Ultrametric Triangle Inequality
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, an ultrametric space is a
metric space In mathematics, a metric space is a Set (mathematics), set together with a notion of ''distance'' between its Element (mathematics), elements, usually called point (geometry), points. The distance is measured by a function (mathematics), functi ...
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 Degeneracy (mathematics)#T ...
is strengthened to d(x,z)\leq\max\left\ for all x, y, and z. Sometimes the associated metric is also called a non-Archimedean metric or super-metric.


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-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 duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
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). 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 \, \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, 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 In geometry, an isosceles triangle () is a triangle that has two Edge (geometry), sides of equal length and two angles of equal measure. Sometimes it is specified as having ''exactly'' two sides of equal length, and sometimes as having ''at le ...
, so the whole space is an isosceles set. 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 one of its centers, 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 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'' (Gerd Dudek, Buschi Niebergall, and Edward Vesala album), 1979 * ''Open'' (Go ...
and
closed set In geometry, topology, and related branches of mathematics, a closed set is a Set (mathematics), set whose complement (set theory), complement is an open set. In a topological space, a closed set can be defined as a set which contains all its lim ...
s in the induced
topology Topology (from the Greek language, Greek words , and ) is the branch of mathematics concerned with the properties of a Mathematical object, geometric object that are preserved under Continuous function, continuous Deformation theory, deformat ...
. 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 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 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 duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s decreasing to zero, then , ''x'', ''r'' := lim sup''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 like a Norm (mathematics), norm but need not be positive definite. Seminorms are intimately connected with convex sets: every seminorm is the Minkowski functional of some Absorbing ...
since it lacks homogeneity — 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, particularly in graph theory, a graph is a structure consisting of a set of objects where some pairs of the objects are in some sense "related". The objects are represented by abstractions called '' vertices'' (also call ...
, 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 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 or Banach–Caccioppoli theorem) is an important tool in the theory of metric spaces; it guarantees the existence and uniqu ...
). 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 Condensed matter physics is the field of physics that deals with the macroscopic and microscopic physical properties of matter, especially the solid and liquid State of matter, phases, that arise from electromagnetic forces between atoms and elec ...
, the self-averaging overlap between spins in the SK Model of spin glasses exhibits an ultrametric structure, with the solution given by the full replica symmetry breaking procedure first outlined by Giorgio Parisi and coworkers. Ultrametricity also appears in the theory of aperiodic solids. * In
taxonomy image:Hierarchical clustering diagram.png, 280px, Generalized scheme of taxonomy Taxonomy is a practice and science concerned with classification or categorization. Typically, there are two parts to it: the development of an underlying scheme o ...
and
phylogenetic tree A phylogenetic tree or phylogeny is a graphical representation which shows the evolutionary history between a set of species or taxa during a specific time.Felsenstein J. (2004). ''Inferring Phylogenies'' Sinauer Associates: Sunderland, MA. In ...
construction, ultrametric distances are also utilized by the UPGMA and WPGMA 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 Deoxyribonucleic acid (; DNA) is a polymer composed of two polynucleotide chains that coil around each other to form a double helix. The polymer carries genetic instructions for the development, functioning, growth and reproduction of al ...
,
RNA Ribonucleic acid (RNA) is a polymeric molecule that is essential for most biological functions, either by performing the function itself (non-coding RNA) or by forming a template for the production of proteins (messenger RNA). RNA and deoxyrib ...
and
protein Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residue (biochemistry), residues. Proteins perform a vast array of functions within organisms, including Enzyme catalysis, catalysing metab ...
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 nucleot ...
. * 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). Experimentally ...
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 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 Ancient Greek ; combining 'Earth' and 'write', literally 'Earth writing') is the study of the lands, features, inhabitants, and phenomena of Earth. Geography is an all-encompassing discipline that seeks an understanding o ...
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

* .


External links

* {{cci Metric geometry Metric spaces