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Multi-criteria recommender systems can improve the quality of recommendations by considering user preferences on multiple criteria. One promising approach proposed recently is multi-criteria ranking, which uses Pareto ranking to assign a…

信息检索 · 计算机科学 2023-06-21 Yong Zheng , David Xuejun Wang

We study multi-parameter regularization (multiple penalties) for solving linear inverse problems to promote simultaneously distinct features of the sought-for objects. We revisit a balancing principle for choosing regularization parameters…

数值分析 · 数学 2013-06-26 Kazufumi Ito , Bangti Jin , Tomoya Takeuchi

We consider decision problems of rating alternatives based on their pairwise comparisons according to two criteria. Given pairwise comparison matrices for each criterion, the problem is to find the overall scores of the alternatives. We…

最优化与控制 · 数学 2019-04-02 Nikolai Krivulin

For many tasks of data analysis, we may only have the information of the explanatory variable and the evaluation of the response values are quite expensive. While it is impractical or too costly to obtain the responses of all units, a…

统计计算 · 统计学 2023-04-07 Wei Zheng , Ting Tian , Xueqin Wang

In this paper, we obtain results about the positive definiteness, the continuity and the level-boundedness of two optimal value functions of specific parametric optimization problems. Those two optimization problems are generalizations of…

最优化与控制 · 数学 2024-08-27 Assalé Adjé

For solving constrained multicriteria problems, we introduce the multiobjective barrier method (MBM), which extends the scalar-valued internal penalty method. This multiobjective version of the classical method also requires a penalty…

最优化与控制 · 数学 2018-04-02 Ellen H. Fukuda , L. M. Grana Drummond , Fernanda M. P. Raupp

Evaluating performance across optimization algorithms on many problems presents a complex challenge due to the diversity of numerical scales involved. Traditional data processing methods, such as hypothesis testing and Bayesian inference,…

最优化与控制 · 数学 2024-09-10 Yunpeng Jinng , Qunfeng Liu

Objective: This paper proposes a framework to support the scientific research of standards so that they can be better measured, evaluated, and designed. Methods: Beginning with the notion of common models, the framework describes the…

其他计算机科学 · 计算机科学 2023-08-17 Enrico Coiera

In this paper, a tunneling method is developed for nonlinear multiobjective optimization problems using some ideas of the single objective tunneling method. The proposed method does not require any a priori chosen parameters or ordering…

最优化与控制 · 数学 2025-10-06 Bikram Adhikary , Md Abu Talhamainuddin Ansary

The paper focuses on some versions of connected dominating set problems: basic problems and multicriteria problems. A literature survey on basic problem formulations and solving approaches is presented. The basic connected dominating set…

数据结构与算法 · 计算机科学 2020-09-22 Mark Sh. Levin

Here an original idea is suggested to prove the existence of optimal control for some types of non- linear problems. The obtained results can be considered as individual existence theorems (in some sense).

最优化与控制 · 数学 2007-05-23 A. A. Niftiyev

The pairwise winning indices, computed in the Stochastic Multicriteria Acceptability Analysis, give the probability with which an alternative is preferred to another taking into account all the instances of the assumed preference model…

最优化与控制 · 数学 2022-03-29 Sally Giuseppe Arcidiacono , Salvatore Corrente , Salvatore Greco

We present a new theoretical and numerical assessment methodology for a one-dimensional process chain with general applicability to management problems such as the optimization of decision chains or production chains. The process is thereby…

经济学 · 定量金融 2017-12-04 Johannes Freiesleben , Nicolas Guérin

This paper provides a novel framework for solving multiobjective discrete optimization problems with an arbitrary number of objectives. Our framework formulates these problems as network models, in that enumerating the Pareto frontier…

最优化与控制 · 数学 2018-09-06 David Bergman , Merve Bodur , Carlos Cardonha , Andre A. Cire

In this paper a new mathematical procedure is presented for combining different pieces of evidence which are represented in the interval form to reflect our knowledge about the truth of a hypothesis. Evidences may be correlated to each…

人工智能 · 计算机科学 2013-04-05 L. W. Chang , Rangasami L. Kashyap

A homotopy method for multi-objective optimization that produces uniformly sampled Pareto fronts by construction is presented. While the algorithm is general, of particular interest is application to simulation-based engineering…

最优化与控制 · 数学 2015-05-13 Andreas Adelmann , Peter Arbenz , Andrew Foster , Yves Ineichen

We study multi-parameter Tikhonov regularization, i.e., with multiple penalties. Such models are useful when the sought-for solution exhibits several distinct features simultaneously. Two choice rules, i.e., discrepancy principle and…

数值分析 · 数学 2011-03-29 Kazufumi Ito , Bangti Jin , Tomoya Takeuchi

This article makes no claim to originality, other than, perhaps, the simple statement here called the {\it Abstract Maximum Principle}. Actually, the whole contents are strongly based on some H. Sussmann's and coauthors' papers, in which,…

最优化与控制 · 数学 2023-10-17 Monica Motta , Franco Rampazzo

This paper develops new extremal principles of variational analysis that are motivated by applications to constrained problems of stochastic programming and semi-infinite programming without smoothness and/or convexity assumptions. These…

最优化与控制 · 数学 2020-07-23 Boris S. Mordukhovich , Pedro Pérez-Aros

This paper proposes a new theory and methodology to tackle the problem of unifying distributed analyses and inferences on shared parameters from multiple sources, into a single coherent inference. This surprisingly challenging problem…

统计方法学 · 统计学 2019-07-22 Hongsheng Dai , Murray Pollock , Gareth Roberts