NP-hard sets have many hard instances
Identifieur interne : 001807 ( Istex/Corpus ); précédent : 001806; suivant : 001808NP-hard sets have many hard instances
Auteurs : Martin MundhenkSource :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 1997.
Abstract
Abstract: The notion of instance complexity was introduced by Ko, Orponen, Schöning, and Watanabe [9] as a measure of the complexity of individual instances of a decision problem. Comparing instance complexity to Kolmogorov complexity, they stated the “instance complexity conjecture,” that every set not in P has p-hard instances. Whereas this conjecture is still unsettled, Buhrman and Orponen [4] showed that E-complete sets have exponentially dense hard instances, and Fortnow and Kummer [5] proved that NP-hard sets have p-hard instances unless P = NP. They left open whether the p-hard instances of NP-hard sets must be dense. In this work, we introduce a slightly weaker notion of hard instances and obtain a superpolynomial lower bound on the density of hard instances in the case of NP-hard sets. We additionally show that NP-hard sets cannot consist of hard instances only, unless P = NP. Kummer [10] proved that the class of recursive sets cannot be characterized by a respective version of the instance complexity conjecture, i.e. there exist nonrecursive sets without hard instances. We give a complete characterization of the class of recursive sets comparing the instance complexity to a relativized Kolmogorov complexity of strings. A set A is shown to be recursive iff ic $$\left( {x:A} \right) \leqslant C^{K_0 \oplus A} \left( x \right)$$ for almost all x. This translates to a characterization of P.
Url:
DOI: 10.1007/BFb0029986
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<front><div type="abstract" xml:lang="en">Abstract: The notion of instance complexity was introduced by Ko, Orponen, Schöning, and Watanabe [9] as a measure of the complexity of individual instances of a decision problem. Comparing instance complexity to Kolmogorov complexity, they stated the “instance complexity conjecture,” that every set not in P has p-hard instances. Whereas this conjecture is still unsettled, Buhrman and Orponen [4] showed that E-complete sets have exponentially dense hard instances, and Fortnow and Kummer [5] proved that NP-hard sets have p-hard instances unless P = NP. They left open whether the p-hard instances of NP-hard sets must be dense. In this work, we introduce a slightly weaker notion of hard instances and obtain a superpolynomial lower bound on the density of hard instances in the case of NP-hard sets. We additionally show that NP-hard sets cannot consist of hard instances only, unless P = NP. Kummer [10] proved that the class of recursive sets cannot be characterized by a respective version of the instance complexity conjecture, i.e. there exist nonrecursive sets without hard instances. We give a complete characterization of the class of recursive sets comparing the instance complexity to a relativized Kolmogorov complexity of strings. A set A is shown to be recursive iff ic $$\left( {x:A} \right) \leqslant C^{K_0 \oplus A} \left( x \right)$$ for almost all x. This translates to a characterization of P.</div>
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<Para>The notion of <Emphasis Type="Italic">instance complexity</Emphasis>
was introduced by Ko, Orponen, Schöning, and Watanabe [9] as a measure of the complexity of individual instances of a decision problem. Comparing instance complexity to Kolmogorov complexity, they stated the “instance complexity conjecture,” that every set not in P has <Emphasis Type="Italic">p</Emphasis>
-hard instances. Whereas this conjecture is still unsettled, Buhrman and Orponen [4] showed that E-complete sets have exponentially dense hard instances, and Fortnow and Kummer [5] proved that NP-hard sets have <Emphasis Type="Italic">p</Emphasis>
-hard instances unless P = NP. They left open whether the <Emphasis Type="Italic">p</Emphasis>
-hard instances of NP-hard sets must be dense. In this work, we introduce a slightly weaker notion of hard instances and obtain a superpolynomial lower bound on the density of hard instances in the case of NP-hard sets. We additionally show that NP-hard sets cannot consist of hard instances only, unless P = NP. Kummer [10] proved that the class of recursive sets cannot be characterized by a respective version of the instance complexity conjecture, i.e. there exist nonrecursive sets without hard instances. We give a complete characterization of the class of recursive sets comparing the instance complexity to a relativized Kolmogorov complexity of strings. A set A is shown to be recursive iff ic<InlineEquation ID="IE1"><InlineMediaObject><ImageObject FileRef="558_3540634371_Chapter_43_TeX2GIFIE1.gif" Format="GIF" Color="BlackWhite" Type="Linedraw" Rendition="HTML"></ImageObject>
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for almost all <Emphasis Type="Italic">x</Emphasis>
. This translates to a characterization of P.</Para>
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<ArticleNote Type="Misc"><SimplePara>Supported in part by the Office of the Vice Chancellor for Research and Graduate Studies at the University of Kentucky, and by the Deutsche Forschungsgemeinschaft (DFG), grant Mu 1226/2-1. Parts of the work done at University of Kentucky.</SimplePara>
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<abstract lang="en">Abstract: The notion of instance complexity was introduced by Ko, Orponen, Schöning, and Watanabe [9] as a measure of the complexity of individual instances of a decision problem. Comparing instance complexity to Kolmogorov complexity, they stated the “instance complexity conjecture,” that every set not in P has p-hard instances. Whereas this conjecture is still unsettled, Buhrman and Orponen [4] showed that E-complete sets have exponentially dense hard instances, and Fortnow and Kummer [5] proved that NP-hard sets have p-hard instances unless P = NP. They left open whether the p-hard instances of NP-hard sets must be dense. In this work, we introduce a slightly weaker notion of hard instances and obtain a superpolynomial lower bound on the density of hard instances in the case of NP-hard sets. We additionally show that NP-hard sets cannot consist of hard instances only, unless P = NP. Kummer [10] proved that the class of recursive sets cannot be characterized by a respective version of the instance complexity conjecture, i.e. there exist nonrecursive sets without hard instances. We give a complete characterization of the class of recursive sets comparing the instance complexity to a relativized Kolmogorov complexity of strings. A set A is shown to be recursive iff ic $$\left( {x:A} \right) \leqslant C^{K_0 \oplus A} \left( x \right)$$ for almost all x. This translates to a characterization of P.</abstract>
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