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We develop a sensitivity function for the design of electron optics using an adjoint approach based on a form of reciprocity implicit in Hamilton's equations of motion. The sensitivity function, which is computed with a small number of…

加速器物理 · 物理学 2018-07-24 Thomas M. Antonsen , David Chernin , John Petillo

A fundamental problem in supervised learning is to find a good set of features or distance measures. If the new set of features is of lower dimensionality and can be obtained by a simple transformation of the original data, they can make…

机器学习 · 计算机科学 2024-05-15 Anri Patron , Ayush Prasad , Hoang Phuc Hau Luu , Kai Puolamäki

In this study, we propose a novel extended target tracking algorithm which is capable of representing the extent of dynamic objects as an ellipsoid with a time-varying orientation angle. A diagonal positive semi-definite matrix is defined…

机器学习 · 统计学 2021-04-21 Barkın Tuncer , Emre Özkan

Semisupervised methods inevitably invoke some assumption that links the marginal distribution of the features to the regression function of the label. Most commonly, the cluster or manifold assumptions are used which imply that the…

统计理论 · 数学 2011-12-02 Martin Azizyan , Aarti Singh , Larry Wasserman

To recognize textures many methods have been developed along the years. However, texture datasets may be hard to be classified due to artefacts such as a variety of scale, illumination and noise. This paper proposes the application of…

计算机视觉与模式识别 · 计算机科学 2016-12-21 Mariane Barros Neiva , Antoine Manzanera , Odemir Martinez Bruno

Learning recipe and food image representation in common embedding space is non-trivial but crucial for cross-modal recipe retrieval. In this paper, we propose a new perspective for this problem by utilizing foundation models for data…

信息检索 · 计算机科学 2024-07-18 Fangzhou Song , Bin Zhu , Yanbin Hao , Shuo Wang

The adequate use of information measured in a continuous manner along a period of time represents a methodological challenge. In the last decades, most of traditional statistical procedures have been extended for accommodating these…

统计方法学 · 统计学 2025-12-04 Pablo Martinez-Camblor

Anomaly detection methods require high-quality features. In recent years, the anomaly detection community has attempted to obtain better features using advances in deep self-supervised feature learning. Surprisingly, a very promising…

计算机视觉与模式识别 · 计算机科学 2021-08-13 Tal Reiss , Niv Cohen , Liron Bergman , Yedid Hoshen

Most existing point cloud upsampling methods have roughly three steps: feature extraction, feature expansion and 3D coordinate prediction. However,they usually suffer from two critical issues: (1)fixed upsampling rate after one-time…

计算机视觉与模式识别 · 计算机科学 2023-04-25 Yun He , Danhang Tang , Yinda Zhang , Xiangyang Xue , Yanwei Fu

Domain adaptive detection aims to improve the generalization of detectors on target domain. To reduce discrepancy in feature distributions between two domains, recent approaches achieve domain adaption through feature alignment in different…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Libo Zhang , Wenzhang Zhou , Heng Fan , Tiejian Luo , Haibin Ling

The essentials of fractional calculus according to different approaches that can be useful for our applications in the theory of probability and stochastic processes are established. In addition to this, from this fractional integral one…

数学物理 · 物理学 2013-07-31 Nicy Sebastian

We derive a general expression for the streaming term in radiative transport equa- tions and other transport problems when formulated in curvilinear coordinates, emphasizing coordinate systems adapted to the geometry of the domain and the…

数值分析 · 数学 2025-08-29 Johannes Krotz , Ryan G. McClarren

Given a bounded domain, we deal with the problem of estimating the distance function from the internal points of the domain to the boundary of the domain. Convolutional and differential distance estimation schemes are considered and, for…

数值分析 · 数学 2024-12-13 Alexander Belyaev , Pierre-Alain Fayolle

This document serves as a brief technical report, detailing the processes used to represent and reconstruct simplified polygons using qualitative spatial descriptions, as defined by the eOPRAm qualitative spatial calculus.

人工智能 · 计算机科学 2014-12-23 Christopher H. Dorr , Reinhard Moratz

In this work, we propose a novel method to classify close binary stars, derived from the dynamical structure inherent in their light curves. We apply the technique to light curves of binaries from the revised Kepler Eclipsing binary…

太阳与恒星天体物理 · 物理学 2025-06-05 Anisha R. V. Kashyap , D. Pawar , R. Misra , G. Ambika , Sandip V George

Ordinal embedding aims at finding a low dimensional representation of objects from a set of constraints of the form "item $j$ is closer to item $i$ than item $k$". Typically, each object is mapped onto a point vector in a low dimensional…

机器学习 · 计算机科学 2021-05-26 Aïssatou Diallo , Johannes Fürnkranz

Random projection is often used to project higher-dimensional vectors onto a lower-dimensional space, while approximately preserving their pairwise distances. It has emerged as a powerful tool in various data processing tasks and has…

机器学习 · 计算机科学 2020-06-30 Wenye Li , Shuzhong Zhang

This paper considers binary classification of high-dimensional features under a postulated model with a low-dimensional latent Gaussian mixture structure and non-vanishing noise. A generalized least squares estimator is used to estimate the…

机器学习 · 统计学 2023-03-30 Xin Bing , Marten Wegkamp

Here we propose an algorithm, named generalized orthogonal components regression (GOCRE), to explore the relationship between a categorical outcome and a set of massive variables. A set of orthogonal components are sequentially constructed…

统计方法学 · 统计学 2013-04-18 Yanzhu Lin , Min Zhang , Dabao Zhang

In the literature, there are a few researches to design some parameters in the Proximal Point Algorithm (PPA), especially for the multi-objective convex optimizations. Introducing some parameters to PPA can make it more flexible and…

最优化与控制 · 数学 2018-12-11 Jianchao Bai , Jicheng Li , Pingfan Dai , Jiaofen Li