Bounded arithmetic is a collective name for a family of weak subtheories of
Peano arithmetic
In mathematical logic, the Peano axioms, also known as the Dedekind–Peano axioms or the Peano postulates, are axioms for the natural numbers presented by the 19th century Italian mathematician Giuseppe Peano. These axioms have been used nearly ...
. Such theories are typically obtained by requiring that
quantifiers be bounded in the induction axiom or equivalent postulates (a bounded quantifier is of the form ∀''x'' ≤ ''t'' or ∃''x'' ≤ ''t'', where ''t'' is a term not containing ''x''). The main purpose is to characterize one or another class of
computational complexity
In computer science, the computational complexity or simply complexity of an algorithm is the amount of resources required to run it. Particular focus is given to computation time (generally measured by the number of needed elementary operations) ...
in the sense that a function is provably total if and only if it belongs to a given complexity class. Further, theories of bounded arithmetic present uniform counterparts to standard
propositional proof systems such as
Frege system In proof complexity, a Frege system is a propositional proof system whose proofs are sequences of formulas derived using a finite set of sound and implicationally complete inference rules. Frege systems (more often known as Hilbert systems in genera ...
and are, in particular, useful for constructing polynomial-size proofs in these systems. The characterization of standard complexity classes and correspondence to propositional proof systems allows to interpret theories of bounded arithmetic as formal systems capturing various levels of feasible reasoning (see below).
The approach was initiated by
Rohit Jivanlal Parikh
Rohit Jivanlal Parikh (born November 20, 1936) is an Indian-American mathematician, logician, and philosopher who has worked in many areas in traditional logic, including recursion theory and proof theory. He is a Distinguished Professor at Bro ...
[Rohit J. Parikh. Existence and Feasibility in Arithmetic, Jour. Symbolic Logic 36 (1971) 494–508.] in 1971, and later developed by
Samuel R. Buss.
and a number of other logicians.
Theories
Cook's theory
Stephen Cook
Stephen Arthur Cook (born December 14, 1939) is an American-Canadian computer scientist and mathematician who has made significant contributions to the fields of complexity theory and proof complexity. He is a university professor at the Univ ...
introduced an equational theory
(for Polynomially Verifiable) formalizing feasibly constructive proofs (resp. polynomial-time reasoning).
The language of
consists of function symbols for all polynomial-time algorithms introduced inductively using Cobham's characterization of polynomial-time functions. Axioms and derivations of the theory are introduced simultaneously with the symbols from the language. The theory is equational, i.e. its statements assert only that two terms are equal. A popular extension of
is a theory
, an ordinary first-order theory.
Axioms of
are universal sentences and contain all equations provable in
. In addition,
contains axioms replacing the induction axioms for open formulas.
Buss's theories
Samuel Buss
Samuel R. (Sam) Buss is an American computer scientist and mathematician who has made major contributions to the fields of mathematical logic, complexity theory and proof complexity. He is currently a professor at the University of California, S ...
introduced first-order theories of bounded arithmetic
.
are first-order theories with equality in the language
, where the function
is intended to designate
(the number of digits in the binary representation of
) and
is
. (Note that
, i.e.
allows to express polynomial bounds in the bit-length of the input.) Bounded quantifiers are expressions of the form
,
, where
is a term without an occurrence of
. A bounded quantifier is sharply bounded if
has the form of
for a term
. A formula
is sharply bounded if all quantifiers in the formula are sharply bounded. The hierarchy of
and
formulas is defined inductively:
is the set of sharply bounded formulas.
is the closure of
under bounded existential and sharply bounded universal quantifiers, and
is the closure of
under bounded universal and sharply bounded existential quantifiers. Bounded formulas capture the
polynomial-time hierarchy: for any
, the class
coincides with the set of natural numbers definable by
in
(the standard model of arithmetic) and dually
. In particular,
.
The theory
consists of a finite list of open axioms denoted BASIC and the polynomial induction schema
:
where
.
Buss's witnessing theorem
Buss (1986) proved that
theorems of
are
witness
In law, a witness is someone who has knowledge about a matter, whether they have sensed it or are testifying on another witnesses' behalf. In law a witness is someone who, either voluntarily or under compulsion, provides testimonial evidence, e ...
ed by polynomial-time functions.
Theorem (Buss 1986)
Assume that , with . Then, there exists a -function symbol such that .
Moreover,
can
-define all polynomial-time functions. That is,
-definable functions in
are precisely the functions computable in polynomial time. The characterization can be generalized to higher levels of the polynomial hierarchy.
Correspondence to propositional proof systems
Theories of bounded arithmetic are often studied in connection to propositional proof systems. Similarly as
Turing machines
A Turing machine is a mathematical model of computation describing an abstract machine that manipulates symbols on a strip of tape according to a table of rules. Despite the model's simplicity, it is capable of implementing any computer algori ...
are uniform equivalents of nonuniform models of computation such as
Boolean circuits
In computational complexity theory and circuit complexity, a Boolean circuit is a mathematical model for combinational digital logic circuits. A formal language can be decided by a family of Boolean circuits, one circuit for each possible inp ...
, theories of bounded arithmetic can be seen as uniform equivalents of propositional proof systems. The connection is particularly useful for constructions of short propositional proofs. It is often easier to prove a theorem in a theory of bounded arithmetic and translate the first-order proof into a sequence of short proofs in a propositional proof system than to design short propositional proofs directly in the propositional proof system.
The correspondence was introduced by S. Cook.
Informally, a
statement
can be equivalently expressed as a sequence of formulas
. Since
is a coNP predicate, each
can be in turn formulated as a propositional tautology
(possibly containing new variables needed to encode the computation of the predicate
).
Theorem (Cook 1975)
Assume that , where . Then tautologies have polynomial-size Extended Frege proofs. Moreover, the proofs are constructible by a polynomial-time function and proves this fact.
Further,
proves the so called reflection principle for Extended Frege system, which implies that Extended Frege system is the weakest proof system with the property from the theorem above: each proof system satisfying the implication
simulates Extended Frege.
An alternative translation between second-order statements and propositional formulas given by
Jeff Paris and
Alex Wilkie
Alex James Wilkie FRS (born 1948 in Northampton) is a British mathematician known for his contributions to model theory and logic. Previously Reader in Mathematical Logic at the University of Oxford, he was appointed to the Fielden Chair of Pu ...
(1985) has been more practical for capturing subsystems of Extended Frege such as Frege or constant-depth Frege.
draft from 2008
See also
*
Proof complexity In logic and theoretical computer science, and specifically proof theory and computational complexity theory, proof complexity is the field aiming to understand and analyse the computational resources that are required to prove or refute statements ...
*
Computational complexity
In computer science, the computational complexity or simply complexity of an algorithm is the amount of resources required to run it. Particular focus is given to computation time (generally measured by the number of needed elementary operations) ...
*
Mathematical logic
Mathematical logic is the study of formal logic within mathematics. Major subareas include model theory, proof theory, set theory, and recursion theory. Research in mathematical logic commonly addresses the mathematical properties of formal ...
*
Proof theory
*
Complexity classes
In computational complexity theory, a complexity class is a set of computational problems of related resource-based complexity. The two most commonly analyzed resources are time and memory.
In general, a complexity class is defined in terms of ...
*
NP (complexity)
*
coNP
In computational complexity theory, co-NP is a complexity class. A decision problem X is a member of co-NP if and only if its complement is in the complexity class NP. The class can be defined as follows: a decision problem is in co-NP precisely ...
References
Further reading
*
*
draft from 2008
*
* Krajíček, Jan
Cambridge University Press, 2019.
*
External links
Proof complexity mailing list.
Formal theories of arithmetic
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