62 research outputs found
Excluding pairs of tournaments
The Erd\H{o}s-Hajnal conjecture states that for every given undirected graph
there exists a constant such that every graph that does not
contain as an induced subgraph contains a clique or a stable set of size at
least . The conjecture is still open. Its equivalent directed
version states that for every given tournament there exists a constant
such that every -free tournament contains a transitive
subtournament of order at least . We prove in this paper that
-free tournaments contain transitive subtournaments of
size at least for some and several
pairs of tournaments: , . In particular we prove that
-freeness implies existence of the polynomial-size transitive
subtournaments for several tournaments for which the conjecture is still
open ( stands for the \textit{complement of }). To the best of our
knowledge these are first nontrivial results of this type
Recycling Randomness with Structure for Sublinear time Kernel Expansions
We propose a scheme for recycling Gaussian random vectors into structured
matrices to approximate various kernel functions in sublinear time via random
embeddings. Our framework includes the Fastfood construction as a special case,
but also extends to Circulant, Toeplitz and Hankel matrices, and the broader
family of structured matrices that are characterized by the concept of
low-displacement rank. We introduce notions of coherence and graph-theoretic
structural constants that control the approximation quality, and prove
unbiasedness and low-variance properties of random feature maps that arise
within our framework. For the case of low-displacement matrices, we show how
the degree of structure and randomness can be controlled to reduce statistical
variance at the cost of increased computation and storage requirements.
Empirical results strongly support our theory and justify the use of a broader
family of structured matrices for scaling up kernel methods using random
features
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