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 2021-12-01 to 2025-12-01.)
ArticleCitations
Tuning fuzzy SPARQL queries94
Nonlinear desirability theory88
How to describe the spatial near-far relations among concepts?84
One-dimensional game-theoretic differential equations74
Morpho-logic from a topos perspective – application to symbolic AI67
Preservation of properties of residuated algebraic structure by structures for the partial fuzzy set theory62
Sensitivity analysis to unobserved confounding with copula-based normalizing flows59
Fuzzy time series analysis: Expanding the scope with fuzzy numbers55
Continuity and additivity properties of information decompositions52
Prospect utility with hyperbolic tangent function51
Towards machine learning as AGM-style belief change45
A gradient method for inconsistency reduction of pairwise comparisons matrices44
Distributed fusion-based algorithms for learning high-dimensional Bayesian Networks: Testing ring and star topologies43
Cost-sensitive sequential three-way decision for information system with fuzzy decision42
Interval-valued kriging for geostatistical mapping with imprecise inputs40
Parameterized maximum-entropy-based three-way approximate attribute reduction40
Attribute reduction based on fusion information entropy39
How Artificial Intelligence Leads to Knowledge Why: An Inquiry Inspired by Aristotle’s Posterior Analytics38
Being Bayesian about learning Gaussian Bayesian networks from incomplete data36
Deep evidential fusion network for medical image classification33
A fuzzy content-based group recommender system with dynamic selection of the aggregation functions31
Attribute reduction method based on fuzzy relational equations and inequalities30
Attribute reduction for heterogeneous data based on monotonic relative neighborhood granularity29
Cautious classifier ensembles for set-valued decision-making29
An exploration of weak Heyting algebras: Characterization and properties28
Three-way concept lattice from adjunctive positive and negative concepts27
Decision with belief functions and generalized independence: Two impossibility theorems27
Quantified neural Markov logic networks26
Identifying total causal effects in linear models under partial homoscedasticity26
Divide and conquer for causal computation26
Chain graph structure learning based on minimal c-separation trees26
Learning decision catalogues for situated decision making: The case of scoring systems26
Attribute combination reduction in formal concept analysis: A theoretical characterization26
The uncertain ordered weighted averaging adequacy coefficient operator26
Generalized decision directed acyclic graphs for classification tasks25
Symbols-Meaning-Value (SMV) space as a basis for a conceptual model of data science25
Information efficient learning of complexly structured preferences: Elicitation procedures and their application to decision making under uncertainty25
Data complexity: An FCA-based approach24
A novel multi-label feature selection method based on conditional entropy and its acceleration mechanism23
Induction of interval shadowed sets from the perspective of maintaining fuzziness23
Multi-label feature selection based on fuzzy rough sets with metric learning and label enhancement22
Granular rough sets and granular shadowed sets: Three-way approximations in Pawlak approximation spaces22
Rule acquisition in generalized multi-scale information systems with multi-scale decisions22
Belief rule learning and reasoning for classification based on fuzzy belief decision tree22
Rough sets, modal logic and approximate reasoning20
Nonlinear desirability as a linear classification problem20
Three-way decisions with evaluative linguistic expressions20
Processing distortion models: A comparative study20
Editorial Board20
An inferential model-based method for testing homogeneity of several variances against tree-ordered alternatives19
Editorial Board19
Editorial Board19
Qualitative capacities: Basic notions and potential applications19
On the derivation of weights from incomplete pairwise comparisons matrices via spanning trees with crisp and fuzzy confidence levels19
Editorial Board19
Editorial Board19
Multigranulation fuzzy probabilistic rough set model on two universes19
Editorial Board18
Adding imprecision to hypotheses: A Bayesian framework for testing practical significance in nonparametric settings18
Achieving threshold consistency in three-way group decision using optimization methodology and expert-weight-updating-strategy18
On computing probabilistic abductive explanations18
A bipolar three-way decision model and its application in analyzing incomplete data17
On the failings of Shapley values for explainability17
Hierarchical variable clustering based on the predictive strength between random vectors17
Argument strength in probabilistic argumentation based on defeasible rules17
A three-way decision approach for dynamically expandable networks17
Inner and outer characterization of the projection of polynomial equations using symmetries, quotients and intervals16
A probabilistic analysis of selected notions of iterated conditioning under coherence16
Uncertainty propagation in stereo matching using copulas16
Verified propagation of imprecise probabilities in non-linear ODEs15
Predicting graphical models based on functional data15
Identifying arguments within a text: Categorizing errors and their impact in arguments' relation prediction15
Consequences of the minimum specificity principle on conditioning and on independence in possibility theory15
The language of Contextual Attribute Logics – Introduction and survey15
Multidimensional fuzzy sets: Negations and an algorithm for multi-attribute group decision making15
New results of (U,N)-implications satisfying I(r,I(s,t))=I(I(r,s),I(r,t))15
Learning Horn envelopes via queries from language models15
Neighborhood margin rough set: Self-tuning neighborhood threshold15
A novel granular computing model based on three-way decision14
Interval -Sheffer strokes and interval fuzzy Sheffer strokes endowed with admissible orders14
Interval-dismantling for lattices14
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
On the distributivity for the ordinal sums of implications over t-norms and t-conorms14
Triple perturbed consistent matrix and the efficiency of its principal right eigenvector14
Attributes reduction algorithms for m-polar fuzzy relation decision systems14
Information fusion based conflict analysis model for multi-source fuzzy data13
Graded hexagon of opposition in fuzzy natural logic with new intermediate quantifiers13
Unimodular triangulations in Łukasiewicz logic: Complexity bounds of probabilistic coherence13
An improved three-way decision model based on prospect theory13
ω-IvE methodology: Admissible interleaving entropy methods applied to video streaming traffic classification13
On the enumeration of non-dominated matroids with imprecise weights13
Fuzzy object-induced network three-way concept lattice and its attribute reduction13
On residual implications derived from 2-uninorms12
Projectivity and unification in substructural logics of generalized rotations12
Stochastically ordered aggregation operators12
Cut-elimination theorems for some logics associated with double Stone algebras11
Hierarchical neighborhood entropy based multi-granularity attribute reduction with application to gene prioritization11
Entropy for evaluation of Dempster-Shafer belief function models11
Pairwise comparison matrices with uniformly ordered efficient vectors11
A dissection of the monotonicity property of binary operations from a dominance point of view11
Fuzzy rough unlearning model for feature selection11
An updated method of granular reduct based on cognitive operators in formal contexts11
Powerset operators induced by fuzzy relations as a basis for fuzzification of various mathematical structures10
Hierarchical sequential three-way decision model10
Multiindistinguishability operators10
Efficient vectors for simple perturbed consistent matrices10
Measuring effectiveness of movement-based three-way decision using fuzzy Markov model10
FCPCA: Fuzzy clustering of high-dimensional time series based on common principal component analysis10
On the logic of theory change iteration of KM-update10
Outlier detection in mixed-attribute data: A semi-supervised approach with fuzzy approximations and relative entropy10
Incremental cognitive learning approach based on concept reduction10
Optimizing connectivity in fuzzy graphs for resilient disaster response networks10
Nature of decision valuations in elimination of redundant attributes9
Fuzzy implications-based transformation approaches from semi-three-way decision spaces to three-way decision spaces and their applications9
Multi-dimensional Bayesian network classifiers for partial label ranking9
Online event recognition over noisy data streams9
Physics-informed learning under epistemic uncertainty with an application to system health modeling9
Granular fuzzy sets and three-way approximations of fuzzy sets9
Characterizations for union and intersection on non-normal membership functions of type-2 fuzzy sets9
Multi-label feature selection based on adaptive label enhancement and class-imbalance-aware fuzzy information entropy8
Contribution functions for quantitative bipolar argumentation graphs: A principle-based analysis8
Migrativity properties of uninorms over 2-uninorms8
Editorial Board8
Random sets, copulas and related sets of probability measures8
Fast and robust clustering of general-shaped structures with tk-merge8
Conditional distributivity equation of semi-uninorms over uninorms8
Attribute granulation in fuzzy formal contexts based on L-fuzzy concepts8
Normal cones corresponding to credal sets of lower probabilities8
Dynamic collective argumentation: Constructing the revision and contraction operators8
Evidential time-to-event prediction with calibrated uncertainty quantification8
Inversion of Bayesian networks8
Distributivity between uni-nullnorms and Mayor's aggregation operators8
Incremental fuzzy rough sets based feature subset selection using fuzzy min-max neural network preprocessing7
LCM from FCA point of view: A CbO-style algorithm with speed-up features7
A preferential interpretation of MultiLayer Perceptrons in a conditional logic with typicality7
ClusterLP: A novel Cluster-aware Link Prediction model in undirected and directed graphs7
An extension of overlap functions on convolution lattices7
Fuzzy sequential three-way multi-scale attribute decision-making method based on individual risk attitude and multi classification features7
Incremental reduction methods based on granular ball neighborhood rough sets and attribute grouping7
Topological reduction approaches for relation decision systems7
Estimating the coverage measure and the area explored by a line-sweep sensor on the plane7
Further studies on abstract rough inclusion properties7
The extended Recursive Noisy OR model: Static and dynamic considerations7
An answer set programming-based implementation of epistemic probabilistic event calculus7
Cauchy Graph Convolutional Networks7
The Twelfth International Symposium on Imprecise Probabilities: Theories and Applications (ISIPTA-21)7
Case-based prediction – A survey7
Exact likelihood-based evidential prediction of an ordinal variable7
On Fast arc-reversal7
Independent natural extension for choice functions7
An auto-weighted enhanced horizontal collaborative fuzzy clustering algorithm with knowledge adaption mechanism7
Evaluating the effects of uncertainty in interval pairwise comparison matrices7
Explaining answers generated by knowledge graph embeddings7
Choquet-based fuzzy rough sets7
Coherent conditional previsions with respect to inner and outer Hausdorff measures to represent conscious and unconscious human brain activity7
Multi-label learning via minimax probability machine7
Novel optimistic and pessimistic family of OWA operator with constant orness7
A three-way clustering approach using image enhancement operations7
Attribute reduction based on weighted neighborhood constrained fuzzy rough sets induced by grouping functions7
About twenty-five naughty entropies in belief function theory: Do they measure informativeness?7
Learning and total evidence with imprecise probabilities7
A novel three-way based self-adaptive filtering model for sentiment analysis7
Attribute reduction with fuzzy divergence-based weighted neighborhood rough sets7
Ergodic theorems for dynamic imprecise probability kinematics6
Optimal transport and variational Bayesian inference6
Generalized conjunction and disjunction of two conditional events in the setting of conditional random quantities6
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
Neighborhood relation-based variable precision multigranulation Pythagorean fuzzy rough set approach for multi-attribute group decision making6
Editorial Board6
Editorial Board6
Some notes on possibilistic randomisation with t-norm based joint distributions in strategic-form games6
The possibilistic horn non-clausal knowledge bases6
Enriching interactive explanations with fuzzy temporal constraint networks6
Editorial of the special issue “Synergies Between Machine Learning and Reasoning”6
Update of optimal scale in dynamic multi-scale decision information systems6
Coherence and avoidance of sure loss for standardized functions and semicopulas6
How to choose a completion method for pairwise comparison matrices with missing entries: An axiomatic result6
Three types of internal conflict and its measurement in Dempster-Shafer theory6
Optimization problems with evidential linear objective6
Lattice-valued tree pushdown automata: Pumping lemma and closure properties6
“So much data. Who needs probability?” Have we been here before?6
Editorial Board6
A robust multi-label feature selection based on label significance and fuzzy entropy6
Three-way approximation of decision granules based on the rough set approach6
A distributional framework for evaluation, comparison and uncertainty quantification in soft clustering6
Editorial Board6
Editorial Board6
Pseudo-Kleene algebras determined by rough sets6
Motivating explanations in Bayesian networks using MAP-independence5
Iterative algorithms for solving one-sided partially observable stochastic shortest path games5
Typicality: A formal concept analysis account5
Formal and cognitive reasoning5
Efficient algorithms for Risk-Sensitive Markov Decision Processes with limited budget5
Selfadhesivity in Gaussian conditional independence structures5
A Survey on Causal Discovery: Theory and Practice5
Reductions of concept lattices based on Boolean formal contexts5
Editorial Board5
Grounded semantics and principle-based analysis for incomplete argumentation frameworks5
A general bi-clustering algorithm for object data with an application to the analysis of a Lombardy railway line5
The modularity equation for semi-t-operators and T-uninorms5
Modeling and updating uncertain evidence within belief function theory5
A dialectical formalisation of preferred subtheories reasoning under resource bounds5
An implementation of nonmonotonic reasoning with c-representations using an SMT solver5
Dynamic concept reduction methods based on local information5
On conditional probabilities and their canonical extensions to Boolean algebras of compound conditionals5
Evidential prototype-based clustering based on transfer learning5
Editorial Board5
A novel three-way decision model with DEA method5
Wavelet-based fuzzy clustering of interval time series5
Spatial-temporal single object tracking with three-way decision theory5
Semirings for probabilistic and neuro-symbolic logic programming5
Hierarchical Bayesian text modeling for the unsupervised joint analysis of latent topics and semantic clusters5
Editorial Board5
The structure of rough sets defined by reflexive relations5
Partial conditioning for inference of many-normal-means with Hölder constraints5
Degenerate Gaussian factors for probabilistic inference5
Editorial Board5
Conditional independence collapsibility for acyclic directed mixed graph models5
Editorial Board5
Learning context-dependent choice functions5
New results on convergence in distribution of fuzzy random variables5
Multigranular rough set model based on robust intuitionistic fuzzy covering with application to feature selection5
Special issue on the Twelfth International Conference on Probabilistic Graphical Models (PGM 2024)5
Lymphoma segmentation from 3D PET-CT images using a deep evidential network5
Three-way conflict analysis based on incomplete situation tables: A tentative study5
Evaluating uncertainty with Vertical Barrier Models5
Bipolar decomposition integrals5
Strictly frequentist imprecise probability4
A novel rough set method based on adjustable-perspective dominance relations in intuitionistic fuzzy ordered decision tables4
Weightedness measures from inequality systems4
Improvements proposed to noisy-OR derivatives for multi-causal analysis: A case study of simultaneous electromagnetic disturbances4
Minimality, necessity and sufficiency for argumentation and explanation4
Integral algebra for simulating dynamical systems with interval uncertainties4
Interval type-2 possibilistic fuzzy clustering noisy image segmentation algorithm with adaptive spatial constraints and local feature weighting & clustering weighting4
Robust optimization with belief functions4
Fuzzy Rules with Quantifiers as Weights4
Coherent checking and updating of Bayesian models without specifying the model space: A decision-theoretic semantics for possibility theory4
Multi-label learning based on neighborhood rough set label-specific features4
Overlap function-based fuzzy β-covering relations and fuzzy β-covering rough set models4
Structural learning of mixed noisy-OR Bayesian networks4
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
Feature selection for multi-label learning based on variable-degree multi-granulation decision-theoretic rough sets4
Self-supervised multi-level generative adversarial network data imputation algorithm4
AMG-DTRS: Adaptive multi-granulation decision-theoretic rough sets4
An approach to improve argumentation-based epistemic planning with contextual preferences4
Attribute reduction based on weighted neighborhood distribution entropy4
Incremental reduction of imbalanced distributed mixed data based on k-nearest neighbor rough set4
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