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Objective and interpretable metrics to evaluate current artificial intelligent systems are of great importance, not only to analyze the current state of such systems but also to objectively measure progress in the future. In this work, we…

计算机视觉与模式识别 · 计算机科学 2020-02-11 Julian Niedermeier , Gonçalo Mordido , Christoph Meinel

Fairness has emerged as one of the key challenges in federated learning. In horizontal federated settings, data heterogeneity often leads to substantial performance disparities across clients, raising concerns about equitable model…

机器学习 · 计算机科学 2025-07-18 ShanBin Liu

This paper introduces a novel Choquet distance using fuzzy rough set based measures. The proposed distance measure combines the attribute information received from fuzzy rough set theory with the flexibility of the Choquet integral. This…

机器学习 · 计算机科学 2025-02-18 Adnan Theerens , Chris Cornelis

A new cluster validity index is proposed for fuzzy clusters obtained from fuzzy c-means algorithm. The proposed validity index exploits inter-cluster proximity between fuzzy clusters. Inter-cluster proximity is used to measure the degree of…

人工智能 · 计算机科学 2024-07-10 Dae-Won Kim , Kwang H. Lee

Collaborative filtering (CF) is an important approach for recommendation system which is widely used in a great number of aspects of our life, heavily in the online-based commercial systems. One popular algorithms in CF is the K-nearest…

信息检索 · 计算机科学 2021-11-25 Ali A. Amer , Loc Nguyen

Reasoning with fuzzy sets can be achieved through measures such as similarity and distance. However, these measures can often give misleading results when considered independently, for example giving the same value for two different pairs…

人工智能 · 计算机科学 2014-09-04 Josie McCulloch , Christian Wagner , Uwe Aickelin

Dodis et al. proposed an improved version of the fuzzy vault scheme, one of the most popular primitives used in biometric cryptosystems, requiring less storage and leaking less information. Recently, Blanton and Aliasgari have shown that…

密码学与安全 · 计算机科学 2014-10-07 Johannes Merkle , Benjamin Tams

Ordinal regression bridges regression and classification by assigning objects to ordered classes. While human experts rely on discriminative patch-level features for decisions, current approaches are limited by the availability of only…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Chunlai Dong , Haochao Ying , Qibo Qiu , Jinhong Wang , Danny Chen , Jian Wu

The Jaccard similarity index has often been employed in science and technology as a means to quantify the similarity between two sets. When modified to operate on real-valued values, the Jaccard similarity index can be applied to compare…

数据分析、统计与概率 · 物理学 2024-10-23 Gonzalo Travieso , Alexandre Benatti , Luciano da F. Costa

Fuzzy skill multimaps can describe individuals' knowledge states from the perspective of latent cognitive abilities. The significance of discriminative knowledge structure is reducing repeated testing and the workload for students, which…

综合数学 · 数学 2021-12-16 Xiyan Cao , Fucai Lin , Wen Sun , Jinjin Li

Designing a mechatronic system is a complex task since it deals with a high number of system components with multi-disciplinary nature in the presence of interacting design objectives. Currently, the sequential design is widely used by…

机器人学 · 计算机科学 2020-08-25 Abolfazl Mohebbi , Sofiane Achiche , Luc Baron

Fuzzy clustering, which allows an article to belong to multiple clusters with soft membership degrees, plays a vital role in analyzing publication data. This problem can be formulated as a constrained optimization model, where the goal is…

最优化与控制 · 数学 2025-06-05 Vu Thi Huong , Ida Litzel , Thorsten Koch

The Jaccard index is an important similarity measure for item sets and Boolean data. On large datasets, an exact similarity computation is often infeasible for all item pairs both due to time and space constraints, giving rise to faster…

数据结构与算法 · 计算机科学 2021-03-09 Marc Bury , Chris Schwiegelshohn , Mara Sorella

Fuzzing is a powerful software testing technique renowned for its effectiveness in identifying software vulnerabilities. Traditional fuzzing evaluations typically focus on overall fuzzer performance across a set of target programs, yet few…

软件工程 · 计算机科学 2025-06-19 Miao Miao

In order to address the increasing compromise of user privacy on mobile devices, a Fuzzy Logic based implicit authentication scheme is proposed in this paper. The proposed scheme computes an aggregate score based on selected features and a…

密码学与安全 · 计算机科学 2016-11-11 Feng Yao , Suleiman Y. Yerima , BooJoong Kang , Sakir Sezer

This paper proposes a multi-class online fuzzy classifier for dynamic environments. A fuzzy classifier comprises a set of fuzzy if-then rules where human users determine the antecedent fuzzy sets beforehand. In contrast, the consequent real…

机器学习 · 计算机科学 2026-02-17 Kensuke Ajimoto , Yuma Yamamoto , Yoshifumi Kusunoki , Tomoharu Nakashima

Magnetic resonance imaging (MRI) is the non-invasive modality of choice for body tissue composition analysis due to its excellent soft tissue contrast and lack of ionizing radiation. However, quantification of body composition requires an…

Reliable corner detection is an important task in determining the shape of different regions within an image. Real-life image data are always imprecise due to inherent uncertainties that may arise from the imaging process such as…

计算机视觉与模式识别 · 计算机科学 2014-05-22 Erik Cuevas , Daniel Zaldivar , Marco Perez , Edgar Sanchez , Marte Ramirez

Watching movies is one of the social activities typically done in groups. Emotion is the most vital factor that affects movie viewers' preferences. So, the emotional aspect of the movie needs to be determined and analyzed for further…

人工智能 · 计算机科学 2024-04-23 Adilet Yerkin , Elnara Kadyrgali , Yerdauit Torekhan , Pakizar Shamoi

Robot vision is a fundamental device for human-robot interaction and robot complex tasks. In this paper, we use Kinect and propose a feature graph fusion (FGF) for robot recognition. Our feature fusion utilizes RGB and depth information to…

计算机视觉与模式识别 · 计算机科学 2017-03-27 Shenglan Liu , Muxin Sun , Wei Wang , Feilong Wang