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In this paper we consider the problems of supervised classification and regression in the case where attributes and labels are functions: a data is represented by a set of functions, and the label is also a function. We focus on the use of…

机器学习 · 计算机科学 2016-11-03 Hachem Kadri , Emmanuel Duflos , Philippe Preux , Stéphane Canu , Alain Rakotomamonjy , Julien Audiffren

The kernel of composition operator $C_T$ on Orlicz-Sobolev space is obtained. Using the kernel, a necessary and a sufficient condition for injectivity of composition operator $C_T$ has been established. Composition operators on…

泛函分析 · 数学 2016-01-27 Ratan Kumar Giri , Debajyoti Choudhuri

We define an integral, the distributional integral of functions of one real variable, that is more general than the Lebesgue and the Denjoy-Perron-Henstock-Kurzweil integrals, and which allows the integration of functions with…

泛函分析 · 数学 2013-11-12 Ricardo Estrada , Jasson Vindas

We extend the shell and kernel reductions for hyperexponential functions over the field of rational functions to a monomial extension. Both of the reductions are incorporated into one algorithm. As an application, we present an additive…

符号计算 · 计算机科学 2023-10-03 Shaoshi Chen , Hao Du , Yiman Gao , Ziming Li

The correspondence between the monotonicity of a (possibly) set-valued operator and the firm nonexpansiveness of its resolvent is a key ingredient in the convergence analysis of many optimization algorithms. Firmly nonexpansive operators…

最优化与控制 · 数学 2019-02-27 Heinz H. Bauschke , Walaa M. Moursi , Xianfu Wang

Most machine learning algorithms, such as classification or regression, treat the individual data point as the object of interest. Here we consider extending machine learning algorithms to operate on groups of data points. We suggest…

机器学习 · 计算机科学 2021-01-15 Danica J. Sutherland , Liang Xiong , Barnabás Póczos , Jeff Schneider

The necessary and sufficient conditions for existence of a generalized representer theorem are presented for learning Hilbert space-valued functions. Representer theorems involving explicit basis functions and Reproducing Kernels are a…

机器学习 · 计算机科学 2018-09-21 Sanket Diwale , Colin Jones

We present a new operator theoretic framework for analysis of complex systems with intrinsic subdivisions into components, taking the form of "residuals" in general, and "telescoping energy residuals" in particular. We prove new results…

泛函分析 · 数学 2026-01-27 Palle E. T. Jorgensen , Myung-Sin Song , James F. Tian

Complementable operators extend classical matrix decompositions, such as the Schur complement, to the setting of infinite-dimensional Hilbert spaces, thereby broadening their applicability in various mathematical and physical contexts. This…

泛函分析 · 数学 2025-01-14 Sachin Manjunath Naik , P. Sam Johnson

This paper explores generalized slice monogenic functions by introducing their operator symbols, representation formula, and integral formula. The study extends the Teodorescu transform to a broader class of theorems and inferences,…

复变函数 · 数学 2026-03-20 Manjie Hu , Chao Ding

We characterize those generating functions k that produce weighted Hardy spaces of the unit disk D supporting nontrivial Hermitian weighted composition operators. Our characterization shows that the spaces associated with the "classical…

泛函分析 · 数学 2011-04-08 Paul Bourdon , Wenling Shang

In the framework of one dimensional potential scattering we prove that, modulo a compact term, the wave operators can be written in terms of a universal operator and of the scattering operator. The universal operator is related to the one…

数学物理 · 物理学 2008-08-12 Johannes Kellendonk , Serge Richard

We present a characterization for a positive definite operator valued kernel to be universal or $C_{0}$-universal, and apply these characterizations to a family of operator valued kernels that are shown to be well behaved. Later, we obtain…

泛函分析 · 数学 2020-03-26 Jean Carlo Guella

Dunkl operators are differential-difference operators parametrized by a finite reflection group and a weight function. The commutative algebra generated by these operators generalizes the algebra of standard differential operators and…

泛函分析 · 数学 2016-05-12 Mostafa Maslouhi

Transformers trained on huge text corpora exhibit a remarkable set of capabilities, e.g., performing basic arithmetic. Given the inherent compositional nature of language, one can expect the model to learn to compose these capabilities,…

机器学习 · 计算机科学 2024-02-07 Rahul Ramesh , Ekdeep Singh Lubana , Mikail Khona , Robert P. Dick , Hidenori Tanaka

For a wide class of unbounded integral Hankel operators on the positive half-line, we prove essential self-adjointness on the set of smooth compactly supported functions.

谱理论 · 数学 2025-02-07 Alexander Pushnitski , Sergei Treil

We investigate the structure of graded commutative exponential functors. We give applications of these structure results, including computations of the homology of the symmetric groups and of extensions in the category of strict polynomial…

K理论与同调 · 数学 2020-02-18 Antoine Touzé

In this paper, we introduce and investigate a new extension of the beta function by means of an integral operator involving a product of Bessel-Struve kernel functions. We also define a new extension of the well-known beta distribution, the…

经典分析与常微分方程 · 数学 2020-06-30 M. Ghayasuddin , M. Ali , R. B. Paris

We consider a class of generalized binomials emerging in fractional calculus. After establishing some general properties, we focus on a particular yet relevant case, for which we provide several ready-for-use combinatorial identities,…

组合数学 · 数学 2020-10-13 Mirko D'Ovidio , Anna Chiara Lai , Paola Loreti

We study the problem of extension and lifting of operators belonging to certain operator ideals, as well as that of their associated polynomials and holomorphic functions. Our results provide a characterization of $\mathcal{L}_1$ and…

泛函分析 · 数学 2011-06-28 Jesús M. F. Castillo , Ricardo García , Jesús Suárez
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