International Journal of Approximate Reasoning

Papers
(The median citation count of International Journal of Approximate Reasoning is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-08-01 to 2025-08-01.)
ArticleCitations
Continuity and additivity properties of information decompositions85
A decomposition-based algorithm for learning the structure of multivariate regression chain graphs71
Preservation of properties of residuated algebraic structure by structures for the partial fuzzy set theory62
How to describe the spatial near-far relations among concepts?59
Tuning fuzzy SPARQL queries54
Being Bayesian about learning Gaussian Bayesian networks from incomplete data54
Attribute reduction method based on fuzzy relational equations and inequalities54
Distributed fusion-based algorithms for learning high-dimensional Bayesian Networks: Testing ring and star topologies50
Cost-sensitive sequential three-way decision for information system with fuzzy decision50
Nonlinear desirability theory44
A fuzzy content-based group recommender system with dynamic selection of the aggregation functions44
Parameterized maximum-entropy-based three-way approximate attribute reduction42
Morpho-logic from a topos perspective – application to symbolic AI41
One-dimensional game-theoretic differential equations40
Interval-valued kriging for geostatistical mapping with imprecise inputs40
Towards machine learning as AGM-style belief change39
Prospect utility with hyperbolic tangent function39
A gradient method for inconsistency reduction of pairwise comparisons matrices38
Attribute reduction based on fusion information entropy36
Attribute reduction for heterogeneous data based on monotonic relative neighborhood granularity35
Sensitivity Analysis to Unobserved Confounding with Copula-based Normalizing Flows34
Deep evidential fusion network for medical image classification29
Cautious classifier ensembles for set-valued decision-making29
Fuzzy time series analysis: Expanding the scope with fuzzy numbers29
Generalized decision directed acyclic graphs for classification tasks28
Quantified neural Markov logic networks28
An exploration of weak Heyting algebras: Characterization and properties28
The uncertain ordered weighted averaging adequacy coefficient operator27
Information efficient learning of complexly structured preferences: Elicitation procedures and their application to decision making under uncertainty27
Identifying total causal effects in linear models under partial homoscedasticity26
Induction of interval shadowed sets from the perspective of maintaining fuzziness26
Decision with belief functions and generalized independence: Two impossibility theorems26
Three-way decisions with evaluative linguistic expressions26
Multi-attribute three-way decisions based on ideal solutions under interval-valued intuitionistic fuzzy environment26
Three-way concept lattice from adjunctive positive and negative concepts25
Data complexity: An FCA-based approach25
Multi-label feature selection based on fuzzy rough sets with metric learning and label enhancement24
Learning decision catalogues for situated decision making: The case of scoring systems23
Belief rule learning and reasoning for classification based on fuzzy belief decision tree22
Rule acquisition in generalized multi-scale information systems with multi-scale decisions22
Chain graph structure learning based on minimal c-separation trees22
Granular rough sets and granular shadowed sets: Three-way approximations in Pawlak approximation spaces21
Uncertainty propagation in stereo matching using copulas21
Symbols-Meaning-Value (SMV) space as a basis for a conceptual model of data science21
Nonlinear desirability as a linear classification problem21
Argument strength in probabilistic argumentation based on defeasible rules21
On the derivation of weights from incomplete pairwise comparisons matrices via spanning trees with crisp and fuzzy confidence levels20
A bipolar three-way decision model and its application in analyzing incomplete data20
Rough sets, modal logic and approximate reasoning20
Qualitative capacities: Basic notions and potential applications20
Inner and outer characterization of the projection of polynomial equations using symmetries, quotients and intervals20
Editorial Board19
A three-way decision approach for dynamically expandable networks19
Editorial Board19
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An inferential model-based method for testing homogeneity of several variances against tree-ordered alternatives18
On computing probabilistic abductive explanations17
Hierarchical variable clustering based on the predictive strength between random vectors17
Processing distortion models: A comparative study17
Adding imprecision to hypotheses: A Bayesian framework for testing practical significance in nonparametric settings17
Editorial Board17
Multigranulation fuzzy probabilistic rough set model on two universes17
Achieving threshold consistency in three-way group decision using optimization methodology and expert-weight-updating-strategy17
On the classification of financial data with domain agnostic features17
On the failings of Shapley values for explainability16
A probabilistic analysis of selected notions of iterated conditioning under coherence16
New results of (U,N)-implications satisfying I(r,I(s,t))=I(I(r,s),I(r,t))15
Triple perturbed consistent matrix and the efficiency of its principal right eigenvector15
Computing with confidence15
On the distributivity for the ordinal sums of implications over t-norms and t-conorms15
Neighborhood margin rough set: Self-tuning neighborhood threshold15
Special issue on Reasoning under Partial Knowledge15
Corrigendum to “GLRM: Logical pattern mining in the case of inconsistent data distribution based on multigranulation strategy” [Int. J. Approx. Reason. 143 (2022) 78–101]15
Interval -Sheffer strokes and interval fuzzy Sheffer strokes endowed with admissible orders15
ω-IvE methodology: Admissible interleaving entropy methods applied to video streaming traffic classification14
Interval-dismantling for lattices14
N-vertical generated implications and their distributivities over t-norms and t-conorms14
Verified propagation of imprecise probabilities in non-linear ODEs14
Identifying arguments within a text: Categorizing errors and their impact in arguments' relation prediction14
Multidimensional fuzzy sets: Negations and an algorithm for multi-attribute group decision making14
Attributes reduction algorithms for m-polar fuzzy relation decision systems14
Consequences of the minimum specificity principle on conditioning and on independence in possibility theory14
A novel granular computing model based on three-way decision14
Projectivity and unification in substructural logics of generalized rotations13
Learning Horn envelopes via queries from language models13
Hierarchical neighborhood entropy based multi-granularity attribute reduction with application to gene prioritization13
Powerset operators induced by fuzzy relations as a basis for fuzzification of various mathematical structures13
Efficient vectors for simple perturbed consistent matrices13
An improved three-way decision model based on prospect theory13
On the enumeration of non-dominated matroids with imprecise weights13
A novel kernelized total Bregman divergence-based fuzzy clustering with local information for image segmentation13
On the logic of theory change iteration of KM-update12
Stochastically ordered aggregation operators12
Entropy for evaluation of Dempster-Shafer belief function models12
An updated method of granular reduct based on cognitive operators in formal contexts12
Pairwise comparison matrices with uniformly ordered efficient vectors12
On residual implications derived from 2-uninorms12
Fuzzy object-induced network three-way concept lattice and its attribute reduction12
A dissection of the monotonicity property of binary operations from a dominance point of view12
Fuzzy rough unlearning model for feature selection12
Hierarchical sequential three-way decision model12
Fuzzy implications-based transformation approaches from semi-three-way decision spaces to three-way decision spaces and their applications11
Granular fuzzy sets and three-way approximations of fuzzy sets11
Fast and robust clustering of general-shaped structures with tk-merge11
Characterizations for union and intersection on non-normal membership functions of type-2 fuzzy sets11
Measuring effectiveness of movement-based three-way decision using fuzzy Markov model11
Online event recognition over noisy data streams11
Multiindistinguishability operators11
Nature of decision valuations in elimination of redundant attributes10
Multi-dimensional Bayesian network classifiers for partial label ranking10
Three-way recommendation model based on shadowed set with uncertainty invariance10
Physics-informed learning under epistemic uncertainty with an application to system health modeling10
Dynamic collective argumentation: Constructing the revision and contraction operators10
Outlier detection in mixed-attribute data: A semi-supervised approach with fuzzy approximations and relative entropy10
Incremental cognitive learning approach based on concept reduction10
Editorial Board10
Normal cones corresponding to credal sets of lower probabilities9
A three-way clustering approach using image enhancement operations9
A retrospective on Isaac Levi: June 30, 1930 – December 25, 20189
ClusterLP: A novel Cluster-aware Link Prediction model in undirected and directed graphs9
Inversion of Bayesian networks9
Conditional distributivity equation of semi-uninorms over uninorms9
Attribute granulation in fuzzy formal contexts based on L-fuzzy concepts9
Migrativity properties of uninorms over 2-uninorms9
Distributivity between uni-nullnorms and Mayor's aggregation operators9
Evidential time-to-event prediction with calibrated uncertainty quantification9
Random sets, copulas and related sets of probability measures9
An answer set programming-based implementation of epistemic probabilistic event calculus8
An extension of overlap functions on convolution lattices8
Contribution functions for quantitative bipolar argumentation graphs: A principle-based analysis8
The Twelfth International Symposium on Imprecise Probabilities: Theories and Applications (ISIPTA-21)8
The extended Recursive Noisy OR model: Static and dynamic considerations8
On topologies defined by neighbourhood operators of approximation spaces8
A preferential interpretation of MultiLayer Perceptrons in a conditional logic with typicality8
Explaining answers generated by knowledge graph embeddings8
Multi-label feature selection based on adaptive label enhancement and class-imbalance-aware fuzzy information entropy8
Editorial Board8
Coherent conditional previsions with respect to inner and outer Hausdorff measures to represent conscious and unconscious human brain activity8
Incremental fuzzy rough sets based feature subset selection using fuzzy min-max neural network preprocessing8
Incremental reduction methods based on granular ball neighborhood rough sets and attribute grouping8
Multi-label learning via minimax probability machine8
LCM from FCA point of view: A CbO-style algorithm with speed-up features8
Case-based prediction – A survey8
Attribute reduction based on weighted neighborhood constrained fuzzy rough sets induced by grouping functions8
Novel optimistic and pessimistic family of OWA operator with constant orness8
Editorial Board7
Choquet-based fuzzy rough sets7
On the distributivity of fuzzy implications and the weighted S-implications7
Rough set-based feature selection for weakly labeled data7
Topological reduction approaches for relation decision systems7
A novel interval-valued data driven type-2 possibilistic local information c-means clustering for land cover classification7
Independent natural extension for choice functions7
Estimating the coverage measure and the area explored by a line-sweep sensor on the plane7
Evaluating the effects of uncertainty in interval pairwise comparison matrices7
Attribute reduction with fuzzy divergence-based weighted neighborhood rough sets7
An auto-weighted enhanced horizontal collaborative fuzzy clustering algorithm with knowledge adaption mechanism7
Further studies on abstract rough inclusion properties7
Learning and total evidence with imprecise probabilities7
Coherence and avoidance of sure loss for standardized functions and semicopulas7
Three-way approximation of decision granules based on the rough set approach7
Learning Bayesian networks from incomplete data with the node-average likelihood7
Wavelet-based fuzzy clustering of interval time series6
Optimal transport and variational Bayesian inference6
Existence of optimal strategies in bimatrix game and applications6
Neighborhood relation-based variable precision multigranulation Pythagorean fuzzy rough set approach for multi-attribute group decision making6
A robust multi-label feature selection based on label significance and fuzzy entropy6
The possibilistic horn non-clausal knowledge bases6
Editorial Board6
Optimization problems with evidential linear objective6
Some notes on possibilistic randomisation with t-norm based joint distributions in strategic-form games6
Spatial-temporal single object tracking with three-way decision theory6
New results on convergence in distribution of fuzzy random variables6
Editorial Board6
Editorial of the special issue “Synergies Between Machine Learning and Reasoning”6
Update of optimal scale in dynamic multi-scale decision information systems6
Reductions of concept lattices based on Boolean formal contexts6
Multigranular rough set model based on robust intuitionistic fuzzy covering with application to feature selection6
A novel three-way decision model with DEA method6
Pseudo-Kleene algebras determined by rough sets6
Ergodic theorems for dynamic imprecise probability kinematics6
A distributional framework for evaluation, comparison and uncertainty quantification in soft clustering6
Editorial Board6
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Enriching interactive explanations with fuzzy temporal constraint networks6
A Survey on Causal Discovery: Theory and Practice6
“So much data. Who needs probability?” Have we been here before?6
Lattice-valued tree pushdown automata: Pumping lemma and closure properties6
Typicality: A formal concept analysis account5
Evaluating uncertainty with Vertical Barrier Models5
Modeling and updating uncertain evidence within belief function theory5
Evidential prototype-based clustering based on transfer learning5
Motivating explanations in Bayesian networks using MAP-independence5
Efficient algorithms for Risk-Sensitive Markov Decision Processes with limited budget5
Editorial Board5
Partial conditioning for inference of many-normal-means with Hölder constraints5
Conditional independence collapsibility for acyclic directed mixed graph models5
Editorial Board5
Hierarchical Bayesian text modeling for the unsupervised joint analysis of latent topics and semantic clusters5
Editorial Board5
Grounded semantics and principle-based analysis for incomplete argumentation frameworks5
Degenerate Gaussian factors for probabilistic inference5
Multiple attribute group decision making based on multigranulation probabilistic models, MULTIMOORA and TPOP in incomplete q-rung orthopair fuzzy information systems5
Bipolar decomposition integrals5
Lexicon-based sentiment analysis in texts using Formal Concept Analysis5
On conditional probabilities and their canonical extensions to Boolean algebras of compound conditionals5
Games of incomplete information: A framework based on belief functions5
Three-way conflict analysis based on incomplete situation tables: A tentative study5
Paralinear distance and its algorithm for hierarchical clustering of high-dimensional discrete variables5
Formal and cognitive reasoning5
Selfadhesivity in Gaussian conditional independence structures5
Editorial Board5
Learning context-dependent choice functions5
The modularity equation for semi-t-operators and T-uninorms5
A review of three-way decision: Triadic understanding, organization, and perspectives5
A three-way clustering method based on improved density peaks algorithm and boundary detection graph5
A general bi-clustering algorithm for object data with an application to the analysis of a Lombardy railway line5
Three-way decisions method based on matrices approaches oriented dynamic interval-valued information system5
An implementation of nonmonotonic reasoning with c-representations using an SMT solver5
Clustering nonlinear time series with neural network bootstrap forecast distributions5
Editorial Board5
Semirings for probabilistic and neuro-symbolic logic programming5
Iterative algorithms for solving one-sided partially observable stochastic shortest path games5
Editorial Board5
Lymphoma segmentation from 3D PET-CT images using a deep evidential network5
How to choose a completion method for pairwise comparison matrices with missing entries: An axiomatic result5
A dialectical formalisation of preferred subtheories reasoning under resource bounds5
Minimality, necessity and sufficiency for argumentation and explanation4
Coherent checking and updating of Bayesian models without specifying the model space: A decision-theoretic semantics for possibility theory4
Pointwise mutual information sparsely embedded feature selection4
de Finetti's coherence and exchangeability in infinitary logic4
Strudel: A fast and accurate learner of structured-decomposable probabilistic circuits4
Editorial Board4
AMG-DTRS: Adaptive multi-granulation decision-theoretic rough sets4
Robust optimization with belief functions4
Investigations of T-power based implications satisfying some functional equations related to reasoning schemes4
Interval type-2 possibilistic fuzzy clustering noisy image segmentation algorithm with adaptive spatial constraints and local feature weighting & clustering weighting4
Toward credible belief base revision4
Making decisions with evidential probability and objective Bayesian calibration inductive logics4
Measures of association and dependence properties of nested random sets4
A novel rough set method based on adjustable-perspective dominance relations in intuitionistic fuzzy ordered decision tables4
Overlap function-based fuzzy β-covering relations and fuzzy β-covering rough set models4
Approximations of system W for inference from strongly and weakly consistent belief bases4
Feature selection for multi-label learning based on variable-degree multi-granulation decision-theoretic rough sets4
Weightedness measures from inequality systems4
From undecidability of non-triviality and finiteness to undecidability of learnability4
Values of games over Boolean player sets4
Editorial Board4
Qualitative reasoning in a two-layered framework4
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