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Tensor

Algebraic object with geometric applications

In mathematics, a tensor is an algebraic object that describes a multilinear relationship between sets of algebraic objects associated with a vector space. Tensors may map between different objects such as vectors, scalars, and even other tensors. There are many types of tensors, including scalars and vectors (which are the simplest tensors), dual vectors, multilinear maps between vector spaces, and even some operations such as the dot product. Tensors are defined independent of any basis, although they are often referred to by their components in a basis related to a particular coordinate system; those components form an array, which can be thought of as a high-dimensional matrix. Tensors have become important in physics, because they provide a concise mathematical framework for formulating and solving physics problems in areas such as mechanics (stress, elasticity, quantum mechanics, fluid mechanics, moment of inertia, etc.), electrodynamics (electromagnetic tensor, Maxwell tensor, permittivity, magnetic susceptibility, etc.), and general relativity (stress–energy tensor, curvature tensor, etc.). In applications, it is common to study situations in which a different tensor can occur at each point of an object. For example, the stress within an object may vary from one location to another. A family of tensors, that vary across space in this way, is a tensor field.

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Article table of contents 38 sections
1 Definition
1.1 As multidimensional arrays
1.2 As multilinear maps
1.3 Using tensor products
1.4 Tensors in infinite dimensions
1.5 Tensor fields
2 History
3 Examples
4 Properties
5 Notation
5.1 Ricci calculus
5.2 Einstein summation convention
5.3 Penrose graphical notation
5.4 Abstract index notation
5.5 Component-free notation
6 Operations
6.1 Tensor product
6.2 Contraction
6.3 Raising or lowering an index
7 Applications
7.1 Continuum mechanics
7.2 Other examples from physics
7.3 Computer vision and optics
7.4 Machine learning
8 Generalizations
8.1 Tensor products of vector spaces
8.2 Tensors in infinite dimensions
8.3 Tensor densities
8.4 Geometric objects
8.5 Spinors
Categories
Concepts in physicsContinuum mechanicsTensors
External references
Recent revisions
1234qwer1234qwer4Aug 18, 2026 11:11 PM — new key for [[Category:Tensors]]: " " using [[WP:HC|HotCat]]
LowellianJul 22, 2026 3:48 AM — /* History */ clarify gibbs
JohnjbartonMay 28, 2026 12:07 AM — /* History */ #proveit Minkowski, 1908, +ref
MgnbarMay 21, 2026 11:35 AM — Undid revision [[Special:Diff/1355355228|1355355228]] by [[Special:Contributions/Bonnom|Bonnom]] ([…
BonnomMay 21, 2026 11:01 AM — Improved a sentence part of the definition. It was mathematically imprecise. Maybe someone else sho…
1234qwer1234qwer4May 12, 2026 2:11 AM — link author: Nicolas Bourbaki (via [[WP:JWB]])
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tensor

multilinear map on some combination of scalars, vectors, covectors, and tensors

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Instance of
geometric concept, general quantity
Subclass of
multilinear map, mathematical object
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