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Impagliazzo’s Hardcore Lemma and Computational Hardness

By theoryapp Posted on May 8, 2023 Posted in Theory Tagged with circuit complexity, game theory

We wish to compute boolean functions by circuits, or more generally, compositions of simple boolean functions (gates). Suppose we are given a function which is hard to approximate by any small-size circuit. That is, any small-size circuit fails to compute …

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Sperner Theorem on Maximal Antichains

By theoryapp Posted on December 8, 2021 Posted in Theory Tagged with antichain, lym inequality, sperner theorem

Let \(S\) be a family of subsets of \(\{1,\ldots,n\}\) such that no set in \(S\) contains another. This is often called an antichain. Theorem. [Sperner’s Theorem] \[ |S| \leq {n \choose \lfloor n/2 \rfloor}. \] The proof of Sperner’s Theorem …

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Kolmogorov Complexity

By theoryapp Posted on August 26, 2021 Posted in Probability, Theory Tagged with entropy, kolmogorov complexity

Kolmogorov complexity measures the complexity of describing an object, such as a binary string. The description is considered as a program which can be run on a computer. By Church’s thesis, all non-trivial computational models are equivalent; thus, one can …

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Decision Tree Complexity

By theoryapp Posted on April 12, 2021 Posted in Theory Tagged with decision tree, min-max lemma

Decision trees are a simple computation model. One can compute a boolean function using a decision tree by examining the input bits in specific orders. The complexity is characterized by the number of input bits examined, or simply, the depth …

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