Blowing Holes in Various Aspects of Computational Problems, with Applications to Constraint Satisfaction

We consider methods for constructing NP-intermediate problems under the assumption that P i¾ź NP. We generalize Ladner's original method for obtaining NP-intermediate problems by using parameters with various characteristics. In particular, this generalization allows us to obtain new insights concerning the complexity of CSP problems. We begin by fully characterizing the problems that admit NP-intermediate subproblems for a broad and natural class of parameterizations, and extend the result further such that structural CSP restrictions based on parameters that are hard to compute such as tree-width are covered. Hereby we generalize a result by Grohe on width parameters and NP-intermediate problems. For studying certain classes of problems, including CSPs parameterized by constraint languages, we consider more powerful parameterizations. First, we identify a new method for obtaining constraint languages Γ such that CSPΓ are NP-intermediate. The sets Γ can have very different properties compared to previous constructions by, for instance, Bodirsky & Grohe and provides insights into the algebraic approach for studying the complexity of infinite-domain CSPs. Second, we prove that the propositional abduction problem parameterized by constraint languages admits NP-intermediate problems. This settles an open question posed by Nordh & Zanuttini.

[1]  Peter Jonsson,et al.  Computational complexity of linear constraints over the integers , 2013, Artif. Intell..

[2]  Sanjeev Arora,et al.  Computational Complexity: A Modern Approach , 2009 .

[3]  Martin Grohe,et al.  Constraint solving via fractional edge covers , 2006, SODA 2006.

[4]  Uwe Schöning A Uniform Approach to Obtain Diagonal Sets in Complexity Classes , 1982, Theor. Comput. Sci..

[5]  Hans L. Bodlaender,et al.  A linear time algorithm for finding tree-decompositions of small treewidth , 1993, STOC.

[6]  Gustav Nordh,et al.  What makes propositional abduction tractable , 2008, Artif. Intell..

[7]  Ge Xia,et al.  Linear FPT reductions and computational lower bounds , 2004, STOC '04.

[8]  Dániel Marx,et al.  Approximating fractional hypertree width , 2009, TALG.

[9]  Dieter van Melkebeek,et al.  Satisfiability allows no nontrivial sparsification unless the polynomial-time hierarchy collapses , 2010, STOC '10.

[10]  Christos H. Papadimitriou,et al.  Computational complexity , 1993 .

[11]  D. Lau,et al.  Function Algebras on Finite Sets: Basic Course on Many-Valued Logic and Clone Theory (Springer Monographs in Mathematics) , 2006 .

[12]  Manuel Bodirsky,et al.  Non-dichotomies in Constraint Satisfaction Complexity , 2008, ICALP.

[13]  Gustav Nordh,et al.  Complexity of SAT Problems, Clone Theory and the Exponential Time Hypothesis , 2013, SODA.

[14]  Derek G. Corneil,et al.  Complexity of finding embeddings in a k -tree , 1987 .

[15]  Manuel Bodirsky,et al.  Complexity Classification in Infinite-Domain Constraint Satisfaction , 2012, ArXiv.

[16]  Richard E. Ladner,et al.  On the Structure of Polynomial Time Reducibility , 1975, JACM.

[17]  Georg Gottlob,et al.  The Complexity of Logic-Based Abduction , 1993, STACS.

[18]  D. Lau,et al.  Function algebras on finite sets : a basic course on many-valued logic and clone theory , 2006 .

[19]  Yijia Chen,et al.  Understanding the Complexity of Induced Subgraph Isomorphisms , 2008, ICALP.

[20]  Robin Milner,et al.  On Observing Nondeterminism and Concurrency , 1980, ICALP.

[21]  Rina Dechter,et al.  Constraint Processing , 1995, Lecture Notes in Computer Science.

[22]  Martin Grohe,et al.  The complexity of homomorphism and constraint satisfaction problems seen from the other side , 2003, 44th Annual IEEE Symposium on Foundations of Computer Science, 2003. Proceedings..

[23]  David S. Johnson,et al.  `` Strong '' NP-Completeness Results: Motivation, Examples, and Implications , 1978, JACM.

[24]  Peter Jeavons,et al.  Classifying the Complexity of Constraints Using Finite Algebras , 2005, SIAM J. Comput..

[25]  R. Gorenflo,et al.  Multi-index Mittag-Leffler Functions , 2014 .

[26]  Ge Xia,et al.  Tight lower bounds for certain parameterized NP-hard problems , 2004, Proceedings. 19th IEEE Annual Conference on Computational Complexity, 2004..

[27]  Michael Thomas,et al.  Complexity of Propositional Abduction for Restricted Sets of Boolean Functions , 2009, KR.