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27 views

Is duality theory in optimization as useful as it seems?

I have been reading a lot about nonlinear optimization and duality, and it seems that duality theory is extremely useful. I feel that I am missing some of the negative aspects/difficulties associated ...
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1answer
80 views

$(U\circ T)^{*} = T^{*}\circ U^{*}$

Let $T : V \longrightarrow W$ and $U : W \longrightarrow Z$ be linear maps. How do I prove that $(U\circ T)^{*} = T^{*}\circ U^{*}$? I'm used to seeing $V^{*}$ not $(U\circ T)^{*}$. Any help is ...
3
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0answers
34 views

Duality of $Z(G)$ and $[G,G]$ in representation?

This question and its many wonderful answers illustrate many faces of the duality of $Z(G)$ and $[G,G]$, the centre/ commutator duality of a group. I was thinking about its manifestation in group ...
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0answers
23 views

use duality property to find corresponding Fourier or inverse of the function

$g(t)=\frac{1}{a^2+4t^2}$ now i know i should use the transform pair $e^{(-a\mathopen| t \mathclose|)}$ with $\frac{2a}{a^2+\omega^2}$. And with linearity,i can eliminate 2a on numerator. And I stop ...
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0answers
16 views

About the dual variable's space in Fenchel's duality

My friends, I have a question about Fenchel's duality. Background: According to Wiki, in Fenchel duality, we have the following theorem: Let $X$ and $Y$ be Banach spaces, $f: X \rightarrow ...
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1answer
34 views

Is it true that $C_0^\ast[0,+\infty) = NBV_{loc}[0,+\infty)$

Any function from $BV_{\operatorname{loc}}[0,+\infty)$ defines a continuous linear functional on $C_0[0,+\infty)$. But is it true that any continuous linear functional on $C_0[0,+\infty)$ is given by ...
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3answers
67 views

What is the dual of this optimization problem?

Consider the points $x_1, \ldots, x_N \in \mathbb{R}^n$, and a (locally bounded, convex) function $f: \mathbb{R}^n \rightarrow \mathbb{R}$. I am looking for the dual of the following optimization ...
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1answer
117 views

What is duality?

I have seen some examples of duality. Sometimes applied to theorems, as for example Desargues theorem and Pappus theorem. Sometimes applied to spaces, for example the dual space of a vector space. ...
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0answers
17 views

about Sobolev imbedding theorem and dual sapce question

Let $D$ be an open and bounded subset of domain $\Omega$, let $f$ be a distribution on $\Omega$. Show that there is an integer $k$ such that the restriction of $f$ to $D$ is in $H^{-k}(D)$. The hint ...
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1answer
80 views

Are these convex optimization problems equivalent?

Consider the optimization problem $$ \mathcal{P}_1: \qquad \min_{x \in \mathbb{R}^n} c^\top x \quad \text{sub. to } \ g(x,y_i) \leq 0 \ \ \forall i = 1,2,...,M$$ where $c \in \mathbb{R}^n$, and ...
1
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1answer
42 views

Dual spaces of complex sequences, show the second member is in the dual space

I'm having trouble with some of (ok, most of) the exercises in my 1st-year-master's functional analysis class, so here's one of them, hoping someone can help me out: If a sequence $(b_n)$ is ...
4
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1answer
65 views

If a normed space $X$ is reflexive, show that $X'$ is reflexive.

If a normed space $X$ is reflexive, show that $X'$ is reflexive. Suppose $X$ is reflexive. Then by definition the Canonical mapping $J : X \to X''$ defined by $x \mapsto g_x$ where $g_x(f) = f(x)$ is ...
0
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1answer
55 views

Dual cone of a L1 norm cone?

I am listening to convex optimization lectures and I hear that dual cone of a $L1$ norm cone is a $L-\infty$ norm cone. Can anybody please explain how? I understand that every point in the dual cone ...
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0answers
47 views

Closed form for Lagrange dual

Can Lagrange dual always be computed in closed form? Can you give me a simple example where the dual is not analytically computable?
4
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0answers
88 views

What is the dual space of $C([0,T];X)$ ($X$ Hilbert space)?

What is the dual space of $C([0,T];X)$, where $X$ is a Hilbert space? Is it $\operatorname{BV}([0,T]; X^*)$? As we know, for $C([0,T])$, the dual space is $\operatorname{BV}([0,T])$, but when it is ...
3
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1answer
82 views

Connection between dual space V* and negation P^c

Notice the following similarity between the vector space dual and negation in propositional logic: $$ V^* \equiv V \rightarrow F $$ $$ P^c \equiv P \rightarrow \bot $$ Is there some general notion ...
4
votes
1answer
139 views

Cech cohomology on Riemann Surfaces (serre duality)

I'm trying to give a more or less easy proof of Serre duality on Riemann surfaces (if you have any hint, a part from Otto Forsters book, go ahead). I have some notes where it says that Cech cohomology ...
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1answer
81 views

Directly from primal to dual when primal not in standard form

This is a simple problem, but after spending some hours with linear programs in the primal and its dual form, I still can't do it quite intuitively for LPs which are not in the standard form. I know, ...
2
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3answers
79 views

Dual of a Linear Program

\begin{align} \min_{x} c^Tx \\ s.t.~Ax=b \end{align} Note that here $x$ is unrestricted. I need to prove that the dual of this program is given by \begin{align} \max_{\lambda} \lambda^Tb \\ ...
0
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1answer
140 views

Global Min-Max Optimization

When is \begin{equation} \min_X \max_Y f(X,Y) \end{equation} globally solvable? (i.e. we can find global solution for the optimization problem?) I am not looking for reformulations. Is it only when ...
2
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1answer
135 views

Weak convergence and weak$^*$ convergence question

Let $X$ be a Banach space and $X^*$ be its dual space. Let $\phi_n\in X^\ast$ and for all $x\in X$ we have $\phi_n(x)\to c\in\mathbb{C}$ as $n\to\infty$. I want to show that the sequence $\phi_n$ has ...
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0answers
151 views

Dual of max-flow

I have a hard time understanding dual of max flow problems. Can experienced thinkers solve the problems below and possibly give reasoning? Thank you. $$S\rightarrow A\quad 1$$ $$S\rightarrow B ...
6
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1answer
129 views

How does Pontryagin duality fit into the general cohomology theory framework?

Pontryagin duality implies the isomorphic relation of the function space $C(G)$ on a locally compact group $G$ to the function space on it's dual group $\hat G \overset{\sim}{=}\text{Hom}(G,T)$, ...
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3answers
257 views

Induced Exact Sequence of Dual Spaces

So given a short exact sequence of vector spaces $$0\longrightarrow U\longrightarrow V \longrightarrow W\longrightarrow 0$$ With linear transformations $S$ and $T$ from left to right in the ...
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1answer
43 views

Understanding a duality pairing of characters

Reading an old paper of Weil's (translation: On certain groups of unitary operators), I'm confused about what should be a rather basic point. Let $G$ be a locally compact abelian group. Now in ...
2
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0answers
113 views

intuitive explanation of Primal-Dual algorithms

I've recently heard of Primal-Dual algorithms and I was wondering if someone could give me an intuitive explanation of it. I searched online, but did not find an intuitive explanation. I'd be glad if ...
4
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1answer
96 views

Consequences of Pontryagin Duality?

What are some interesting corollaries and consequences of the Pontryagin Duality theorem? My question can be taken as broadly as you'd like, even up to including any philosophy introduced specifically ...
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0answers
99 views

Double Dual of $ \ell^\infty$

For my quetion in MO is $\forall X$, $X^{**}$=X$\oplus Y$ for a $Y$ another set I am not really sure in Thomas answer why the first assumption saying that such a $Y$ exist iff the sequence $0 \to X ...
3
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5answers
691 views

Max Min of function less than Min max of function

I can't understand why max min of a function is less than equal to min max of that function i.e Why $$\underset{x}{\text{max}}\:\underset{y}{\text{min}} f(x,y) \leq ...
0
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1answer
322 views

Maximizing and Minimizing a function

Let $f(x,y)$ be a function such that $f:\mathbb{R} \times \mathbb{R} \rightarrow \mathbb{R}$. Now we have to maximize $f$ over $x$ and minimize it over $y$ $i.e.\ $ $$\underset{x}{\text{max}}\: ...
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2answers
387 views

Intersection Pairing and Poincaré Duality

Let $M$ be an $n$-dimensional compact and oriented manifold. Then one can define the intersection pairing $H_k(M,\mathbb Z) \times H_{n-k}(M,\mathbb Z) \to \mathbb Z$. One possible formulation of the ...
2
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1answer
343 views

Dual of $C[0,1]$, Hilbert space and Riesz representation.

Let $E=C[0,1]$, space of all real-valued continuous functions on $[0,1]$, $\mathcal{E}$ be its Borel $\sigma$-algebra and $\mu$ a Gaussian measure on $E$. I need help proving the following claim: ...
2
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2answers
394 views

How are addition and multiplication duals of each other?

I don't understand why, in mathematical discourse, addition and multiplication are so often regarded as duals of each other, considering that, for example, $\forall x, y, z\in \mathbb{Z}$ (say), $$ ...
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1answer
115 views

definition: dual of a vector field

Let $X:\mathbb{R}^3\rightarrow T\mathbb{R}^3$ be a vector field, what is the definition of its dual ? I know that the set of vector fields on $\mathbb{R}^3$ forms an $\mathbb{R}$-vector space.
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1answer
174 views

Underlying assumption in a Primal/Dual table

I just read in one of the questions answered by @MikeSpivey that the following table is provided in Sierksma's Linear and Integer Programming: Theory and Practice, Volume 1, page 144. ...
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1answer
94 views

Multiple solutions for both primal and dual

If matrix $A$ in an LP (or $A^T$ in its dual) has full row (column- in dual) rank, is it possible that both primal and dual have multiple solutions?
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2answers
297 views

Duality and the Fourier transform

Regarding Fourier transform, I read that the translation property and frequency-shift property are a duality. What does that mean and why is it true? Is there a physical implications? Thanks.
1
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2answers
164 views

What is the topological dual of $C_b(\mathbb{R})$

Consider the Banach space $C_b(\mathbb{R})$ of continuous bounded functions on $\mathbb{R}$ equipped with the sup-norm. 1) Do we know a precise description of its topological dual ...
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0answers
27 views

Is it possible to solve the argument maximization problem $\arg\max_x \langle x,l\rangle - f_1(x) - f_2(x)$ via convex duality?

I am attemping to solve the argument maximization problem $$\arg\sup_x \{\langle x,l\rangle - f_1(x) - f_2(x)\}\qquad\qquad\qquad\qquad (1)$$ where the functions $f_1$ and $f_2$ are concave but ...
3
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1answer
86 views

What are some nice examples to illustrate that a basis for $V^\ast$ induces a basis for $V$

Let $V$ be a $n$-dimensional vector space over $\mathbf{C}$ and let $(v_1^\ast,\ldots,v_n^\ast)$ be a basis for $V^\ast$. Then, there is a unique basis $(v_1,\ldots,v_n)$ for $V$ such that ...
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0answers
85 views

Is the dual cone of the dual cone equal to the original cone? [duplicate]

Possible Duplicate: Dual of a dual cone I try to prove the following statement: Let $V$ be a finite-dimensional ordered topological vector space ($V^{**} \cong V$) with a closed positive ...
6
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1answer
137 views

Difficulties in Writing the Dual of a Primal Program

I am a student and I am studying the following problem during my spare time. Your comments and suggestions would be helpful. Given the following primal program: (Decision variables are $\xi_{v}$, ...
4
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1answer
293 views

Conditions for no duality gap in quadratic programming?

Assume $Q \in \mathbb{R}^{n\times n}$, and $b,c,d \in \mathbb{R}^n$. A quadratic programming problem is: $$ \min_{x \in \mathbb{R}^{n}} \tfrac{1}{2} x^T Q x + c^T x,$$ subject to $A x \leq b, E x ...
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0answers
61 views

Questions about no duality gap and optimal solutions

My questions are regarding a constrained problem, $$\min_{x \in X \subseteq \mathbb{R}^n} f(x),$$ subject to $g(x) \leq 0 \in \mathbb{R}^m, h(x) =0 \in \mathbb{R}^k$. Its dual problem is $$\sup_{u ...
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1answer
183 views

Questions about weak duality theorem

Following are some corollaries regarding the weak duality theorem. Consider a constrained problem, $\min_{x \in X} f(x),$ subject to $g(x) \leq 0$ and $h(x) =0$. Its dual problem is $\sup_{u \geq ...
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1answer
343 views

Weak duality theorem and false corollary

Let $A\in\mathbb{R}^{m\times n}, \ c\in \mathbb{R}^n, \ b\in\mathbb{R}^m$ and consider the linear program $$\max \{ c^Tx : Ax\le b\} \ (1)$$ Its dual is $$\min \{ b^Ty : A^Ty=c, \ y\ge 0\} \ (2)$$ The ...
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2answers
351 views

boolean algebra - theorems

I have a homework question "Show the following is true using theorems. State which theorem you use at each step." This is just one of many problems I have! So, if you can help me with this one problem ...
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2answers
980 views

Precise connection between Poincare Duality and Serre Duality

The statements of Poincare duality for manifolds and Serre Duality for coherent sheaves on algebraic varieties or analytic spaces look tantalizingly similar. I have heard tangential statements from ...