Quantifier elimination is a concept of simplification used in
mathematical logic
Mathematical logic is the study of Logic#Formal logic, formal logic within mathematics. Major subareas include model theory, proof theory, set theory, and recursion theory (also known as computability theory). Research in mathematical logic com ...
,
model theory
In mathematical logic, model theory is the study of the relationship between theory (mathematical logic), formal theories (a collection of Sentence (mathematical logic), sentences in a formal language expressing statements about a Structure (mat ...
, and
theoretical computer science
Theoretical computer science is a subfield of computer science and mathematics that focuses on the Abstraction, abstract and mathematical foundations of computation.
It is difficult to circumscribe the theoretical areas precisely. The Associati ...
. Informally, a quantified statement "
such that ..." can be viewed as a question "When is there an
such that ...?", and the statement without quantifiers can be viewed as the answer to that question.
One way of classifying
formulas is by the amount of
quantification. Formulas with less
depth of quantifier alternation are thought of as being simpler, with the quantifier-free formulas as the simplest.
A
theory
A theory is a systematic and rational form of abstract thinking about a phenomenon, or the conclusions derived from such thinking. It involves contemplative and logical reasoning, often supported by processes such as observation, experimentation, ...
has quantifier elimination if for every formula
, there exists another formula
without quantifiers that is
equivalent to it (
modulo
In computing and mathematics, the modulo operation returns the remainder or signed remainder of a division, after one number is divided by another, the latter being called the '' modulus'' of the operation.
Given two positive numbers and , mo ...
this theory).
Examples
An example from mathematics says that a single-variable
quadratic polynomial has a real root if and only if its
discriminant is non-negative:
Here the sentence on the left-hand side involves a quantifier
, whereas the equivalent sentence on the right does not.
Examples of theories that have been shown decidable using quantifier elimination are
Presburger arithmetic,
algebraically closed field
In mathematics, a field is algebraically closed if every non-constant polynomial in (the univariate polynomial ring with coefficients in ) has a root in . In other words, a field is algebraically closed if the fundamental theorem of algebra ...
s,
real closed field
In mathematics, a real closed field is a field F that has the same first-order properties as the field of real numbers. Some examples are the field of real numbers, the field of real algebraic numbers, and the field of hyperreal numbers.
Def ...
s,
atomless Boolean algebras,
term algebra
Term may refer to:
Language
*Terminology, context-specific nouns or compound words
**Technical term (or ''term of art''), used by specialists in a field
***Scientific terminology, used by scientists
*Term (argumentation), part of an argument in d ...
s,
dense linear orders,
abelian groups,
random graphs, as well as many of their combinations such as Boolean algebra with Presburger arithmetic, and term algebras with
queues.
Quantifier eliminator for the theory of the real numbers as an
ordered additive group is ''
Fourier–Motzkin elimination''; for the theory of the field of real numbers it is the ''
Tarski–Seidenberg theorem''.
Quantifier elimination can also be used to show that "combining"
decidable theories leads to new decidable theories (see
Feferman–Vaught theorem).
Algorithms and decidability
If a theory has quantifier elimination, then a specific question can be addressed: Is there a method of determining
for each
? If there is such a method we call it a quantifier elimination
algorithm
In mathematics and computer science, an algorithm () is a finite sequence of Rigour#Mathematics, mathematically rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algo ...
. If there is such an algorithm, then
decidability for the theory reduces to deciding the truth of the quantifier-free
sentences. Quantifier-free sentences have no variables, so their validity in a given theory can often be computed, which enables the use of quantifier elimination algorithms to decide validity of sentences.
Related concepts
Various model-theoretic ideas are related to quantifier elimination, and there are various equivalent conditions.
Every
first-order theory with quantifier elimination is
model complete. Conversely, a model-complete theory, whose theory of universal consequences has the
amalgamation property, has quantifier elimination.
The models of the theory of the universal consequences of a theory
are precisely the
substructures of the models of
. The theory of linear orders does not have quantifier elimination. However the theory of its universal consequences has the amalgamation property.
Basic ideas
To show constructively that a theory has quantifier elimination, it suffices to show that we can eliminate an
existential quantifier applied to a conjunction of
literals, that is, show that each formula of the form:
where each
is a literal, is equivalent to a quantifier-free formula. Indeed, suppose we know how to eliminate quantifiers from conjunctions of literals, then if
is a quantifier-free formula, we can write it in
disjunctive normal form
and use the fact that
is equivalent to
Finally, to eliminate a universal quantifier
where
is quantifier-free, we transform
into disjunctive normal form, and use the fact that
is equivalent to
Relationship with decidability
In early model theory, quantifier elimination was used to demonstrate that various theories possess properties like
decidability and
completeness. A common technique was to show first that a theory admits elimination of quantifiers and thereafter prove decidability or completeness by considering only the quantifier-free formulas. This technique can be used to show that
Presburger arithmetic is decidable.
Theories could be decidable yet not admit quantifier elimination. Strictly speaking, the theory of the additive natural numbers did not admit quantifier elimination, but it was an expansion of the additive natural numbers that was shown to be decidable. Whenever a theory is decidable, and the
language
Language is a structured system of communication that consists of grammar and vocabulary. It is the primary means by which humans convey meaning, both in spoken and signed language, signed forms, and may also be conveyed through writing syste ...
of its valid formulas is
countable
In mathematics, a Set (mathematics), set is countable if either it is finite set, finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function fro ...
, it is possible to extend the theory with countably many
relations to have quantifier elimination (for example, one can introduce, for each formula of the theory, a relation symbol that relates the
free variables of the formula).
Example:
Nullstellensatz for
algebraically closed field
In mathematics, a field is algebraically closed if every non-constant polynomial in (the univariate polynomial ring with coefficients in ) has a root in . In other words, a field is algebraically closed if the fundamental theorem of algebra ...
s and for
differentially closed fields.
See also
*
Cylindrical algebraic decomposition
*
Elimination theory
*
Conjunction elimination
Notes
References
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{{Refend
Model theory