Abstract
Roughly speaking, an (n, (r, s))-Cover Free Family (CFF) is a small set of n-bit strings such that: “in any \(d:=r+s\) indices we see all patterns of weight r”. CFFs have been of interest for a long time both in discrete mathematics as part of block design theory, and in theoretical computer science where they have found a variety of applications, for example, in parametrized algorithms where they were introduced in the recent breakthrough work of Fomin, Lokshtanov and Saurabh [16] under the name ‘lopsided universal sets’.
In this paper we give the first explicit construction of cover-free families of optimal size up to lower order multiplicative terms, for any r and s. In fact, our construction time is almost linear in the size of the family. Before our work, such a result existed only for \(r=d^{o(1)}\), and \(r= \omega (d/(\log \log d\log \log \log d))\).
As a sample application, we improve the running times of parameterized algorithms from the recent work of Gabizon, Lokshtanov and Pilipczuk [18].
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Notes
- 1.
The hypergraph is Sperner hypergraph if no edge is a subset of another. If it is not Sperner hypergraph then learning is not possible.
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Bshouty, N.H., Gabizon, A. (2017). Almost Optimal Cover-Free Families. In: Fotakis, D., Pagourtzis, A., Paschos, V. (eds) Algorithms and Complexity. CIAC 2017. Lecture Notes in Computer Science(), vol 10236. Springer, Cham. https://doi.org/10.1007/978-3-319-57586-5_13
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