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Heuristic Rating Estimation (HRE) is a newly proposed method supporting decisions analysis based on the use of pairwise comparisons. It allows that the ranking values of some alternatives (herein referred to as concepts) are initially…

离散数学 · 计算机科学 2015-09-25 Konrad Kułakowski , Katarzyna Grobler-Dębska , Jarosław Wąs

In many applications, e.g., recommender systems and traffic monitoring, the data comes in the form of a matrix that is only partially observed and low rank. A fundamental data-analysis task for these datasets is matrix completion, where the…

机器学习 · 计算机科学 2017-05-02 Natali Ruchansky , Mark Crovella , Evimaria Terzi

In this study, the orthogonalization process for different inner products is applied to pairwise comparisons. Properties of consistent approximations of a given inconsistent pairwise comparisons matrix are examined. A method of a derivation…

其他计算机科学 · 计算机科学 2020-02-18 W. W. Koczkodaj , R. Smarzewski , J. Szybowski

Claim decomposition plays a crucial role in the fact-checking process by breaking down complex claims into simpler atomic components and identifying their unfactual elements. Despite its importance, current research primarily focuses on…

计算与语言 · 计算机科学 2025-09-08 Minghui Huang

We propose a totally functional view of geometric matrix completion problem. Differently from existing work, we propose a novel regularization inspired from the functional map literature that is more interpretable and theoretically sound.…

机器学习 · 计算机科学 2020-10-01 Abhishek Sharma , Maks Ovsjanikov

The problem of completing high-dimensional matrices from a limited set of observations arises in many big data applications, especially, recommender systems. Existing matrix completion models generally follow either a memory- or a…

机器学习 · 计算机科学 2019-09-30 Duc Minh Nguyen , Robert Calderbank , Nikos Deligiannis

We introduce two new inconsistency measures for the incomplete pairwise comparisons matrices and show several examples of their calculation. We also carry out a comparative analysis of the new inconsistency indices with the existing ones…

信息论 · 计算机科学 2019-12-09 Jacek Szybowski , Konrad Kułakowski , Anna Prusak

We build a new perspective to count perfect matchings of a given graph. This idea is motivated by a construction on the relative cohomology group of surfaces. As an application of our theory, we reprove the celebrated Aztec Diamond theorem,…

组合数学 · 数学 2024-08-21 Pravakar Paul , Manjil P. Saikia

This paper shows how to manage null entries in pairwise comparisons matrices. Although assessments can be imprecise, since subjective criteria are involved, the classical pairwise comparisons theory expects all of them to be available. In…

其他计算机科学 · 计算机科学 2015-05-21 W. W. Koczkodaj , M. W. Herman , M. Orlowski

One-to-one set matching is a key design for DETR to establish its end-to-end capability, so that object detection does not require a hand-crafted NMS (non-maximum suppression) to remove duplicate detections. This end-to-end signature is…

计算机视觉与模式识别 · 计算机科学 2023-05-17 Ding Jia , Yuhui Yuan , Haodi He , Xiaopei Wu , Haojun Yu , Weihong Lin , Lei Sun , Chao Zhang , Han Hu

We attack the problem of getting a strict ranking (i.e. a ranking without equally ranked items) of $n$ items from a pairwise comparisons matrix. Basic structures are described, a first heuristical approach based on a condition, the…

信息论 · 计算机科学 2026-04-14 Jean-Pierre Magnot

With the huge influx of various data nowadays, extracting knowledge from them has become an interesting but tedious task among data scientists, particularly when the data come in heterogeneous form and have missing information. Many data…

机器学习 · 计算机科学 2017-05-11 Tsuyoshi Kato , Rachelle Rivero

Pairwise comparison data arise in many domains with subjective assessment experiments, for example in image and video quality assessment. In these experiments observers are asked to express a preference between two conditions. However, many…

机器学习 · 计算机科学 2020-04-14 Aliaksei Mikhailiuk , Clifford Wilmot , Maria Perez-Ortiz , Dingcheng Yue , Rafal Mantiuk

Audio signal processing algorithms are frequently assessed through subjective listening tests in which participants directly score degraded signals on a unidimensional numerical scale. However, this approach is susceptible to…

音频与语音处理 · 电气工程与系统科学 2025-08-26 Jack Webb , Lorenzo Picinali

This work presents a novel matrix-based method for constructing an approximation Hessian using only function evaluations. The method requires less computational power than interpolation-based methods and is easy to implement in matrix-based…

数值分析 · 数学 2023-04-07 W. Hare , G. Jarry-Bolduc , C. Planiden

This study presents special cases of inconsistent pairwise comparisons PC matrices and analysis of their eigenvalue-based inconsistency index using mathematical methods. All studied special cases of PC matrices are Toeplitz matrices with…

最优化与控制 · 数学 2019-08-01 Viera Čerňanová , Waldemar W. Koczkodaj

A usual way to model a recommendation system is as a matrix completion problem. There are several matrix completion methods, typically using optimization approaches or collaborative filtering. Most approaches assume that the matrix is…

信息检索 · 计算机科学 2017-07-20 Guilherme Ramos , Joao Saude , Carlos Caleiro , Soummya Kar

Pairwise comparisons between alternatives are a well-known method for measuring preferences of a decision-maker. Since these often do not exhibit consistency, a number of inconsistency indices has been introduced in order to measure the…

人工智能 · 计算机科学 2019-06-20 László Csató

This article presents a class of modified new modulus-based iterative methods to process the large and sparse implicit complementarity problem (ICP). By using two positive diagonal matrices, we formulate a fixed-point equation which is…

最优化与控制 · 数学 2023-03-23 Bharat kumar , Deepmala , A. K. Das

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