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This paper presents a performance benchmarking study of a Gradient-Optimized Fuzzy Inference System (GF) classifier against several state-of-the-art machine learning models, including Random Forest, XGBoost, Logistic Regression, Support…

机器学习 · 计算机科学 2025-04-24 Magnus Sieverding , Nathan Steffen , Kelly Cohen

This paper is to consider the problems of estimation and recognition from the perspective of sigma-max inference (probability-possibility inference), with a focus on discovering whether some of the unknown quantities involved could be more…

系统与控制 · 电气工程与系统科学 2022-03-09 Wei Mei , Yunfeng Xu , Limin Liu

Fractional learning algorithms are trending in signal processing and adaptive filtering recently. However, it is unclear whether the proclaimed superiority over conventional algorithms is well-grounded or is a myth as their performance has…

机器学习 · 计算机科学 2022-11-23 Abdul Wahab , Shujaat Khan , Imran Naseem , Jong Chul Ye

The purpose of this paper is to point to the usefulness of applying a linear mathematical formulation of fuzzy multiple criteria objective decision methods in organising business activities. In this respect fuzzy parameters of linear…

人工智能 · 计算机科学 2007-05-23 Sonja Petrovic-Lazarevic , Ajith Abraham

In this paper, we present a generalization of the relational data model based on paraconsistent intuitionistic fuzzy sets. Our data model is capable of manipulating incomplete as well as inconsistent information. Fuzzy relation or…

数据库 · 计算机科学 2007-05-23 Rajshekhar Sunderraman , Haibin Wang

Fuzzy Cognitive Maps (FCMs) is a complex systems modeling technique which, due to its unique advantages, has lately risen in popularity. They are based on graphs that represent the causal relationships among the parameters of the system to…

神经与进化计算 · 计算机科学 2021-02-02 Stefanos Tsimenidis

The main goal of this work is to analyze the behaviour of the FA quantifier fuzzification mechanism. As we prove in the paper, this model has a very solid theorethical behaviour, superior to most of the models defined in the literature.…

人工智能 · 计算机科学 2014-10-28 Felix Diaz-Hermida , Alberto Bugarin , David E. Losada

Although fuzzy techniques promise fast meanwhile accurate modeling and control abilities for complicated systems, different difficulties have been re-vealed in real situation implementations. Usually there is no escape of it-erative…

人工智能 · 计算机科学 2017-01-08 Iman Esmaili Paeen Afrakoti , Saeed Bagheri Shouraki , Farnood Merrikhbayat

We introduce a distance-based neural network model for regression, in which prediction uncertainty is quantified by a belief function on the real line. The model interprets the distances of the input vector to prototypes as pieces of…

机器学习 · 计算机科学 2022-11-29 Thierry Denoeux

In the private matching problem, a client and a server each hold a set of $n$ input elements. The client wants to privately compute the intersection of these two sets: he learns which elements he has in common with the server (and nothing…

密码学与安全 · 计算机科学 2007-10-30 Łukasz Chmielewski , Jaap-Henk Hoepman

This is an expository review paper elaborating on the proof of the martingale functional central limit theorem (FCLT). This paper also reviews tightness and stochastic boundedness, highlighting one-dimensional criteria for tightness used in…

概率论 · 数学 2007-12-27 Ward Whitt

This paper is a continuation of our work concerning the logical and computational foundations of multi-step fuzzy inference. We bring further results on the implementation of the Mamdani-Assilian type of fuzzy rules and inference in Goedel…

计算机科学中的逻辑 · 计算机科学 2023-12-12 Dusan Guller

Approximate algorithms for structured prediction problems---such as LP relaxations and the popular alpha-expansion algorithm (Boykov et al. 2001)---typically far exceed their theoretical performance guarantees on real-world instances. These…

机器学习 · 统计学 2018-04-24 Hunter Lang , David Sontag , Aravindan Vijayaraghavan

The authors aim to develop numerical schemes of the two representative quadratic hedging strategies: locally risk minimizing and mean-variance hedging strategies, for models whose asset price process is given by the exponential of a normal…

计算金融 · 定量金融 2018-01-18 Takuji Arai , Yuto Imai , Ryo Nakashima

The fluctuation-dissipation theorem (FDT) is a simple yet powerful consequence of the first-order differential equation governing the dynamics of systems subject simultaneously to dissipative and stochastic forces. The linear learning…

机器学习 · 计算机科学 2021-09-29 Manhyung Han , Jeonghyeok Park , Taewoong Lee , Jung Hoon Han

The aim of this research is to develop a reasoning under uncertainty strategy in the context of the Fuzzy Inductive Reasoning (FIR) methodology. FIR emerged from the General Systems Problem Solving developed by G. Klir. It is a data driven…

人工智能 · 计算机科学 2012-12-12 Francisco Mugica , Angela Nebot , Pilar Gomez

In this paper, generalised intuitionistic fuzzy soft sets and relations on generalised intuitionistic fuzzy soft sets are defined and a few of their properties are studied. An application of generalised intuitionistic fuzzy soft sets in…

综合数学 · 数学 2010-10-13 Bivas Dinda , Tuhin Bera , T. K. Samanta

The volatility features of financial data would considerably change in different periods, that is one of the main factors affecting the applications of machine learning in quantitative trading. Therefore, to effectively distinguish…

计算工程、金融与科学 · 计算机科学 2023-01-10 Pei Dehao , Luo Chao

The approach described here allows using membership function to represent imprecise and uncertain knowledge by learning in Fuzzy Semantic Networks. This representation has a great practical interest due to the possibility to realize on the…

人工智能 · 计算机科学 2012-06-11 Mohamed Nazih Omri

This paper introduces techniques to integrate WordNet into a Fuzzy Logic Programming system. Since WordNet relates words but does not give graded information on the relation between them, we have implemented standard similarity measures and…

编程语言 · 计算机科学 2021-01-26 Pascual Julián-Iranzo , Fernando Sáenz-Pérez
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