
2006
118views more  JMLR 2006»
15 years 13 days ago
Learning Factor Graphs in Polynomial Time and Sample Complexity
We study the computational and sample complexity of parameter and structure learning in graphical models. Our main result shows that the class of factor graphs with bounded degree...
Pieter Abbeel, Daphne Koller, Andrew Y. Ng
89
Voted
ICCV
2005
IEEE
15 years 6 months ago
Visual Learning Given Sparse Data of Unknown Complexity
This study addresses the problem of unsupervised visual learning. It examines existing popular model order selection criteria before proposes two novel criteria for improving visu...
Tao Xiang, Shaogang Gong
COLT
2001
Springer
15 years 5 months ago
On the Synthesis of Strategies Identifying Recursive Functions
A classical learning problem in Inductive Inference consists of identifying each function of a given class of recursive functions from a finite number of its output values. Unifor...
Sandra Zilles
83
Voted
ECIS
2004
15 years 1 months ago
Inserting ICT and IS in a complex organisational environment using an organisational learning model
Within the last few years, knowledge management has become one of the hottest subjects among organisational and information systems theorists and practitioners. Many find in it an...
Silvina Santana
COMPLEX
2009
Springer
15 years 7 months ago
Characterizing the Structural Complexity of Real-World Complex Networks
Although recent research has shown that the complexity of a network depends on its structural organization, which is linked to the functional constraints the network must satisfy, ...
Jun Wang, Gregory M. Provan