strong triangle inequality
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In mathematics, an ultrametric space is a
metric space In mathematics, a metric space is a set together with a notion of '' distance'' between its elements, usually called points. The distance is measured by a function called a metric or distance function. Metric spaces are the most general set ...
in which the
triangle inequality In mathematics, the triangle inequality states that for any triangle, the sum of the lengths of any two sides must be greater than or equal to the length of the remaining side. This statement permits the inclusion of degenerate triangles, but ...
is strengthened to d(x,z)\leq\max\left\. Sometimes the associated metric is also called a non-Archimedean metric or super-metric. Although some of the theorems for ultrametric spaces may seem strange at a first glance, they appear naturally in many applications.


Formal definition

An ultrametric on a
set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
is a
real Real may refer to: Currencies * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Music Albums * ''Real'' (L'Arc-en-Ciel album) (2000) * ''Real'' (Bright album) (2010) ...
-valued function :d\colon M \times M \rightarrow \mathbb (where denote the
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every ...
s), such that for all : # ; # (''symmetry''); # ; # if then ; # (strong triangle inequality or ultrametric inequality). An ultrametric space is a pair consisting of a set together with an ultrametric on , which is called the space's associated distance function (also called a
metric Metric or metrical may refer to: * Metric system, an internationally adopted decimal system of measurement * An adjective indicating relation to measurement in general, or a noun describing a specific type of measurement Mathematics In mathem ...
). If satisfies all of the conditions except possibly condition 4 then is called an ultrapseudometric on . An ultrapseudometric space is a pair consisting of a set and an ultrapseudometric on . In the case when is an Abelian group (written additively) and is generated by a
length function In the mathematical field of geometric group theory, a length function is a function that assigns a number to each element of a group. Definition A length function ''L'' : ''G'' → R+ on a group ''G'' is a function sat ...
\, \cdot\, (so that d(x,y) = \, x - y\, ), the last property can be made stronger using the Krull sharpening to: : \, x+y\, \le \max \left\ with equality if \, x\, \ne \, y\, . We want to prove that if \, x+y\, \le \max \left\, then the equality occurs if \, x\, \ne \, y\, .
Without loss of generality ''Without loss of generality'' (often abbreviated to WOLOG, WLOG or w.l.o.g.; less commonly stated as ''without any loss of generality'' or ''with no loss of generality'') is a frequently used expression in mathematics. The term is used to indicat ...
, let us assume that \, x\, > \, y\, . This implies that \, x + y\, \le \, x\, . But we can also compute \, x\, =\, (x+y)-y\, \le \max \left\. Now, the value of \max \left\ cannot be \, y\, , for if that is the case, we have \, x\, \le \, y\, contrary to the initial assumption. Thus, \max \left\=\, x+y\, , and \, x\, \le \, x+y\, . Using the initial inequality, we have \, x\, \le \, x + y\, \le \, x\, and therefore \, x+y\, = \, x\, .


Properties

From the above definition, one can conclude several typical properties of ultrametrics. For example, for all x,y,z \in M, at least one of the three equalities d(x,y) = d(y,z) or d(x,z) = d(y,z) or d(x,y) = d(z,x) holds. That is, every triple of points in the space forms an isosceles triangle, so the whole space is an
isosceles set In discrete geometry, an isosceles set is a set of points with the property that every three of them form an isosceles triangle. More precisely, each three points should determine at most two distances; this also allows degenerate isosceles triang ...
. Defining the (open) ball of radius r > 0 centred at x \in M as B(x;r) := \, we have the following properties: * Every point inside a ball is its center, i.e. if d(x,y) then B(x;r)=B(y;r). * Intersecting balls are contained in each other, i.e. if B(x;r)\cap B(y;s) is
non-empty In mathematics, the empty set is the unique set having no elements; its size or cardinality (count of elements in a set) is zero. Some axiomatic set theories ensure that the empty set exists by including an axiom of empty set, while in other t ...
then either B(x;r) \subseteq B(y;s) or B(y;s) \subseteq B(x;r). * All balls of strictly positive radius are both
open Open or OPEN may refer to: Music * Open (band), Australian pop/rock band * The Open (band), English indie rock band * ''Open'' (Blues Image album), 1969 * ''Open'' (Gotthard album), 1999 * ''Open'' (Cowboy Junkies album), 2001 * ''Open'' ( ...
and closed sets in the induced
topology In mathematics, topology (from the Greek words , and ) is concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, without closing ...
. That is, open balls are also closed, and closed balls (replace < with \leq) are also open. * The set of all open balls with radius r and center in a closed ball of radius r>0 forms a
partition Partition may refer to: Computing Hardware * Disk partitioning, the division of a hard disk drive * Memory partition, a subdivision of a computer's memory, usually for use by a single job Software * Partition (database), the division of a ...
of the latter, and the mutual distance of two distinct open balls is (greater or) equal to r. Proving these statements is an instructive exercise. All directly derive from the ultrametric triangle inequality. Note that, by the second statement, a ball may have several center points that have non-zero distance. The intuition behind such seemingly strange effects is that, due to the strong triangle inequality, distances in ultrametrics do not add up.


Examples

* The
discrete metric Discrete may refer to: *Discrete particle or quantum in physics, for example in quantum theory * Discrete device, an electronic component with just one circuit element, either passive or active, other than an integrated circuit *Discrete group, a ...
is an ultrametric. * The ''p''-adic numbers form a complete ultrametric space. * Consider the set of words of arbitrary length (finite or infinite), Σ*, over some alphabet Σ. Define the distance between two different words to be 2−''n'', where ''n'' is the first place at which the words differ. The resulting metric is an ultrametric. * The set of words with glued ends of the length ''n'' over some alphabet Σ is an ultrametric space with respect to the ''p''-close distance. Two words ''x'' and ''y'' are ''p''-close if any substring of ''p'' consecutive letters (''p'' < ''n'') appears the same number of times (which could also be zero) both in ''x'' and ''y''. * If ''r'' = (''rn'') is a sequence of
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every ...
s decreasing to zero, then , ''x'', ''r'' :=
lim sup In mathematics, the limit inferior and limit superior of a sequence can be thought of as limiting (that is, eventual and extreme) bounds on the sequence. They can be thought of in a similar fashion for a function (see limit of a function). For ...
''n''→∞ , ''xn'', ''rn'' induces an ultrametric on the space of all complex sequences for which it is finite. (Note that this is not a
seminorm In mathematics, particularly in functional analysis, a seminorm is a vector space norm that need not be positive definite. Seminorms are intimately connected with convex sets: every seminorm is the Minkowski functional of some absorbing disk ...
since it lacks
homogeneity Homogeneity and heterogeneity are concepts often used in the sciences and statistics relating to the Uniformity (chemistry), uniformity of a Chemical substance, substance or organism. A material or image that is homogeneous is uniform in compos ...
— If the ''rn'' are allowed to be zero, one should use here the rather unusual convention that 00 = 0.) * If ''G'' is an edge-weighted
undirected graph In discrete mathematics, and more specifically in graph theory, a graph is a structure amounting to a set of objects in which some pairs of the objects are in some sense "related". The objects correspond to mathematical abstractions called '' ve ...
, all edge weights are positive, and ''d''(''u'',''v'') is the weight of the minimax path between ''u'' and ''v'' (that is, the largest weight of an edge, on a path chosen to minimize this largest weight), then the vertices of the graph, with distance measured by ''d'', form an ultrametric space, and all finite ultrametric spaces may be represented in this way.


Applications

* A
contraction mapping In mathematics, a contraction mapping, or contraction or contractor, on a metric space (''M'', ''d'') is a function ''f'' from ''M'' to itself, with the property that there is some real number 0 \leq k < 1 such that for all ''x'' and ...
may then be thought of as a way of approximating the final result of a computation (which can be guaranteed to exist by the
Banach fixed-point theorem In mathematics, the Banach fixed-point theorem (also known as the contraction mapping theorem or contractive mapping theorem) is an important tool in the theory of metric spaces; it guarantees the existence and uniqueness of fixed points of certa ...
). Similar ideas can be found in
domain theory Domain theory is a branch of mathematics that studies special kinds of partially ordered sets (posets) commonly called domains. Consequently, domain theory can be considered as a branch of order theory. The field has major applications in computer ...
. ''p''-adic analysis makes heavy use of the ultrametric nature of the ''p''-adic metric. * In condensed matter physics, the
self-averaging A self-averaging physical property of a disordered system is one that can be described by averaging over a sufficiently large sample. The concept was introduced by Ilya Mikhailovich Lifshitz. Definition Frequently in physics one comes across si ...
overlap between spins in the SK Model of
spin glasses In condensed matter physics, a spin glass is a magnetic state characterized by randomness, besides cooperative behavior in freezing of spins at a temperature called 'freezing temperature' ''Tf''. In ferromagnetic solids, component atoms' mag ...
exhibits an ultrametric structure, with the solution given by the full replica symmetry breaking procedure first outlined by
Giorgio Parisi Giorgio Parisi (born 4 August 1948) is an Italian theoretical physicist, whose research has focused on quantum field theory, statistical mechanics and complex systems. His best known contributions are the QCD evolution equations for parton de ...
and coworkers. Ultrametricity also appears in the theory of aperiodic solids. * In
taxonomy Taxonomy is the practice and science of categorization or classification. A taxonomy (or taxonomical classification) is a scheme of classification, especially a hierarchical classification, in which things are organized into groups or types. ...
and phylogenetic tree construction, ultrametric distances are also utilized by the
UPGMA UPGMA (unweighted pair group method with arithmetic mean) is a simple agglomerative (bottom-up) hierarchical clustering method. The method is generally attributed to Sokal and Michener. The UPGMA method is similar to its ''weighted'' variant, the ...
and
WPGMA WPGMA (Weighted Pair Group Method with Arithmetic Mean) is a simple agglomerative (bottom-up) hierarchical clustering method, generally attributed to Sokal and Michener. The WPGMA method is similar to its ''unweighted'' variant, the UPGMA method. ...
methods. These algorithms require a constant-rate assumption and produce trees in which the distances from the root to every branch tip are equal. When DNA, RNA and
protein Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins perform a vast array of functions within organisms, including catalysing metabolic reactions, DNA replication, res ...
data are analyzed, the ultrametricity assumption is called the
molecular clock The molecular clock is a figurative term for a technique that uses the mutation rate of biomolecules to deduce the time in prehistory when two or more life forms diverged. The biomolecular data used for such calculations are usually nucleo ...
. * Models of
intermittency In dynamical systems, intermittency is the irregular alternation of phases of apparently periodic and chaotic dynamics ( Pomeau–Manneville dynamics), or different forms of chaotic dynamics (crisis-induced intermittency). Pomeau and Manne ...
in three dimensional
turbulence In fluid dynamics, turbulence or turbulent flow is fluid motion characterized by chaotic changes in pressure and flow velocity. It is in contrast to a laminar flow, which occurs when a fluid flows in parallel layers, with no disruption between ...
of fluids make use of so-called cascades, and in discrete models of dyadic cascades, which have an ultrametric structure. * In
geography Geography (from Greek: , ''geographia''. Combination of Greek words ‘Geo’ (The Earth) and ‘Graphien’ (to describe), literally "earth description") is a field of science devoted to the study of the lands, features, inhabitants, an ...
and
landscape ecology Landscape ecology is the science of studying and improving relationships between ecological processes in the environment and particular ecosystems. This is done within a variety of landscape scales, development spatial patterns, and organizatio ...
, ultrametric distances have been applied to measure landscape complexity and to assess the extent to which one landscape function is more important than another.


References


Bibliography

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Further reading

* . {{DEFAULTSORT:Ultrametric Space Metric geometry Metric spaces