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The cross entropy (CE) method is a model based search method to solve optimization problems where the objective function has minimal structure. The Monte-Carlo version of the CE method employs the naive sample averaging technique which is…

人工智能 · 计算机科学 2018-02-01 Ajin George Joseph , Shalabh Bhatnagar

This research introduces a new strategy in cluster ensemble selection by using Independency and Diversity metrics. In recent years, Diversity and Quality, which are two metrics in evaluation procedure, have been used for selecting basic…

机器学习 · 统计学 2016-10-11 Muhammad Yousefnezhad , Ali Reihanian , Daoqiang Zhang , Behrouz Minaei-Bidgoli

This report presents three Moving Horizon Estimation (MHE) methods for discrete-time partitioned linear systems, i.e. systems decomposed into coupled subsystems with non-overlapping states. The MHE approach is used due to its capability of…

系统与控制 · 电气工程与系统科学 2024-02-01 Marcello Farina , Giancarlo Ferrari-Trecate , Riccardo Scattolini

The mean shift iterative algorithm was proposed in 2006, for using the entropy as a stopping criterion. From then on, a theoretical base has been developed and a group of applications has been carried out using this algorithm. This paper…

计算机视觉与模式识别 · 计算机科学 2013-11-11 Roberto Rodríguez , Esley Torres , Yasel Garcés , Osvaldo Pereira , Humberto Sossa

Estimating the true rank of a noisy data matrix is a fundamental problem underlying techniques such as principal component analysis, matrix completion, etc. Existing rank estimation criteria, including information-based and cross-validation…

统计方法学 · 统计学 2025-10-23 Subhrajyoty Roy , Abhik Ghosh , Ayanendranath Basu

Characterizing the entropy of a system is a crucial, and often computationally costly, step in understanding its thermodynamics. It plays a key role in the study of phase transitions, pattern formation, protein folding and more. Current…

统计力学 · 物理学 2020-12-02 Amit Nir , Eran Sela , Roy Beck , Yohai Bar-Sinai

Estimation of Distribution Algorithms (EDAs) and Innovation Method are recognized methods for solving global optimization problems and for the estimation of parameters in diffusion processes, respectively. Well known is also that the…

The industrial recommender systems always pursue more than one business goals. The inherent intensions between objectives pose significant challenges for ranking stage. A popular solution is to build a multi-objective ensemble (ME) model to…

信息检索 · 计算机科学 2026-02-10 Boyang Xia , Zhou Yu , Zhiliang Zhu , Hanxiao Sun , Biyun Han , Jun Wang , Runnan Liu , Wenwu Ou

Answer selection is a task to choose the positive answers from a pool of candidate answers for a given question. In this paper, we propose a novel strategy for answer selection, called hierarchical ranking. We introduce three levels of…

计算与语言 · 计算机科学 2021-02-02 Hang Gao , Mengting Hu , Renhong Cheng , Tiegang Gao

Measuring research impact and ranking academic achievement are important and challenging problems. Having an objective picture of research institution is particularly valuable for students, parents and funding agencies, and also attracts…

人工智能 · 计算机科学 2016-11-16 Yujie Qian , Yinpeng Dong , Ye Ma , Hailong Jin , Juanzi Li

Dynamically rescaled Hamiltonian Monte Carlo (DRHMC) is introduced as a computationally fast and easily implemented method for performing full Bayesian analysis in hierarchical statistical models. The method relies on introducing a modified…

统计计算 · 统计学 2018-10-23 Tore Selland Kleppe

Contact processes form a large and highly interesting class of dynamic processes on networks, including epidemic and information spreading. While devising stochastic models of such processes is relatively easy, analyzing them is very…

社会与信息网络 · 计算机科学 2018-01-10 Charalampos Kyriakopoulos , Gerrit Grossmann , Verena Wolf , Luca Bortolussi

This paper proposes two new algorithms related to the Tucker tensor format. The first method is a new cross approximation for Tucker tensors, which we call Cross$^2$-DEIM. Cross$^2$-DEIM is an iterative method that uses a fiber sampling…

数值分析 · 数学 2025-09-24 Daniel Appelö , Yingda Cheng

The IEEE 802.11ac standard introduces new downlink multi-user MIMO (DL-MU-MIMO) transmissions to up to four users in order to increase spatial reuse in wireless local area networks (WLANs). We argue that even better WLAN per- formance can…

网络与互联网体系结构 · 计算机科学 2017-04-28 Katarzyna Kosek-Szott

We present a novel tensor interpolation algorithm for the time integration of nonlinear tensor differential equations (TDEs) on the tensor train and Tucker tensor low-rank manifolds, which are the building blocks of many tensor network…

数值分析 · 数学 2024-06-12 Behzad Ghahremani , Hessam Babaee

While the fast-paced inception of novel tasks and new datasets helps foster active research in a community towards interesting directions, keeping track of the abundance of research activity in different areas on different datasets is…

计算与语言 · 计算机科学 2019-06-25 Yufang Hou , Charles Jochim , Martin Gleize , Francesca Bonin , Debasis Ganguly

A major computational bottleneck in modern High Energy Physics event generators arises from the integration of the matrix element, which requires repeated evaluations at different phase-space points to cover all possible initial- and…

In this paper, we provide a new algorithm for the problem of prediction in Reinforcement Learning, \emph{i.e.}, estimating the Value Function of a Markov Reward Process (MRP) using the linear function approximation architecture, with memory…

系统与控制 · 计算机科学 2016-09-30 Ajin George Joseph , Shalabh Bhatnagar

The Analytic Hierarchy Process (AHP) is widely used for decision making involving multiple criteria. Elsner and van den Driessche introduced a max-algebraic approach to the single criterion AHP. We extend this to the multi-criteria AHP, by…

环与代数 · 数学 2019-03-26 Buket Benek Gursoy , Oliver Mason , Sergei Sergeev

Consider a statistical problem where a set of parameters are of interest to a researcher. Then multiple confidence intervals can be constructed to infer the set of parameters simultaneously. The constructed multiple confidence intervals are…

统计方法学 · 统计学 2019-12-10 Taeho Kim , Edsel A. Pena