Xiaodong Liu

Orcid: 0000-0001-8652-9818

Affiliations:
  • Dalian University of Technology, Faculty of Electronic Information and Electrical Engineering, Research Center of Information and Control, Dalian, China
  • Dalian Maritime University, Department of Applied Mathematics, Dalian, China
  • Northeastern University, Shenyang, China (PhD 2003)


According to our database1, Xiaodong Liu authored at least 180 papers between 1997 and 2025.

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Bibliography

2025
Distributed output feedback fuzzy secure consensus control for nonlinear MASs against DoS attacks.
Inf. Sci., 2025

2024
A Tree-Shaped Fuzzy Clustering Answer Retrieval Model Based on Question Alignment.
IEEE Trans. Fuzzy Syst., October, 2024

Bayesian network based probabilistic weighted high-order fuzzy time series forecasting.
Expert Syst. Appl., March, 2024

Weighted Fuzzy Clustering for Time Series With Trend-Based Information Granulation.
IEEE Trans. Cybern., February, 2024

A multi-view graph learning model with dual strategies for solving math word problems.
Neurocomputing, 2024

Hierarchical knowledge graph relationship prediction leverage of axiomatic fuzzy set graph structure.
Expert Syst. Appl., 2024

Granular computing-based time series anomaly pattern detection with semantic interpretation.
Appl. Soft Comput., 2024

YOLO-PDNet: Small Target Recognition Improvement for Remote Sensing Image Based on YOLOv8.
Proceedings of the International Joint Conference on Neural Networks, 2024

A Deep Reinforcement Learning Model for Portfolio Management Incorporating Historical Stock Prices and Risk Information.
Proceedings of the 2024 8th International Conference on Deep Learning Technologies, 2024

Futures Price Prediction Based on Multi-Feature Fusion Model.
Proceedings of the 2024 8th International Conference on Deep Learning Technologies, 2024

2023
AFS Graph: Multidimensional Axiomatic Fuzzy Set Knowledge Graph for Open-Domain Question Answering.
IEEE Trans. Neural Networks Learn. Syst., December, 2023

Disturbances rejection for fuzzy systems with time-varying delay and states constraints by applying observer-based invariant set switching.
Inf. Sci., December, 2023

A dynamic programming-based data-adaptive information granulation approach and its distributed implementation.
Appl. Intell., October, 2023

CircularE: A Complex Space Circular Correlation Relational Model for Link Prediction in Knowledge Graph Embedding.
IEEE ACM Trans. Audio Speech Lang. Process., 2023

2022
Top-Down Granulation Modeling Based on the Principle of Justifiable Granularity.
IEEE Trans. Fuzzy Syst., 2022

Deep Fuzzy Rule-Based Classification System With Improved Wang-Mendel Method.
IEEE Trans. Fuzzy Syst., 2022

Hierarchical Axiomatic Fuzzy Set Granulation for Financial Time Series Clustering.
IEEE Trans. Fuzzy Syst., 2022

Semisupervised Learning via Axiomatic Fuzzy Set Theory and SVM.
IEEE Trans. Cybern., 2022

Trend-Based Granular Representation of Time Series and its Application in Clustering.
IEEE Trans. Cybern., 2022

Information granulation-based fuzzy partition in decision tree induction.
Inf. Sci., 2022

Data classification algorithm based on Information Granules included by AFS.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2022

2021
Granular Description With Multigranularity for Multidimensional Data: A Cone-Shaped Fuzzy Set-Based Method.
IEEE Trans. Fuzzy Syst., 2021

Granular Fuzzy Modeling Guided Through the Synergy of Granulating Output Space and Clustering Input Subspaces.
IEEE Trans. Cybern., 2021

Information Granulation-Based Fuzzy Clustering of Time Series.
IEEE Trans. Cybern., 2021

The Learning of Fuzzy Cognitive Maps With Noisy Data: A Rapid and Robust Learning Method With Maximum Entropy.
IEEE Trans. Cybern., 2021

A rule-based granular model development for interval-valued time series.
Int. J. Approx. Reason., 2021

Multi-level retrieval with semantic Axiomatic Fuzzy Set clustering for question answering.
Appl. Soft Comput., 2021

Study on least squares identification algorithm with slope parameter search optimization for fuzzy cognitive map.
Proceedings of the 2021 International Conference on Security, 2021

2020
Fast and Effective Learning for Fuzzy Cognitive Maps: A Method Based on Solving Constrained Convex Optimization Problems.
IEEE Trans. Fuzzy Syst., 2020

AFSSE: An Interpretable Classifier With Axiomatic Fuzzy Set and Semantic Entropy.
IEEE Trans. Fuzzy Syst., 2020

Optimal electrical load forecasting for hybrid renewable resources through a hybrid memetic cuckoo search approach.
Soft Comput., 2020

A parallel fuzzy rule-base based decision tree in the framework of map-reduce.
Pattern Recognit., 2020

Dynamic programming based fuzzy partition in fuzzy decision tree induction.
J. Intell. Fuzzy Syst., 2020

A new approach to local <i>H</i><sub>∞</sub> control for continuous-time T-S fuzzy models.
J. Intell. Fuzzy Syst., 2020

An Efficient Load Forecasting in Predictive Control Strategy Using Hybrid Neural Network.
J. Circuits Syst. Comput., 2020

Ensemble approach for short term load forecasting in wind energy system using hybrid algorithm.
J. Ambient Intell. Humaniz. Comput., 2020

A Text-Granulation Clustering Approach With Semantics for E-Commerce Intelligent Storage Allocation.
IEEE Access, 2020

2019
Granular Fuzzy Modeling for Multidimensional Numeric Data: A Layered Approach Based on Hyperbox.
IEEE Trans. Fuzzy Syst., 2019

Fuzzy time series forecasting based on axiomatic fuzzy set theory.
Neural Comput. Appl., 2019

Image retrieval based on effective feature extraction and diffusion process.
Multim. Tools Appl., 2019

Dynamic time alignment kernel-based fuzzy clustering of non-equal length vector time series.
Int. J. Mach. Learn. Cybern., 2019

A classification algorithm with Linear Discriminant Analysis and Axiomatic Fuzzy Sets.
Math. Found. Comput., 2019

The linguistic modeling of interval-valued time series: A perspective of granular computing.
Inf. Sci., 2019

A parallel tree node splitting criterion for fuzzy decision trees.
Concurr. Comput. Pract. Exp., 2019

2018
Knowledge discovery and semantic learning in the framework of axiomatic fuzzy set theory.
WIREs Data Mining Knowl. Discov., 2018

Hidden Markov Models Based Approaches to Long-Term Prediction for Granular Time Series.
IEEE Trans. Fuzzy Syst., 2018

AFSNN: A Classification Algorithm Using Axiomatic Fuzzy Sets and Neural Networks.
IEEE Trans. Fuzzy Syst., 2018

Prioritized Aggregation Operators and Correlated Aggregation Operators for Hesitant 2-Tuple Linguistic Variables.
Symmetry, 2018

A new fusion approach for content based image retrieval with color histogram and local directional pattern.
Int. J. Mach. Learn. Cybern., 2018

An extended approach to controller design of continuous-time Takagi-Sugeno fuzzy model.
J. Intell. Fuzzy Syst., 2018

Further studies on H<sub>∞</sub> observer design for continuous-time Takagi-Sugeno fuzzy model.
Inf. Sci., 2018

A Pearson's correlation coefficient based decision tree and its parallel implementation.
Inf. Sci., 2018

Estimation of wind speed probability distribution and wind energy potential using adaptive neuro-fuzzy methodology.
Neurocomputing, 2018

Adaptive neuro-fuzzy algorithm to estimate effective wind speed and optimal rotor speed for variable-speed wind turbine.
Neurocomputing, 2018

A fast rank mutual information based decision tree and its implementation via Map-Reduce.
Concurr. Comput. Pract. Exp., 2018

A spectral clustering method with semantic interpretation based on axiomatic fuzzy set theory.
Appl. Soft Comput., 2018

Color-Based Image Retrieval Using Proximity Space Theory.
Algorithms, 2018

Fuzzy Assignment Model Of Server In Finite Source Queuing System.
Proceedings of the 14th International Conference on Natural Computation, 2018

Message from the QUORS 2018 Workshop Organizers.
Proceedings of the 2018 IEEE 42nd Annual Computer Software and Applications Conference, 2018

2017
Observer-based tracking control using unmeasurable premise variables for time-delay switched fuzzy systems.
J. Intell. Fuzzy Syst., 2017

Improved delay-dependent stability criteria for generalized neural networks with time-varying delays.
Inf. Sci., 2017

Possibility-Based ELECTRE II Method with Uncertain Linguistic Fuzzy Variables.
Int. J. Pattern Recognit. Artif. Intell., 2017

Interval kernel Fuzzy C-Means clustering of incomplete data.
Neurocomputing, 2017

Estimation of wind turbine power coefficient by adaptive neuro-fuzzy methodology.
Neurocomputing, 2017

Fuzzy time series forecasting based on information granule and neural network.
Int. J. Comput. Sci. Eng., 2017

Fuzzy C-Means clustering based on dual expression between cluster prototypes and reconstructed data.
Int. J. Approx. Reason., 2017

A parallel C4.5 decision tree algorithm based on MapReduce.
Concurr. Comput. Pract. Exp., 2017

AFS-Based Formal Concept Analysis on Multi-valued Context.
Proceedings of the Rough Sets - International Joint Conference, 2017

2016
H<sub>∞</sub>Observer Design for Continuous-Time Takagi-Sugeno Fuzzy Model With Unknown Premise Variables via Nonquadratic Lyapunov Function.
IEEE Trans. Cybern., 2016

Fuzzy C-Means clustering of incomplete data based on probabilistic information granules of missing values.
Knowl. Based Syst., 2016

From numeric data to information granules: A design through clustering and the principle of justifiable granularity.
Knowl. Based Syst., 2016

A method for constructing the Composite Indicator of business cycles based on information granulation and Dynamic Time Warping.
Knowl. Based Syst., 2016

Trend analysis of land surface temperatures using time series segmentation algorithm.
J. Intell. Fuzzy Syst., 2016

H<sub>∞</sub> filtering design for continuous-time Takagi-Sugeno fuzzy model with immeasurable premise variables.
Neurocomputing, 2016

Semantic description method for face features of larger Chinese ethnic groups based on improved WM method.
Neurocomputing, 2016

A Global Clustering Approach Using Hybrid Optimization for Incomplete Data Based on Interval Reconstruction of Missing Value.
Int. J. Intell. Syst., 2016

The granular extension of Sugeno-type fuzzy models based on optimal allocation of information granularity and its application to forecasting of time series.
Appl. Soft Comput., 2016

Message from the QUORS Workshop Organizers.
Proceedings of the 40th IEEE Annual Computer Software and Applications Conference, 2016

Subspace Learning Based Low-Rank Representation.
Proceedings of the Computer Vision - ACCV 2016, 2016

2015
Fuzzy rule based decision trees.
Pattern Recognit., 2015

Batch gradient training method with smoothing ℓ<sub>0</sub> regularization for feedforward neural networks.
Neural Comput. Appl., 2015

Further study on local stabilization of continuous-time nonlinear systems presented as Takagi-Sugeno fuzzy model.
J. Intell. Fuzzy Syst., 2015

Ranking alternative strategies by SWOT analysis in the framework of the axiomatic fuzzy set theory and the ER approach.
J. Intell. Fuzzy Syst., 2015

An approach to observer design of continuous-time Takagi-Sugeno fuzzy model with bounded disturbances.
Inf. Sci., 2015

Fuzzy forecasting based on automatic clustering and axiomatic fuzzy set classification.
Inf. Sci., 2015

A Human-Computer Cooperation Fuzzy c-Means Clustering with Interval-Valued Weights.
Int. J. Intell. Syst., 2015

Using interval information granules to improve forecasting in fuzzy time series.
Int. J. Approx. Reason., 2015

Time series long-term forecasting model based on information granules and fuzzy clustering.
Eng. Appl. Artif. Intell., 2015

Fuzzy clustering with semantic interpretation.
Appl. Soft Comput., 2015

Message from the QUORS 2015 Workshop Organizers.
Proceedings of the 39th Annual Computer Software and Applications Conference, 2015

2014
Human-centric analysis and interpretation of time series: a perspective of granular computing.
Soft Comput., 2014

An improved PROMETHEE II method based on Axiomatic Fuzzy Sets.
Neural Comput. Appl., 2014

Shadow determination and compensation for face recognition.
Int. J. Mach. Learn. Cybern., 2014

The modeling and prediction of time series based on synergy of high-order fuzzy cognitive map and fuzzy c-means clustering.
Knowl. Based Syst., 2014

A delay decomposition approach to H<sub>∞</sub> admissibility for discrete-time singular delay systems.
Inf. Sci., 2014

Numerical Prediction of Time Series Based on FCMs with Information Granules.
Int. J. Comput. Commun. Control, 2014

An interval weighed fuzzy c-means clustering by genetically guided alternating optimization.
Expert Syst. Appl., 2014

Determination of temporal information granules to improve forecasting in fuzzy time series.
Expert Syst. Appl., 2014

The modeling of time series based on fuzzy information granules.
Expert Syst. Appl., 2014

A rapid fuzzy rule clustering method based on granular computing.
Appl. Soft Comput., 2014

Data-based fuzzy rules extraction method for classification.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2014

2013
Stability Analysis for Neural Networks With Time-Varying Delay Based on Quadratic Convex Combination.
IEEE Trans. Neural Networks Learn. Syst., 2013

A novel weighted fuzzy LDA for face recognition using the genetic algorithm.
Neural Comput. Appl., 2013

The Global k-Means Clustering Analysis Based on Multi-Granulations Nearness Neighborhood.
Math. Comput. Sci., 2013

Local analysis of continuous-time Takagi-Sugeno fuzzy system with disturbances bounded by magnitude or energy: A Lagrange multiplier method.
Inf. Sci., 2013

The Linguistic Forecasting of Time Series using Improved Fuzzy Cognitive Map.
Int. J. Comput. Intell. Appl., 2013

Effective intervals determined by information granules to improve forecasting in fuzzy time series.
Expert Syst. Appl., 2013

Extraction of fuzzy rules from fuzzy decision trees: An axiomatic fuzzy sets (AFS) approach.
Data Knowl. Eng., 2013

H<sub>∞</sub> Filtering Design for 2-D Discrete-Time Linear Systems with Polytopic Uncertainty.
Circuits Syst. Signal Process., 2013

Convergence of Chaos Injection-Based Batch Backpropagation Algorithm For Feedforward Neural Networks.
Proceedings of the Advances in Neural Networks - ISNN 2013, 2013

The linguistic forecasting of time series based on fuzzy cognitive maps.
Proceedings of the Joint IFSA World Congress and NAFIPS Annual Meeting, 2013

Mining fuzzy rules based on pattern trees.
Proceedings of the Joint IFSA World Congress and NAFIPS Annual Meeting, 2013

TARGO: Transition and Reallocation Based Green Optimization for Cloud VMs.
Proceedings of the 2013 IEEE International Conference on Green Computing and Communications (GreenCom) and IEEE Internet of Things (iThings) and IEEE Cyber, 2013

2012
The PID Controller Based on the Artificial Neural Network and the Differential Evolution Algorithm.
J. Comput., 2012

Face recognition based on two dimensional locality preserving projections in frequency domain.
Neurocomputing, 2012

A new admissibility condition of discrete-time singular systems with time-varying delays.
Int. J. Autom. Comput., 2012

Nearness approximation space based on axiomatic fuzzy sets.
Int. J. Approx. Reason., 2012

Development of Near Sets Within the Framework of Axiomatic Fuzzy Sets.
Fundam. Informaticae, 2012

Supplier selection using axiomatic fuzzy set and TOPSIS methodology in supply chain management.
Fuzzy Optim. Decis. Mak., 2012

Forecasting shanghai composite index based on fuzzy time series and improved C-fuzzy decision trees.
Expert Syst. Appl., 2012

Mining axiomatic fuzzy set association rules for classification problems.
Eur. J. Oper. Res., 2012

DBCAMM: A novel density based clustering algorithm via using the Mahalanobis metric.
Appl. Soft Comput., 2012

AFS-Based Formal Concept Analysis within the Logic Description of Granules.
Proceedings of the Rough Sets and Current Trends in Computing, 2012

Evolution pattern for Service Evolution in Clouds.
Proceedings of the 7th International Conference for Internet Technology and Secured Transactions, 2012

Towards OWL 2 Natively Supported Fuzzy Cloud Ontology.
Proceedings of the 36th Annual IEEE Computer Software and Applications Conference Workshops, 2012

Dynamic Evolution of Service Architecture in Mobile Cloud Applications.
Proceedings of the CLOSER 2012 - Proceedings of the 2nd International Conference on Cloud Computing and Services Science, Porto, Portugal, 18, 2012

A Model Checking Based Approach to Automatic Test Suite Generation for Testing Web Services and BPEL.
Proceedings of the 2012 IEEE Asia-Pacific Services Computing Conference, 2012

2011
An Innovative Weighted 2DLDA Approach for Face Recognition.
J. Signal Process. Syst., 2011

A parsimony fuzzy rule-based classifier using axiomatic fuzzy set theory and support vector machines.
Inf. Sci., 2011

Parameter-varying state feedback control for discrete-time polytopic systems.
Int. J. Syst. Sci., 2011

A generalized method for forecasting based on fuzzy time series.
Expert Syst. Appl., 2011

Selection of logistics center location using Axiomatic Fuzzy Set and TOPSIS methodology in logistics management.
Expert Syst. Appl., 2011

Gain Scheduled State Feedback Control for Discrete-Time-Varying Polytopic Systems Subject to Input Saturation.
Circuits Syst. Signal Process., 2011

A Generalization of Near Set Model.
Proceedings of the Rough Sets and Knowledge Technology - 6th International Conference, 2011

Lightweight Software Product Line Based Privacy Protection Scheme for Pervasive Applications.
Proceedings of the Workshop Proceedings of the 35th Annual IEEE International Computer Software and Applications Conference, 2011

2010
A new algebraic structure for formal concept analysis.
Inf. Sci., 2010

Stabilization for discrete-time fuzzy systems with Takagi-Sugeno's models: reduce the complexity.
Sci. China Inf. Sci., 2010

Novel artificial intelligent techniques via AFS theory: Feature selection, concept categorization and characteristic description.
Appl. Soft Comput., 2010

Achieve Semantic-based Precise Component Selection via an Ontology Model Interlinking Application Domain and MVICS.
Proceedings of the 22nd International Conference on Software Engineering & Knowledge Engineering (SEKE'2010), Redwood City, San Francisco Bay, CA, USA, July 1, 2010

Face Recognition via Two Dimensional Locality Preserving Projection in Frequency Domain.
Proceedings of the Life System Modeling and Intelligent Computing, 2010

2009
The Development of Fuzzy Rough Sets with the Use of Structures and Algebras of Axiomatic Fuzzy Sets.
IEEE Trans. Knowl. Data Eng., 2009

New results on delay-dependent robust stability criteria of uncertain fuzzy systems with state and input delays.
Inf. Sci., 2009

New approaches on H<sub>infinity</sub> control of T-S fuzzy systems with interval time-varying delay.
Fuzzy Sets Syst., 2009

Applications of axiomatic fuzzy set clustering method on management strategic analysis.
Eur. J. Oper. Res., 2009

A Novel Weighted Fuzzy Clustering Analysis Based on AFS Theory.
Proceedings of the 9th International Conference on Hybrid Intelligent Systems (HIS 2009), 2009

Axiomatic Fuzzy Set Theory and Its Applications
Studies in Fuzziness and Soft Computing 244, Springer, ISBN: 978-3-642-00401-8, 2009

2008
A new model of evaluating concept similarity.
Knowl. Based Syst., 2008

Concept analysis via rough set and AFS algebra.
Inf. Sci., 2008

Comments on "Further studies on LMI-based relaxed stabilization conditions for nonlinear systems in Takagi-Sugeno's form".
Autom., 2008

Feedback control of fractional nonlinear differential algebraic systems with Hamiltonian function method.
Appl. Math. Comput., 2008

A Hybrid Model of Partial Least Squares and RBF Neural Networks for System Identification.
Proceedings of the Advances in Neural Networks, 2008

An On-Line Learning Radial Basis Function Network and Its Application.
Proceedings of the Advances in Neural Networks, 2008

Double Sides 2DPCA for Face Recognition.
Proceedings of the Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues, 2008

QUORS 2008 Workshop Organization.
Proceedings of the 32nd Annual IEEE International Computer Software and Applications Conference, 2008

Message from the QUORS 2008 Workshop Organizers.
Proceedings of the 32nd Annual IEEE International Computer Software and Applications Conference, 2008

Semantics-Based Component Repository: Current State of Arts and a Calculation Rating Factor-Based Framework.
Proceedings of the 32nd Annual IEEE International Computer Software and Applications Conference, 2008

2007
Approaches to the representations and logic operations of fuzzy concepts in the framework of axiomatic fuzzy set theory II.
Inf. Sci., 2007

Approaches to the representations and logic operations of fuzzy concepts in the framework of axiomatic fuzzy set theory I.
Inf. Sci., 2007

The structures of EI algebras generated by information attributes.
Int. J. Intell. Syst. Technol. Appl., 2007

The development of fuzzy decision trees in the framework of Axiomatic Fuzzy Set logic.
Appl. Soft Comput., 2007

Stability Analysis and Synthesis of Robust Fuzzy Systems with State and Input Delays.
Proceedings of the Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence, 2007

2006
Concept Lattice and AFS Algebra.
Proceedings of the Fuzzy Systems and Knowledge Discovery, Third International Conference, 2006

The Fuzzy Clustering Algorithm Based on AFS Topology.
Proceedings of the Fuzzy Systems and Knowledge Discovery, Third International Conference, 2006

2005
The fuzzy clustering analysis based on AFS theory.
IEEE Trans. Syst. Man Cybern. Part B, 2005

Credit Rating Analysis with AFS Fuzzy Logic.
Proceedings of the Advances in Natural Computation, First International Conference, 2005

2004
The decomposition algorithm of AFS structure and its applications to failure diagnosis.
Proceedings of the 2004 IEEE Conference on Robotics, Automation and Mechatronics, 2004

2003
Approaches to quadratic stability conditions and H<sub>∞</sub> control designs for T-S fuzzy systems.
IEEE Trans. Fuzzy Syst., 2003

New approaches to H<sub>∞</sub> controller designs based on fuzzy observers for T-S fuzzy systems via LMI.
Autom., 2003

Axiomatics fuzzy sets logic.
Proceedings of the 12th IEEE International Conference on Fuzzy Systems, 2003

2002
H<sub>∞</sub> controller designs based on fuzzy observers for T-S fuzzy systems via LMI.
Proceedings of the 41st IEEE Conference on Decision and Control, 2002

H<sub>∞</sub> control and parametric controllers for descriptor systems.
Proceedings of the American Control Conference, 2002

H<sub>∞</sub> control for T-S fuzzy systems: LMI approach.
Proceedings of the American Control Conference, 2002

2000
Abstraction: a key notion for reverse engineering in a system reengineering approach.
J. Softw. Maintenance Res. Pract., 2000

1999
Abstraction : a notion for reverse engineering.
PhD thesis, 1999

A new fuzzy model of pattern recognition and hitch diagnoses of complex systems.
Fuzzy Sets Syst., 1999

1998
The fuzzy sets and systems based on AFS.structure, EI algebra and EII algebra.
Fuzzy Sets Syst., 1998

Tackling the Abstraction Problem for Reverse Engineering in a System Re-engineering Approach.
Proceedings of the 1998 International Conference on Software Maintenance, 1998

A Refinement Calculus for the Development of Real-Time Systems.
Proceedings of the 5th Asia-Pacific Software Engineering Conference (APSEC '98), 1998

1997
Formal Methods for the Re-Engineering of Computing Systems: A Comparison.
Proceedings of the 21st International Computer Software and Applications Conference (COMPSAC '97), 1997

A Design Framework for System Re-Engineering.
Proceedings of the 4th Asia-Pacific Software Engineering and International Computer Science Conference (APSEC '97 / ICSC '97), 1997


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