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Gateaux derivative information


In mathematics, the Gateaux differential or Gateaux derivative is a generalization of the concept of directional derivative in differential calculus. Named after René Gateaux, it is defined for functions between locally convex topological vector spaces such as Banach spaces. Like the Fréchet derivative on a Banach space, the Gateaux differential is often used to formalize the functional derivative commonly used in the calculus of variations and physics.

Unlike other forms of derivatives, the Gateaux differential of a function may be a nonlinear operator. However, often the definition of the Gateaux differential also requires that it be a continuous linear transformation. Some authors, such as Tikhomirov (2001), draw a further distinction between the Gateaux differential (which may be nonlinear) and the Gateaux derivative (which they take to be linear). In most applications, continuous linearity follows from some more primitive condition which is natural to the particular setting, such as imposing complex differentiability in the context of infinite dimensional holomorphy or continuous differentiability in nonlinear analysis.

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Gateaux derivative

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In mathematics, the Gateaux differential or Gateaux derivative is a generalization of the concept of directional derivative in differential calculus....

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Derivative

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those generalizations are the Gateaux derivative and the Fréchet derivative. One deficiency of the classical derivative is that very many functions are...

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Directional derivative

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coordinates being constant. The directional derivative is a special case of the Gateaux derivative. The directional derivative of a scalar function f ( x ) = f (...

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Total derivative

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of the total derivative Gateaux derivative – Generalization of the concept of directional derivative Generalizations of the derivative – Fundamental...

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Functional derivative

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notion, like the Gateaux derivative is preferred. In many practical cases, the functional differential is defined as the directional derivative δ F [ ρ , ϕ...

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Holomorphic function

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infinite-dimensional spaces of functional analysis. For instance, the Fréchet or Gateaux derivative can be used to define a notion of a holomorphic function on a Banach...

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Hadamard derivative

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Hadamard directional derivative exists, then the Gateaux derivative also exists and the two derivatives coincide. The Hadamard derivative is readily generalized...

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Generalizations of the derivative

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of derivative is not quite strong enough, and one requires strict differentiability instead. The Gateaux derivative extends the Fréchet derivative to...

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First variation

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and h are functions, and ε is a scalar. This is recognizable as the Gateaux derivative of the functional. Compute the first variation of J ( y ) = ∫ a b...

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Adjoint state method

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where d x F ( x ; δ x ) {\displaystyle d_{x}F(x;\delta _{x})} is the Gateaux derivative of F {\displaystyle F} with respect to x {\displaystyle x} in the...

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Banach space

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Several concepts of a derivative may be defined on a Banach space. See the articles on the Fréchet derivative and the Gateaux derivative for details. The Fréchet...

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Differential of a function

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spaces, ultimately giving rise to such notions as the Fréchet or Gateaux derivative. Likewise, in differential geometry, the differential of a function...

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Robust statistics

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_{t\rightarrow 0^{+}}{\frac {T(tG+(1-t)F)-T(F)}{t}}} , which is the one-sided Gateaux derivative of T {\displaystyle T} at F {\displaystyle F} , in the direction of...

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Glossary of aerospace engineering

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The directional derivative δ S {\displaystyle \delta {\cal {S}}} on the left is known as variation in physics and Gateaux derivative in mathematics. Lagrangian...

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Mountain pass theorem

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C ( X , R ) {\displaystyle \Phi \in C(X,\mathbf {R} )} and have a Gateaux derivative Φ ′ : X → X ∗ {\displaystyle \Phi '\colon X\to X^{*}} which is continuous...

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Projected dynamical system

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0^{+}}{\frac {P_{K}(x+\delta v)-x}{\delta }}.} Which is just the Gateaux Derivative computed in the direction of the Vector field Given a closed, convex...

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Large deformation diffeomorphic metric mapping

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order variation of the vector field. The directional derivative calculates the Gateaux derivative as calculated in Beg's original paper[49] and. First...

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