Search Results - "International journal of approximate reasoning"

On the failings of Shapley values for explainability by Huang, Xuanxiang, Marques-Silva, Joao

“…Explainable Artificial Intelligence (XAI) is widely considered to be critical for building trust into the deployment of systems that integrate the use of…”
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The Dao of three-way decision and three-world thinking by Yao, Yiyu

“…Three-way decision is about thinking, problem-solving, and computing in threes or through triads. Its philosophy and practice of triadic thinking appear…”
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Feature selection for multi-label learning based on variable-degree multi-granulation decision-theoretic rough sets by Yu, Ying, Wan, Ming, Qian, Jin, Miao, Duoqian, Zhang, Zhiqiang, Zhao, Pengfei

“…Multi-label learning (MLL) suffers from the high-dimensional feature space teeming with irrelevant and redundant features. To tackle this, several multi-label…”
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A Survey on Causal Discovery: Theory and Practice by Zanga, Alessio, Ozkirimli, Elif, Stella, Fabio

“…Understanding the laws that govern a phenomenon is the core of scientific progress. This is especially true when the goal is to model the interplay between…”
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Cost-sensitive sequential three-way decision modeling using a deep neural network by Li, Huaxiong, Zhang, Libo, Zhou, Xianzhong, Huang, Bing

“…•A DNN-based sequential three-way decision for image data analysis is proposed.•A cost-sensitive decision strategy is presented to balance two kinds of…”
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Testing exchangeability: Fork-convexity, supermartingales and e-processes by Ramdas, Aaditya, Ruf, Johannes, Larsson, Martin, Koolen, Wouter M.

“…Suppose we observe an infinite series of coin flips X1,X2,…, and wish to sequentially test the null that these binary random variables are exchangeable…”
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A new definition of entropy of belief functions in the Dempster–Shafer theory by Jiroušek, Radim, Shenoy, Prakash P.

“…We propose a new definition of entropy of basic probability assignments (BPAs) in the Dempster–Shafer (DS) theory of belief functions, which is interpreted as…”
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Lymphoma segmentation from 3D PET-CT images using a deep evidential network by Huang, Ling, Ruan, Su, Decazes, Pierre, Denœux, Thierry

“…An automatic evidential segmentation method based on Dempster-Shafer theory and deep learning is proposed to segment lymphomas from three-dimensional Positron…”
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Symbols-Meaning-Value (SMV) space as a basis for a conceptual model of data science by Yao, Yiyu

“…By applying the principles of three-way decision as thinking in threes, in this paper I introduce a conceptual model of data science in three steps. First, I…”
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Hesitant fuzzy information aggregation in decision making by Xia, Meimei, Xu, Zeshui

“…As a generalization of fuzzy set, hesitant fuzzy set is a very useful tool in situations where there are some difficulties in determining the membership of an…”
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Three-way group decision making based on multigranulation fuzzy decision-theoretic rough set over two universes by Sun, Bingzhen, Ma, Weimin, Xiao, Xia

“…Decision-theoretic rough set provides a new perspective to handle decision-making problems under uncertainty and risk. The three-way decision theory proposed…”
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Multigranulation decision-theoretic rough sets by Qian, Yuhua, Zhang, Hu, Sang, Yanli, Liang, Jiye

“…► Multigranulation decision-theoretic rough sets are proposed. ► When parameters satisfy some constraints, it will derive many kinds of multigranulation rough…”
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Granular rough sets and granular shadowed sets: Three-way approximations in Pawlak approximation spaces by Yao, Yiyu, Yang, Jilin

“…A Pawlak approximation space is a pair of a ground set/space and a quotient set/space of the ground set induced by an equivalence relation on the ground set…”
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Formal concept analysis perspectives on three-way conflict analysis by Lang, Guangming, Yao, Yiyu

“…Pawlak conflict analysis focuses on three-valued ratings of a set of agents on a set of issues, in which the three values +, 0, and − indicate, respectively,…”
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Belief functions and rough sets: Survey and new insights by Campagner, Andrea, Ciucci, Davide, Denœux, Thierry

“…Rough set theory and belief function theory, two popular mathematical frameworks for uncertainty representation, have been widely applied in different settings…”
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Incomplete three-way multi-attribute group decision making based on adjustable multigranulation Pythagorean fuzzy probabilistic rough sets by Zhang, Chao, Ding, Juanjuan, Zhan, Jianming, Li, Deyu

“…Different from the traditional two-way decision paradigm, three-way decisions (3WD) have been extensively explored in addressing realistic multi-attribute…”
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Local multigranulation decision-theoretic rough sets by Qian, Yuhua, Liang, Xinyan, Lin, Guoping, Guo, Qian, Liang, Jiye

“…Multigranulation rough sets (MGRSs) where a target concept is approximated by granular structures induced by multiple binary relations have been applied…”
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Generalized interval-valued OWA operators with interval weights derived from interval-valued overlap functions by Bedregal, Benjamin, Bustince, Humberto, Palmeira, Eduardo, Dimuro, Graçaliz, Fernandez, Javier

“…In this work, we extend to the interval-valued setting the notion of overlap functions, presenting a method which makes use of interval-valued overlap…”
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On computing probabilistic abductive explanations by Izza, Yacine, Huang, Xuanxiang, Ignatiev, Alexey, Narodytska, Nina, Cooper, Martin, Marques-Silva, Joao

“…The most widely studied explainable AI (XAI) approaches are unsound. This is the case with well-known model-agnostic explanation approaches, and it is also the…”
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A Mathematical Theory of Evidence turns 40 by Shafer, Glenn

“…The book that launched the Dempster–Shafer theory of belief functions appeared 40 years ago. This intellectual autobiography looks back on how I came to write…”
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