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 2021-11-01 to 2025-11-01.)
ArticleCitations
Attribute reduction method based on fuzzy relational equations and inequalities91
Tuning fuzzy SPARQL queries82
Fuzzy time series analysis: Expanding the scope with fuzzy numbers73
Being Bayesian about learning Gaussian Bayesian networks from incomplete data66
A fuzzy content-based group recommender system with dynamic selection of the aggregation functions64
Continuity and additivity properties of information decompositions62
Prospect utility with hyperbolic tangent function58
Towards machine learning as AGM-style belief change55
Distributed fusion-based algorithms for learning high-dimensional Bayesian Networks: Testing ring and star topologies53
Cost-sensitive sequential three-way decision for information system with fuzzy decision52
Deep evidential fusion network for medical image classification48
Parameterized maximum-entropy-based three-way approximate attribute reduction44
How to describe the spatial near-far relations among concepts?43
Nonlinear desirability theory43
Interval-valued kriging for geostatistical mapping with imprecise inputs41
A gradient method for inconsistency reduction of pairwise comparisons matrices40
One-dimensional game-theoretic differential equations40
Morpho-logic from a topos perspective – application to symbolic AI39
Preservation of properties of residuated algebraic structure by structures for the partial fuzzy set theory37
Attribute reduction based on fusion information entropy35
Cautious classifier ensembles for set-valued decision-making33
Attribute reduction for heterogeneous data based on monotonic relative neighborhood granularity33
Decision with belief functions and generalized independence: Two impossibility theorems30
An exploration of weak Heyting algebras: Characterization and properties30
A novel multi-label feature selection method based on conditional entropy and its acceleration mechanism29
Quantified neural Markov logic networks29
Three-way concept lattice from adjunctive positive and negative concepts28
Chain graph structure learning based on minimal c-separation trees28
Divide and conquer for causal computation27
Attribute combination reduction in formal concept analysis: A theoretical characterization27
Generalized decision directed acyclic graphs for classification tasks26
Induction of interval shadowed sets from the perspective of maintaining fuzziness26
Three-way decisions with evaluative linguistic expressions26
Multi-label feature selection based on fuzzy rough sets with metric learning and label enhancement26
Identifying total causal effects in linear models under partial homoscedasticity26
Data complexity: An FCA-based approach26
The uncertain ordered weighted averaging adequacy coefficient operator25
Learning decision catalogues for situated decision making: The case of scoring systems24
New paraconsistent modal logics based on rough modus ponens rules and their interrelations24
Information efficient learning of complexly structured preferences: Elicitation procedures and their application to decision making under uncertainty24
Granular rough sets and granular shadowed sets: Three-way approximations in Pawlak approximation spaces23
Multi-attribute three-way decisions based on ideal solutions under interval-valued intuitionistic fuzzy environment22
Symbols-Meaning-Value (SMV) space as a basis for a conceptual model of data science22
Uncertainty propagation in stereo matching using copulas22
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
Rough sets, modal logic and approximate reasoning21
Processing distortion models: A comparative study21
On computing probabilistic abductive explanations20
Nonlinear desirability as a linear classification problem20
Editorial Board20
Qualitative capacities: Basic notions and potential applications19
Editorial Board19
An inferential model-based method for testing homogeneity of several variances against tree-ordered alternatives19
Editorial Board19
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A probabilistic analysis of selected notions of iterated conditioning under coherence18
On the derivation of weights from incomplete pairwise comparisons matrices via spanning trees with crisp and fuzzy confidence levels18
Editorial Board18
Argument strength in probabilistic argumentation based on defeasible rules18
Adding imprecision to hypotheses: A Bayesian framework for testing practical significance in nonparametric settings18
Inner and outer characterization of the projection of polynomial equations using symmetries, quotients and intervals18
A three-way decision approach for dynamically expandable networks18
Achieving threshold consistency in three-way group decision using optimization methodology and expert-weight-updating-strategy17
A bipolar three-way decision model and its application in analyzing incomplete data17
Multigranulation fuzzy probabilistic rough set model on two universes17
On the failings of Shapley values for explainability17
On the classification of financial data with domain agnostic features16
Hierarchical variable clustering based on the predictive strength between random vectors16
New results of (U,N)-implications satisfying I(r,I(s,t))=I(I(r,s),I(r,t))16
The language of Contextual Attribute Logics – Introduction and survey15
Triple perturbed consistent matrix and the efficiency of its principal right eigenvector15
Identifying arguments within a text: Categorizing errors and their impact in arguments' relation prediction15
Neighborhood margin rough set: Self-tuning neighborhood threshold15
Multidimensional fuzzy sets: Negations and an algorithm for multi-attribute group decision making15
Predicting graphical models based on functional data14
Verified propagation of imprecise probabilities in non-linear ODEs14
Information fusion based conflict analysis model for multi-source fuzzy data14
A novel granular computing model based on three-way decision14
Learning Horn envelopes via queries from language models14
ω-IvE methodology: Admissible interleaving entropy methods applied to video streaming traffic classification14
Interval -Sheffer strokes and interval fuzzy Sheffer strokes endowed with admissible orders14
On the distributivity for the ordinal sums of implications over t-norms and t-conorms14
Consequences of the minimum specificity principle on conditioning and on independence in possibility theory14
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]14
Attributes reduction algorithms for m-polar fuzzy relation decision systems14
Interval-dismantling for lattices14
A dissection of the monotonicity property of binary operations from a dominance point of view13
On the enumeration of non-dominated matroids with imprecise weights13
Graded hexagon of opposition in fuzzy natural logic with new intermediate quantifiers13
Stochastically ordered aggregation operators13
Projectivity and unification in substructural logics of generalized rotations13
On residual implications derived from 2-uninorms13
Fuzzy rough unlearning model for feature selection12
Powerset operators induced by fuzzy relations as a basis for fuzzification of various mathematical structures12
Cut-elimination theorems for some logics associated with double Stone algebras12
On the logic of theory change iteration of KM-update12
Efficient vectors for simple perturbed consistent matrices12
An updated method of granular reduct based on cognitive operators in formal contexts12
Pairwise comparison matrices with uniformly ordered efficient vectors11
Entropy for evaluation of Dempster-Shafer belief function models11
An improved three-way decision model based on prospect theory11
Multiindistinguishability operators11
Hierarchical neighborhood entropy based multi-granularity attribute reduction with application to gene prioritization11
Fuzzy object-induced network three-way concept lattice and its attribute reduction11
Multi-dimensional Bayesian network classifiers for partial label ranking10
Fuzzy implications-based transformation approaches from semi-three-way decision spaces to three-way decision spaces and their applications10
Incremental cognitive learning approach based on concept reduction10
Granular fuzzy sets and three-way approximations of fuzzy sets10
Characterizations for union and intersection on non-normal membership functions of type-2 fuzzy sets10
Measuring effectiveness of movement-based three-way decision using fuzzy Markov model10
Physics-informed learning under epistemic uncertainty with an application to system health modeling10
Online event recognition over noisy data streams10
Outlier detection in mixed-attribute data: A semi-supervised approach with fuzzy approximations and relative entropy10
Nature of decision valuations in elimination of redundant attributes10
Fast and robust clustering of general-shaped structures with tk-merge9
Dynamic collective argumentation: Constructing the revision and contraction operators9
Hierarchical sequential three-way decision model9
Random sets, copulas and related sets of probability measures8
Contribution functions for quantitative bipolar argumentation graphs: A principle-based analysis8
Distributivity between uni-nullnorms and Mayor's aggregation operators8
On Fast arc-reversal8
ClusterLP: A novel Cluster-aware Link Prediction model in undirected and directed graphs8
Evidential time-to-event prediction with calibrated uncertainty quantification8
Editorial Board8
Attribute granulation in fuzzy formal contexts based on L-fuzzy concepts8
Multi-label feature selection based on adaptive label enhancement and class-imbalance-aware fuzzy information entropy8
Migrativity properties of uninorms over 2-uninorms8
Novel optimistic and pessimistic family of OWA operator with constant orness8
A retrospective on Isaac Levi: June 30, 1930 – December 25, 20188
Inversion of Bayesian networks8
Normal cones corresponding to credal sets of lower probabilities8
Conditional distributivity equation of semi-uninorms over uninorms8
A three-way clustering approach using image enhancement operations8
Case-based prediction – A survey8
Attribute reduction based on weighted neighborhood constrained fuzzy rough sets induced by grouping functions8
Coherence and avoidance of sure loss for standardized functions and semicopulas7
Neighborhood relation-based variable precision multigranulation Pythagorean fuzzy rough set approach for multi-attribute group decision making7
Cauchy Graph Convolutional Networks7
LCM from FCA point of view: A CbO-style algorithm with speed-up features7
Coherent conditional previsions with respect to inner and outer Hausdorff measures to represent conscious and unconscious human brain activity7
An answer set programming-based implementation of epistemic probabilistic event calculus7
Multi-label learning via minimax probability machine7
Learning and total evidence with imprecise probabilities7
Learning Bayesian networks from incomplete data with the node-average likelihood7
An auto-weighted enhanced horizontal collaborative fuzzy clustering algorithm with knowledge adaption mechanism7
Evaluating the effects of uncertainty in interval pairwise comparison matrices7
Incremental reduction methods based on granular ball neighborhood rough sets and attribute grouping7
Fuzzy sequential three-way multi-scale attribute decision-making method based on individual risk attitude and multi classification features7
An extension of overlap functions on convolution lattices7
The Twelfth International Symposium on Imprecise Probabilities: Theories and Applications (ISIPTA-21)7
Explaining answers generated by knowledge graph embeddings7
A robust multi-label feature selection based on label significance and fuzzy entropy7
Estimating the coverage measure and the area explored by a line-sweep sensor on the plane7
Editorial Board7
Further studies on abstract rough inclusion properties7
Incremental fuzzy rough sets based feature subset selection using fuzzy min-max neural network preprocessing7
The extended Recursive Noisy OR model: Static and dynamic considerations7
A preferential interpretation of MultiLayer Perceptrons in a conditional logic with typicality7
About twenty-five naughty entropies in belief function theory: Do they measure informativeness?7
Attribute reduction with fuzzy divergence-based weighted neighborhood rough sets7
Topological reduction approaches for relation decision systems7
Choquet-based fuzzy rough sets7
The possibilistic horn non-clausal knowledge bases6
Three-way approximation of decision granules based on the rough set approach6
Ergodic theorems for dynamic imprecise probability kinematics6
Editorial Board6
A distributional framework for evaluation, comparison and uncertainty quantification in soft clustering6
Spatial-temporal single object tracking with three-way decision theory6
Lymphoma segmentation from 3D PET-CT images using a deep evidential network6
Enriching interactive explanations with fuzzy temporal constraint networks6
Some notes on possibilistic randomisation with t-norm based joint distributions in strategic-form games6
Existence of optimal strategies in bimatrix game and applications6
Editorial Board6
A novel interval-valued data driven type-2 possibilistic local information c-means clustering for land cover classification6
Lattice-valued tree pushdown automata: Pumping lemma and closure properties6
“So much data. Who needs probability?” Have we been here before?6
Reductions of concept lattices based on Boolean formal contexts6
How to choose a completion method for pairwise comparison matrices with missing entries: An axiomatic result6
Independent natural extension for choice functions6
Editorial Board6
Update of optimal scale in dynamic multi-scale decision information systems6
Optimization problems with evidential linear objective6
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Multigranular rough set model based on robust intuitionistic fuzzy covering with application to feature selection6
Pseudo-Kleene algebras determined by rough sets6
Optimal transport and variational Bayesian inference6
A novel three-way decision model with DEA method6
A Survey on Causal Discovery: Theory and Practice6
New results on convergence in distribution of fuzzy random variables6
Editorial of the special issue “Synergies Between Machine Learning and Reasoning”6
Wavelet-based fuzzy clustering of interval time series5
Editorial Board5
Concept lattice simplification with fuzzy linguistic information based on three-way clustering5
Paralinear distance and its algorithm for hierarchical clustering of high-dimensional discrete variables5
A three-way clustering method based on improved density peaks algorithm and boundary detection graph5
Games of incomplete information: A framework based on belief functions5
The structure of rough sets defined by reflexive relations5
Three-way conflict analysis based on incomplete situation tables: A tentative study5
Typicality: A formal concept analysis account5
On conditional probabilities and their canonical extensions to Boolean algebras of compound conditionals5
Hierarchical Bayesian text modeling for the unsupervised joint analysis of latent topics and semantic clusters5
Selfadhesivity in Gaussian conditional independence structures5
Iterative algorithms for solving one-sided partially observable stochastic shortest path games5
Semirings for probabilistic and neuro-symbolic logic programming5
Conditional independence collapsibility for acyclic directed mixed graph models5
Dynamic concept reduction methods based on local information5
Motivating explanations in Bayesian networks using MAP-independence5
Evaluating uncertainty with Vertical Barrier Models5
Bipolar decomposition integrals5
Multiple attribute group decision making based on multigranulation probabilistic models, MULTIMOORA and TPOP in incomplete q-rung orthopair fuzzy information systems5
Editorial Board5
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An implementation of nonmonotonic reasoning with c-representations using an SMT solver5
Formal and cognitive reasoning5
Editorial Board5
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A review of three-way decision: Triadic understanding, organization, and perspectives5
A general bi-clustering algorithm for object data with an application to the analysis of a Lombardy railway line5
Lexicon-based sentiment analysis in texts using Formal Concept Analysis5
The modularity equation for semi-t-operators and T-uninorms5
Modeling and updating uncertain evidence within belief function theory5
Degenerate Gaussian factors for probabilistic inference5
Grounded semantics and principle-based analysis for incomplete argumentation frameworks5
Evidential prototype-based clustering based on transfer learning5
Efficient algorithms for Risk-Sensitive Markov Decision Processes with limited budget5
Partial conditioning for inference of many-normal-means with Hölder constraints5
Testing exchangeability: Fork-convexity, supermartingales and e-processes4
A novel multi-step interval prediction model for uncertain data using iterative lower upper bound estimation method4
Few-shot learning based on hierarchical classification via multi-granularity relation networks4
Robust optimization with belief functions4
Investigations of T-power based implications satisfying some functional equations related to reasoning schemes4
Approximations of system W for inference from strongly and weakly consistent belief bases4
Coincidences of nonlinear integrals related to ordered pair of non-additive measures4
Information-theoretic partially labeled heterogeneous feature selection based on neighborhood rough sets4
Measures of association and dependence properties of nested random sets4
Feature selection for multi-label learning based on variable-degree multi-granulation decision-theoretic rough sets4
A novel rough set method based on adjustable-perspective dominance relations in intuitionistic fuzzy ordered decision tables4
Improvements proposed to noisy-OR derivatives for multi-causal analysis: A case study of simultaneous electromagnetic disturbances4
Interval type-2 possibilistic fuzzy clustering noisy image segmentation algorithm with adaptive spatial constraints and local feature weighting & clustering weighting4
Editorial Board4
Few-shot learning based on hierarchical feature fusion via relation networks4
Overlap function-based fuzzy β-covering relations and fuzzy β-covering rough set models4
Pointwise mutual information sparsely embedded feature selection4
Coherent checking and updating of Bayesian models without specifying the model space: A decision-theoretic semantics for possibility theory4
Weightedness measures from inequality systems4
AMG-DTRS: Adaptive multi-granulation decision-theoretic rough sets4
Toward credible belief base revision4
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