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COLT
2008
Springer
13 years 10 months ago
Learning Acyclic Probabilistic Circuits Using Test Paths
We define a model of learning probabilistic acyclic circuits using value injection queries, in which an arbitrary subset of wires is set to fixed values, and the value on the sing...
Dana Angluin, James Aspnes, Jiang Chen, David Eise...
COLT
2008
Springer
13 years 10 months ago
Injective Hilbert Space Embeddings of Probability Measures
A Hilbert space embedding for probability measures has recently been proposed, with applications including dimensionality reduction, homogeneity testing and independence testing. ...
Bharath K. Sriperumbudur, Arthur Gretton, Kenji Fu...
COLT
2008
Springer
13 years 10 months ago
Relating Clustering Stability to Properties of Cluster Boundaries
In this paper, we investigate stability-based methods for cluster model selection, in particular to select the number K of clusters. The scenario under consideration is that clust...
Shai Ben-David, Ulrike von Luxburg
COLT
2008
Springer
13 years 10 months ago
Dimension and Margin Bounds for Reflection-invariant Kernels
A kernel over the Boolean domain is said to be reflection-invariant, if its value does not change when we flip the same bit in both arguments. (Many popular kernels have this prop...
Thorsten Doliwa, Michael Kallweit, Hans-Ulrich Sim...
TVLSI
2008
105views more  TVLSI 2008»
13 years 8 months ago
Robust Concurrent Online Testing of Network-on-Chip-Based SoCs
Lifetime concerns for complex systems-on-a-chip (SoC) designs due to decreasing levels in reliability motivate the development of solutions to ensure reliable operation. A precurso...
Praveen Bhojwani, Rabi N. Mahapatra