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We present a new piecewise linear regression methodology that utilizes fitting a difference of convex functions (DC functions) to the data. These are functions $f$ that may be represented as the difference $\phi_1 - \phi_2$ for a choice of…

机器学习 · 统计学 2020-11-17 Ali Siahkamari , Aditya Gangrade , Brian Kulis , Venkatesh Saligrama

We show how to reduce a general, strictly-feasible LP problem, into a min-max problem, which can be solved by the algorithm from the third section of my thesis.

计算几何 · 计算机科学 2013-11-22 Carmi Grushko

Given a minuscule representation of a simple Lie algebra, we find an algebraic model for the action of a regular element and show that these models can be glued together over the adjoint quotient, viewed as the set of all regular conjugacy…

代数几何 · 数学 2007-05-23 Robert Friedman , John W. Morgan

We prove lower bounds on the error incurred when approximating any oscillating function using piecewise polynomial spaces. The estimates are explicit in the polynomial degree and have optimal dependence on the meshwidth and frequency when…

数值分析 · 数学 2024-12-05 Jeffrey Galkowski

We derive a piecewise-linear formula for the rigid representation of a Dynkin quiver of a given dimension vector, and illustrate the formula in several examples.

表示论 · 数学 2024-12-11 Deniz Kus , Markus Reineke

Functions that are piecewise defined are a common sight in mathematics while convexity is a property especially desired in optimization. Suppose now a piecewise-defined function is convex on each of its defining components - when can we…

经典分析与常微分方程 · 数学 2014-08-19 Heinz H. Bauschke , Yves Lucet , Hung M. Phan

Three forms of representation of trigonometric interpolation splines are considered, in particular, the representation by the coefficients of the interpolation trigonometric polynomial, the representation by trigonometric B-splines, which…

数值分析 · 数学 2024-07-30 Volodymyr Denysiuk , Lyudmila Rybachuk

We prove tight upper bounds for the number of vertices of a simple polygon that is the union or the intersection of two simple polygons with given numbers of convex and concave vertices. The similar question on graphs of the lower (or…

组合数学 · 数学 2013-11-27 Pavel Kozhevnikov

The analysis of complex nonlinear systems is often carried out using simpler piecewise linear representations of them. A principled and practical technique is proposed to linearize and evaluate arbitrary continuous nonlinear functions using…

最优化与控制 · 数学 2017-11-10 Guillermo Gallego , Daniel Berjón , Narciso García

Let $A$ be a vector space of real valued functions on a non-empty set $X$ and $L:A\rightarrow\mathbb{R}$ a linear functional. Given a $\sigma$-algebra $\mathcal{A}$, of subsets of $X$, we present a necessary condition for $L$ to be…

泛函分析 · 数学 2014-03-28 Mehdi Ghasemi

It is proved that each of compact linear groups of one special type admits a polynomial factorization map onto a real vector space. More exactly, the group is supposed to be non-commutative one-dimensional and to have two connected…

代数几何 · 数学 2014-11-24 O. G. Styrt

Signed Minkowski decomposition is an expression of a polytope as a Minkowski sum and difference of smaller polytopes. Signed Minkowski decompositions of a polytope can be interpreted as factorizations of a max-plus (tropical) function. We…

组合数学 · 数学 2025-06-27 Soujun Kitagawa

Several techniques were proposed to model the Piecewise linear (PWL) functions, including convex combination, incremental and multiple choice methods. Although the incremental method was proved to be very efficient, the attention of the…

最优化与控制 · 数学 2018-02-13 Mutaz Tuffaha , Jan Tommy Gravdahl

Mixed integer linear programming (MILP) has seen a sharp rise in use for engineering optimization applications in recent years. Even for initially non-linear problems, it is often the method of choice. Then, the non-linear functions have to…

最优化与控制 · 数学 2023-09-20 Felix Birkelbach , David Huber , René Hofmann

Under mild assumptions, we prove that any random multifunction can be represented as the set of minimizers of an infinitely many differentiable normal integrand, which preserves the convexity of the random multifunction. We provide several…

最优化与控制 · 数学 2021-08-06 Juan Guillermo Garrido , Pedro Pérez-Aros , Emilio Vilches

This paper is devoted to second-order variational analysis of a rather broad class of extended-real-valued piecewise liner functions and their applications to various issues of optimization and stability. Based on our recent explicit…

最优化与控制 · 数学 2016-08-19 Boris S. Mordukhovich , M. Ebrahim Sarabi

This paper is to characterize piecewise continuous almost periodic functions as the product of Bohr almost periodic functions and sequences. As an application, the result is used to discuss piecewise continuous almost periodic solutions of…

经典分析与常微分方程 · 数学 2018-02-27 Liangping Qi , Rong Yuan

Let X be a linearly ordered set of arbitrary size (finite or infinite). Natural functions on such a set one can define using the linear order include maximum, minimum and median functions. While it is clear what the clone generated by the…

环与代数 · 数学 2007-05-23 Michael Pinsker

Function graphs are graphs representable by intersections of continuous real-valued functions on the interval [0,1] and are known to be exactly the complements of comparability graphs. As such they are recognizable in polynomial time.…

数据结构与算法 · 计算机科学 2012-05-01 Pavel Klavík , Jan Kratochvíl , Tomasz Krawczyk , Bartosz Walczak

An artificial neural network is presented based on the idea of connections between units that are only active for a specific range of input values and zero outside that range (and so are not evaluated outside the active range). The…

神经与进化计算 · 计算机科学 2016-06-15 John Loverich