Sankar K. Pal

Orcid: 0000-0003-3301-4751

Affiliations:
  • Indian Statistical Institute, India


According to our database1, Sankar K. Pal authored at least 309 papers between 1978 and 2024.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 1993, "For contributions to pattern recognition and image processing using fuzzy set theoretic methods.".

Timeline

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Bibliography

2024
GrI-CNN: Granulated Deep Learning Model With Interpretable Architecture for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

2023
Video surveillance-based fall detection system using object-level feature thresholding and Z-numbers.
Knowl. Based Syst., November, 2023

Extended Target Tracking in Human-Robot Coexisting Environments via Multisensor Information Fusion: A Heteroscedastic Gaussian Process Regression-Based Approach.
IEEE Trans. Ind. Informatics, 2023

Adaptive Granulation-Based Convolutional Neural Networks With Single Pass Learning for Remote Sensing Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

2022
SEED: QoS-Aware Sustainable Energy Distribution in Smart Grid.
IEEE Trans. Sustain. Comput., 2022

Traffic Anomaly Detection and Video Summarization Using Spatio-Temporal Rough Fuzzy Granulation With Z-Numbers.
IEEE Trans. Intell. Transp. Syst., 2022

Sonar-Based Human Leg Localization Using Chaos Enhanced Dynamic Neighborhood Learning-Based GSA Aided sNDT Algorithm.
IEEE Trans. Instrum. Meas., 2022

Granulized Z-VIKOR Model for Failure Mode and Effect Analysis.
IEEE Trans. Fuzzy Syst., 2022

A Decade of the Z-Numbers.
IEEE Trans. Fuzzy Syst., 2022

Granulated RCNN and Multi-Class Deep SORT for Multi-Object Detection and Tracking.
IEEE Trans. Emerg. Top. Comput. Intell., 2022

2021
Identifying Drug Resistant miRNAs Using Entropy Based Ranking.
IEEE ACM Trans. Comput. Biol. Bioinform., 2021

Rough video conceptualization for real-time event precognition with motion entropy.
Inf. Sci., 2021

Deep learning in multi-object detection and tracking: state of the art.
Appl. Intell., 2021

Granular Video Computing - with Rough Sets, Deep Learning and in IoT
WorldScientific, ISBN: 9789811227134, 2021

2020
A Weighted Similarity Measure Between Z-Numbers and Bow-Tie Quantification.
IEEE Trans. Fuzzy Syst., 2020

Z<sup>*</sup>-Numbers, Data Structures, and Thinking in Machine-Mind Architecture.
IEEE Trans. Emerg. Top. Comput. Intell., 2020

Pattern recognition and beyond: Alfredo Petrosino's scientific results.
Pattern Recognit. Lett., 2020

Granulated deep learning and Z-numbers in motion detection and object recognition.
Neural Comput. Appl., 2020

2018
Neighborhood Rough Filter and Intuitionistic Entropy in Unsupervised Tracking.
IEEE Trans. Fuzzy Syst., 2018

Double Bounded Rough Set, Tension Measure, and Social Link Prediction.
IEEE Trans. Comput. Soc. Syst., 2018

Fuzzy-Rough Entropy Measure and Histogram Based Patient Selection for miRNA Ranking in Cancer.
IEEE ACM Trans. Comput. Biol. Bioinform., 2018

Data-Structures for Multisensory Information Processing in an Embodied Machine-Mind.
IEEE Trans. Cogn. Dev. Syst., 2018

DEMANDS: Distributed Energy Management Using Noncooperative Scheduling in Smart Grid.
IEEE Syst. J., 2018

Situation-Aware Protocol Switching in Software-Defined Wireless Sensor Network Systems.
IEEE Syst. J., 2018

2017
Granular Neural Networks, Pattern Recognition and Bioinformatics
Studies in Computational Intelligence 712, Springer, ISBN: 978-3-319-57115-7, 2017

Granular Flow Graph, Adaptive Rule Generation and Tracking.
IEEE Trans. Cybern., 2017

A computational model for the endogenous arousal of thoughts through Z*-numbers.
Inf. Sci., 2017

Fuzzy mutual information based grouping and new fitness function for PSO in selection of miRNAs in cancer.
Comput. Biol. Medicine, 2017

Granular Social Network: Model and Applications.
Proceedings of the Handbook of Big Data Technologies, 2017

2016
A Granular Self-Organizing Map for Clustering and Gene Selection in Microarray Data.
IEEE Trans. Neural Networks Learn. Syst., 2016

Preface: pattern recognition and mining.
Nat. Comput., 2016

Neighborhood granules and rough rule-base in tracking.
Nat. Comput., 2016

Identifying relevant group of miRNAs in cancer using fuzzy mutual information.
Medical Biol. Eng. Comput., 2016

Robust Boosted Parameter Based Combined Classifier for Rotation Invariant Texture Classification.
Appl. Artif. Intell., 2016

2015
On Z-numbers and the Machine-Mind for Natural Language Comprehension.
Proceedings of the Fifty Years of Fuzzy Logic and its Applications, 2015

Data science, big data and granular mining.
Pattern Recognit. Lett., 2015

Fuzzy-rough community in social networks.
Pattern Recognit. Lett., 2015

Text comprehension and the computational mind-agencies.
Nat. Comput., 2015

Deprecation based greedy strategy for target set selection in large scale social networks.
Inf. Sci., 2015

FGSN: Fuzzy Granular Social Networks - Model and applications.
Inf. Sci., 2015

Z<sup>*</sup>-numbers: Augmented Z-numbers for machine-subjectivity representation.
Inf. Sci., 2015

Guest Editorial.
IET Image Process., 2015

2014
Guest Editorial on Decision Making in Human and Machine Vision.
IEEE Trans. Syst. Man Cybern. Syst., 2014

Rough Sets, Kernel Set, and Spatiotemporal Outlier Detection.
IEEE Trans. Knowl. Data Eng., 2014

Fitting truncated geometric distributions in large scale real world networks.
Theor. Comput. Sci., 2014

Centrality Measures, Upper Bound, and Influence Maximization in Large Scale Directed Social Networks.
Fundam. Informaticae, 2014

2013
The Z-Number Enigma: A Study through an Experiment.
Proceedings of the Soft Computing: State of the Art Theory and Novel Applications, 2013

Professor Zdzisław Pawlak (1926-2006): Founder of the Polish School of Artificial Intelligence.
Proceedings of the Rough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriam, 2013

A Clustering Approach to Image Retrieval Using Range Based Query and Mahalanobis Distance.
Proceedings of the Rough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriam, 2013

Context granulation and subjective-information quantification.
Theor. Comput. Sci., 2013

RNA Secondary Structure Prediction Using Soft Computing.
IEEE ACM Trans. Comput. Biol. Bioinform., 2013

Fuzzy rough sets, and a granular neural network for unsupervised feature selection.
Neural Networks, 2013

Incorporating local image structure in normalized cut based graph partitioning for grouping of pixels.
Inf. Sci., 2013

Non-parametric modified histogram equalisation for contrast enhancement.
IET Image Process., 2013

A Weighted Threshold for Detection of Cancerous miRNA Expressions.
Fundam. Informaticae, 2013

Unsupervised Tracking, Roughness and Quantitative Indices.
Fundam. Informaticae, 2013

An Insight Into The Z-number Approach To CWW.
Fundam. Informaticae, 2013

Preface.
Fundam. Informaticae, 2013

Title Paper: Natural computing: A problem solving paradigm with granular information processing.
Appl. Soft Comput., 2013

Special issue on granular soft computing for pattern recognition and mining.
Appl. Soft Comput., 2013

Granulation, rough entropy and spatiotemporal moving object detection.
Appl. Soft Comput., 2013

Encounters with Fuzziness and Ambiguity in Patterns - A Memorable Journey.
Proceedings of the On Fuzziness - A Homage to Lotfi A. Zadeh - Volume 2, 2013

2012
Video Summarization and Significance of Content.
Proceedings of the Handbook on Soft Computing for Video Surveillance., 2012

The Role of Soft Computing in Image Analysis.
Proceedings of the Handbook on Soft Computing for Video Surveillance., 2012

Fuzzy rough granular self-organizing map and fuzzy rough entropy.
Theor. Comput. Sci., 2012

A Weighted Power Framework for Integrating Multisource Information: Gene Function Prediction in Yeast.
IEEE Trans. Biomed. Eng., 2012

Class-dependent rough-fuzzy granular space, dispersion index and classification.
Pattern Recognit., 2012

Improving feature space based image segmentation via density modification.
Inf. Sci., 2012

Variance as a Stopping Criterion for Genetic Algorithms with Elitist Model.
Fundam. Informaticae, 2012

Granular Mining and Rough-Fuzzy Pattern Recognition: A Way to Natural Computation.
IEEE Intell. Informatics Bull., 2012

Granular Computing Models in the Classification of Web Content Data.
Proceedings of the 2012 IEEE/WIC/ACM International Conferences on Intelligent Agent Technology, 2012

2011
Automatic Exact Histogram Specification for Contrast Enhancement and Visual System Based Quantitative Evaluation.
IEEE Trans. Image Process., 2011

Rough sets and fuzzy sets in natural computing.
Theor. Comput. Sci., 2011

Fuzzy rough granular neural networks, fuzzy granules, and classification.
Theor. Comput. Sci., 2011

A Novel Fuzzy Rough Granular Neural Network for Classification.
Int. J. Comput. Intell. Syst., 2011

Rough-wavelet granular space and classification of multispectral remote sensing image.
Appl. Soft Comput., 2011

A Rough Set Approach to Spatio-temporal Outlier Detection.
Proceedings of the Fuzzy Logic and Applications - 9th International Workshop, 2011

Fuzzy Rough Granular Self Organizing Map.
Proceedings of the Rough Sets and Knowledge Technology - 6th International Conference, 2011

Rough Set Based Ensemble Classifier.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, 2011

A New Centrality Measure for Influence Maximization in Social Networks.
Proceedings of the Pattern Recognition and Machine Intelligence, 2011

Optimal Parameter Selection for Image Watermarking Using <i>MOGA</i>.
Proceedings of the Pattern Recognition and Machine Intelligence, 2011

A Rough-Fuzzy HSV Color Histogram for Image Segmentation.
Proceedings of the Image Analysis and Processing - ICIAP 2011, 2011

2010
Application of rough ensemble classifier to web services categorization and focused crawling.
Web Intell. Agent Syst., 2010

Fuzzy-Rough Sets for Information Measures and Selection of Relevant Genes From Microarray Data.
IEEE Trans. Syst. Man Cybern. Part B, 2010

Some Insights Into Brightness Perception of Images in the Light of a New Computational Model of Figure-Ground Segregation.
IEEE Trans. Syst. Man Cybern. Part A, 2010

A Novel Split and Merge Technique for Hypertext Classification.
Trans. Rough Sets, 2010

Computational Theory Perception (CTP), Rough-Fuzzy Uncertainty Analysis and Mining in Bioinformatics and Web Intelligence: A Unified Framework.
Trans. Rough Sets, 2010

Feature Selection Using f-Information Measures in Fuzzy Approximation Spaces.
IEEE Trans. Knowl. Data Eng., 2010

Gradient histogram: Thresholding in a region of interest for edge detection.
Image Vis. Comput., 2010

Pattern Classification Using Class-Dependent Rough-Fuzzy Granular Space.
Proceedings of the Rough Set and Knowledge Technology - 5th International Conference, 2010

F-granulation, Generalized Rough Entropy and Pattern Recognition.
Proceedings of the Rough Set and Knowledge Technology - 5th International Conference, 2010

Generalized Distribution Reduction in Inconsistent Decision Systems Based on Dominance Relations.
Proceedings of the Rough Set and Knowledge Technology - 5th International Conference, 2010

Robust Granular Neural Networks, Fuzzy Granules and Classification.
Proceedings of the Rough Set and Knowledge Technology - 5th International Conference, 2010

Soft Computing, f-Granulation and Pattern Recognition.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2010

2009
Generalized Rough Sets, Entropy, and Image Ambiguity Measures.
IEEE Trans. Syst. Man Cybern. Part B, 2009

Comparing Scores Intended for Ranking.
IEEE Trans. Knowl. Data Eng., 2009

Histogram Thresholding Using Fuzzy and Rough Measures of Association Error.
IEEE Trans. Image Process., 2009

Combining Multisource Information Through Functional-Annotation-Based Weighting: Gene Function Prediction in Yeast.
IEEE Trans. Biomed. Eng., 2009

Tensor Framework and Combined Symmetry for Hypertext Mining.
Fundam. Informaticae, 2009

Rough Ensemble Classifier: A Comparative Study.
Proceedings of the Fuzzy Logic and Applications, 8th International Workshop, 2009

Hypertext Classification Using Tensor Space Model and Rough Set Based Ensemble Classifier.
Proceedings of the Pattern Recognition and Machine Intelligence, 2009

Mutual Neighborhood Based Discriminant Projection for Face Recognition.
Proceedings of the Pattern Recognition and Machine Intelligence, 2009

MRF Based LSB Steganalysis: A New Measure of Steganography Capacity.
Proceedings of the Pattern Recognition and Machine Intelligence, 2009

Image Enhancement Using Multi-objective Genetic Algorithms.
Proceedings of the Pattern Recognition and Machine Intelligence, 2009

Feature space based image segmentation via density modification.
Proceedings of the International Conference on Image Processing, 2009

Rough Set Based Ensemble Prediction for Topic Specific Web Crawling.
Proceedings of the Seventh International Conference on Advances in Pattern Recognition, 2009

2008
Maximum Class Separability for Rough-Fuzzy C-Means Based Brain MR Image Segmentation.
Trans. Rough Sets, 2008

Two-dimensional Laplacianfaces method for face recognition.
Pattern Recognit., 2008

Rough-Fuzzy Relational Clustering Algorithm for Biological Sequence Mining.
Proceedings of the Rough Sets and Knowledge Technology, Third International Conference, 2008

Classification of Web Services Using Tensor Space Model and Rough Ensemble Classifier.
Proceedings of the Foundations of Intelligent Systems, 17th International Symposium, 2008

Rough-Fuzzy Knowledge Encoding and Uncertainty Analysis: Relevance in Data Mining.
Proceedings of the Distributed Computing and Networking, 9th International Conference, 2008

Rough-fuzzy Granular Computing with Application to Bioinformatics and Web Intelligence.
Proceedings of the 2008 IEEE International Conference on Granular Computing, 2008

Tensor Space Model for Hypertext Representation.
Proceedings of the 2008 International Conference on Information Technology, 2008

2007
Dynamic Range-Based Distance Measure for Microarray Expressions and a Fast Gene-Ordering Algorithm.
IEEE Trans. Syst. Man Cybern. Part B, 2007

Rough Set Based Generalized Fuzzy C-Means Algorithm and Quantitative Indices.
IEEE Trans. Syst. Man Cybern. Part B, 2007

Stemming via Distribution-Based Word Segregation for Classification and Retrieval.
IEEE Trans. Syst. Man Cybern. Part B, 2007

Using Approximate Reduct and LVQ in Case Generation for CBR Classifiers.
Trans. Rough Sets, 2007

Rough-Fuzzy C-Medoids Algorithm and Selection of Bio-Basis for Amino Acid Sequence Analysis.
IEEE Trans. Knowl. Data Eng., 2007

Multi-Objective Particle Swarm Optimization with time variant inertia and acceleration coefficients.
Inf. Sci., 2007

Statement of Retraction.
Int. J. Comput. Math., 2007

Protein sequence analysis using relational soft clustering algorithms.
Int. J. Comput. Math., 2007

Histogram Thresholding using Beam Theory and Ambiguity Measures.
Fundam. Informaticae, 2007

Rough set Based Ensemble Classifier forWeb Page Classification.
Fundam. Informaticae, 2007

RFCM: A Hybrid Clustering Algorithm Using Rough and Fuzzy Sets.
Fundam. Informaticae, 2007

Genetic operators for combinatorial optimization in TSP and microarray gene ordering.
Appl. Intell., 2007

Attention in Early Vision: Some Psychophysical Insights.
Proceedings of the Attention in Cognitive Systems. Theories and Systems from an Interdisciplinary Viewpoint, 2007

New Results on Energy Balance Analysis of Metabolic Networks.
Proceedings of the Pattern Recognition and Machine Intelligence, 2007

Discovering Patterns of DNA Methylation: Rule Mining with Rough Sets and Decision Trees, and Comethylation Analysis.
Proceedings of the Pattern Recognition and Machine Intelligence, 2007

Rough Sets Based Hybrid C-Means Algorithm.
Proceedings of the 3rd Indian International Conference on Artificial Intelligence, 2007

Figure-Ground Segregation: Cues from Early Vision.
Proceedings of the 3rd Indian International Conference on Artificial Intelligence, 2007

A Multi-objective Genetic Algorithm with Relative Distance: Method, Performance Measures and Constraint Handling.
Proceedings of the 2007 International Conference on Computing: Theory and Applications (ICCTA 2007), 2007

New Distance Measure for Microarray Gene Expressions Using Linear Dynamic Range of Photo Multiplier Tube.
Proceedings of the 2007 International Conference on Computing: Theory and Applications (ICCTA 2007), 2007

Adaptive mufti-objective particle swarm optimization algorithm.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

Classification and learning using genetic algorithms - applications in bioinformatics and web intelligence.
Natural computing series, Springer, ISBN: 978-3-540-49606-9, 2007

2006
Evolutionary computation in bioinformatics: a review.
IEEE Trans. Syst. Man Cybern. Syst., 2006

Combining Feature Reduction and Case Selection in Building CBR Classifiers.
IEEE Trans. Knowl. Data Eng., 2006

Maxdiff kd-trees for data condensation.
Pattern Recognit. Lett., 2006

A rough set-based case-based reasoner for text categorization.
Int. J. Approx. Reason., 2006

Fuzzy Web Surfer Models: Theory and Experiments.
Proceedings of the Web Intelligence Meets Brain Informatics, 2006

Rough-Fuzzy Granulation, Rough Entropy and Image Segmentation.
Proceedings of the Rough Sets and Knowledge Technology, First International Conference, 2006

Two Dimensional Laplacianfaces Method for Face Recognition.
Proceedings of the Rough Sets and Current Trends in Computing, 2006

A MOE framework for Biclustering of Microarray Data.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Comparing rank-inducing scoring systems.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

2005
A Web Surfer Model Incorporating Topic Continuity.
IEEE Trans. Knowl. Data Eng., 2005

Granular computing, rough entropy and object extraction.
Pattern Recognit. Lett., 2005

Fuzzy sets in pattern recognition and machine intelligence.
Fuzzy Sets Syst., 2005

Theoretical quantification of shape distortion in fuzzy Hough transform.
Fuzzy Sets Syst., 2005

A Fuzzy Web Surfer Model.
Proceedings of the 2005 IEEE / WIC / ACM International Conference on Web Intelligence (WI 2005), 2005

Detecting Sequences and Cycles of Web Pages.
Proceedings of the 2005 IEEE / WIC / ACM International Conference on Web Intelligence (WI 2005), 2005

Rough Learning Vector Quantization Case Generation for CBR Classifiers.
Proceedings of the Rough Sets, 2005

Incorporating Distance Domination in Multiobjective Evolutionary Algorithm.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

New Genetic Operators for Solving TSP: Application to Microarray Gene Ordering.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

A Novel 3D Face Recognition Algorithm Using Template Based Registration Strategy and Artificial Neural Networks.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Distribution Based Stemmer Refinement.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

A Chosen Plaintext Steganalysis of Hide4PGP V 2.0.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Learning Similarity Measure of Nominal Features in CBR Classifiers.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Rough Set Feature Selection Methods for Case-Based Categorization of Text Documents.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

2004
Rough-Neuro Computing: An Introduction.
Proceedings of the Rough-Neural Computing: Techniques for Computing with Words., 2004

Rough-SOM with Fuzzy Discretization.
Proceedings of the Rough-Neural Computing: Techniques for Computing with Words., 2004

Multiobjective GAs, quantitative indices, and pattern classification.
IEEE Trans. Syst. Man Cybern. Part B, 2004

Case Generation Using Rough Sets with Fuzzy Representation.
IEEE Trans. Knowl. Data Eng., 2004

Segmentation of multispectral remote sensing images using active support vector machines.
Pattern Recognit. Lett., 2004

A Probabilistic Active Support Vector Learning Algorithm.
IEEE Trans. Pattern Anal. Mach. Intell., 2004

Soft computing data mining.
Inf. Sci., 2004

Soft data mining, computational theory of perceptions, and rough-fuzzy approach.
Inf. Sci., 2004

Case-Based Reasoning: Concepts, Features and Soft Computing.
Appl. Intell., 2004

Rough Self Organizing Map.
Appl. Intell., 2004

Preface.
Appl. Intell., 2004

A Report of Activities at the WIC-India Research Center.
Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2004), 2004

A Fuzzy-Rough Method for Concept-Based Document Expansion.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

Neurocomputing for Certain Bioinformatics Tasks.
Proceedings of the Monitoring, Security, and Rescue Techniques in Multiagent Systems, 2004

New Operators of Genetic Algorithms for Traveling Salesman Problem.
Proceedings of the 17th International Conference on Pattern Recognition, 2004

2003
Rough-Fuzzy MLP: Modular Evolution, Rule Generation, and Evaluation.
IEEE Trans. Knowl. Data Eng., 2003

Fuzzy discretization of feature space for a rough set classifier.
Pattern Recognit. Lett., 2003

Preface.
Pattern Recognit. Lett., 2003

Non-convex clustering using expectation maximization algorithm with rough set initialization.
Pattern Recognit. Lett., 2003

Incorporating Ancestors' Influence in Genetic Algorithms.
Appl. Intell., 2003

Rough-Fuzzy Granular Computing, Case Based Reasoning and Data Mining.
Proceedings of the Fuzzy Logic and Applications, 5th International Workshop, 2003

Topic Continuity for Web Document Categorization and Ranking.
Proceedings of the 2003 IEEE / WIC International Conference on Web Intelligence, 2003

Rough Sets, EM Algorithm, MST and Multispectral Image Segmentation.
Proceedings of the Rough Sets, 2003

Active Support Vector Machines for Pixel Classification in Remote Sensing Images.
Proceedings of the 1st Indian International Conference on Artificial Intelligence, 2003

2002
A novel face recognition system using hybrid neural and dual eigenspaces methods.
IEEE Trans. Syst. Man Cybern. Part A, 2002

Fuzzy decision tree, linguistic rules and fuzzy knowledge-based network: generation and evaluation.
IEEE Trans. Syst. Man Cybern. Part C, 2002

Web mining in soft computing framework: relevance, state of the art and future directions.
IEEE Trans. Neural Networks, 2002

Data mining in soft computing framework: a survey.
IEEE Trans. Neural Networks, 2002

Multispectral image segmentation using the rough-set-initialized EM algorithm.
IEEE Trans. Geosci. Remote. Sens., 2002

Density-Based Multiscale Data Condensation.
IEEE Trans. Pattern Anal. Mach. Intell., 2002

Unsupervised Feature Selection Using Feature Similarity.
IEEE Trans. Pattern Anal. Mach. Intell., 2002

Unsupervised feature extraction using neuro-fuzzy approach.
Fuzzy Sets Syst., 2002

2001
Pixel classification using variable string genetic algorithms with chromosome differentiation.
IEEE Trans. Geosci. Remote. Sens., 2001

Incorporation of Fuzziness in ID3 and Generation of Network Architerture.
Neural Comput. Appl., 2001

Evolutionary Modular MLP with Rough Sets and ID3 Algorithm for Staging of Cervical Cancer.
Neural Comput. Appl., 2001

A connectionist model for selection of cases.
Inf. Sci., 2001

Presenting the special issue on Rough-neuro computing : Preface.
Neurocomputing, 2001

Evolutionary modular design of rough knowledge-based network using fuzzy attributes.
Neurocomputing, 2001

Fuzzy Image Processing and Recognition: Uncertainty Handling and Applications.
Int. J. Image Graph., 2001

Soft Computing Pattern Recognition: Principles, Integrations, and Data Mining.
Proceedings of the New Frontiers in Artificial Intelligence, 2001

Case Based Systems: A Neuro-Fuzzy Method for Selecting Cases.
Proceedings of the Soft Computing in Case Based Reasoning, 2001

2000
Parallel system design for time-delay neural networks.
IEEE Trans. Syst. Man Cybern. Part C, 2000

VGA-Classifier: design and applications.
IEEE Trans. Syst. Man Cybern. Part B, 2000

A fuzzy clustering neural networks (FCNs) system design methodology.
IEEE Trans. Neural Networks Learn. Syst., 2000

Unsupervised feature evaluation: a neuro-fuzzy approach.
IEEE Trans. Neural Networks Learn. Syst., 2000

Staging of cervical cancer with soft computing.
IEEE Trans. Biomed. Eng., 2000

A connectionist model for convex-hull of a planar set.
Neural Networks, 2000

Data Condensation in Large Databases by Incremental Learning with Support Vector Machines.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

1999
Neuro-fuzzy feature evaluation with theoretical analysis.
Neural Networks, 1999

Connectionist object recognition: methods and methodologies.
Int. J. Syst. Sci., 1999

Relation Between VGA-classifier and MLP : Determination of Network Architecture.
Fundam. Informaticae, 1999

Modular Rough Fuzzy MLP: Evolutionary Design.
Proceedings of the New Directions in Rough Sets, 1999

1998
Genetic algorithms for generation of class boundaries.
IEEE Trans. Syst. Man Cybern. Part B, 1998

Rough fuzzy MLP: knowledge encoding and classification.
IEEE Trans. Neural Networks, 1998

A new gray level based Hough transform for region extraction: An application to IRS images.
Pattern Recognit. Lett., 1998

Unsupervised feature selection using a neuro-fuzzy approach.
Pattern Recognit. Lett., 1998

Pattern classification using genetic algorithms: Determination of H.
Pattern Recognit. Lett., 1998

Noisy fingerprints classification with directional FFT based features using MLP.
Neural Comput. Appl., 1998

Rough Knowledge-based Network, Fuzziness and Classification.
Neural Comput. Appl., 1998

Fuzzy Feature Evaluation Index and Connectionist Realization.
Inf. Sci., 1998

Genotypic and Phenotypic Assortative Mating in Genetic Algorithm.
Inf. Sci., 1998

Fuzzy Feature Evaluation Index and Connectionist Realization - II. Theoretical Analysis.
Inf. Sci., 1998

Simulated Annealing Based Pattern Classification.
Inf. Sci., 1998

Incorporating Chromosome Differentaition in Genetic Algorithms.
Inf. Sci., 1998

epsilon-Optimal Stopping Time for Genetic Algorithms.
Fundam. Informaticae, 1998

Expert systems in soft computing paradigm.
Proceedings of the Fuzzy logic and expert systems applications., 1998

1997
Knowledge-based fuzzy MLP for classification and rule generation.
IEEE Trans. Neural Networks, 1997

Pattern classification with genetic algorithms: Incorporation of chromosome differentiation.
Pattern Recognit. Lett., 1997

Feature analysis: Neural network and fuzzy set theoretic approaches.
Pattern Recognit., 1997

Designing Hopfield Type Networks Using Genetic Algorithms and Its Comparison with Simulated Annealing.
Int. J. Pattern Recognit. Artif. Intell., 1997

Knowledge-based fuzzy MLP with rough sets.
Proceedings of International Conference on Neural Networks (ICNN'97), 1997

1996
Fuzzy self-organization, inferencing, and rule generation.
IEEE Trans. Syst. Man Cybern. Part A, 1996

Analysis of IRS imagery for detecting man-made objects with a multivalued recognition system.
IEEE Trans. Syst. Man Cybern. Part A, 1996

Smoothing of digital images using the concept of diffusion process.
Pattern Recognit., 1996

Roughness of a Fuzzy Set.
Inf. Sci., 1996

Review Neuro-fuzzy computing for image processing and pattern recognition.
Int. J. Syst. Sci., 1996

A self-organizing network for mixed category perception.
Neurocomputing, 1996

Noisy fingerprint classification using multilayer perceptron with fuzzy geometrical and textural features.
Fuzzy Sets Syst., 1996

Neurocomputing: Motivations, Models, and Hybridization - Guest Editors' Introduction.
Computer, 1996

GA-based pattern classification: theoretical and experimental studies.
Proceedings of the 13th International Conference on Pattern Recognition, 1996

Feature selection: a neuro-fuzzy approach.
Proceedings of International Conference on Neural Networks (ICNN'96), 1996

1995
Fuzzy multi-layer perceptron, inferencing and rule generation.
IEEE Trans. Neural Networks, 1995

Modeling of component failure in neural networks for robustness evaluation: an application to object extraction.
IEEE Trans. Neural Networks, 1995

PsyCOP-a psychologically motivated connectionist system for object perception.
IEEE Trans. Neural Networks, 1995

X-tron: an incremental connectionist model for category perception.
IEEE Trans. Neural Networks, 1995

Pattern classification with genetic algorithms.
Pattern Recognit. Lett., 1995

A connectionist system for learning and recognition of structures: Application to handwritten characters.
Neural Networks, 1995

Motion Frame Analysis and Scene Abstraction: Discrimination Ability of Fuzziness Measures.
J. Intell. Fuzzy Syst., 1995

Image Coding Using Modified Bezier-Bernstein Approximation.
Inf. Sci., 1995

Cluster detection using neural networks.
Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995

A model for mixed category perception based on absolute feature values.
Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995

1994
Self-organizing neural network as a fuzzy classifier.
IEEE Trans. Syst. Man Cybern., 1994

Theoretical Performance of a Multivalued Recognition System.
IEEE Trans. Syst. Man Cybern. Syst., 1994

Genetic algorithms for optimal image enhancement.
Pattern Recognit. Lett., 1994

Logical operation based fuzzy MLP for classification and rule generation.
Neural Networks, 1994

Fingerpring Classification Using a Fuzzy Multilayer Perceptron.
Neural Comput. Appl., 1994

Fuzzy Versions of Kohonen's Net and MLP-Based Classification: Performance Evaluation for Certain Nonconvex Decision Regions.
Inf. Sci., 1994

Selection of Optimal Set of Weights in a Layered Network Using Genetic Algorithms.
Inf. Sci., 1994

Directed Mutation in Gennetic Algorithms.
Inf. Sci., 1994

A Remote Sensing Application of a fuzzy Classifier.
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 1994

1993
Self-organization for object extraction using a multilayer neural network and fuzziness measures.
IEEE Trans. Fuzzy Syst., 1993

A review on image segmentation techniques.
Pattern Recognit., 1993

Uncertainty management in space station autonomous research: Pattern recognition perspective.
Inf. Sci., 1993

Matching of Structural Shape Descriptions with Hopfield Net.
Int. J. Pattern Recognit. Artif. Intell., 1993

1992
Formulation of a multivalued recognition system.
IEEE Trans. Syst. Man Cybern., 1992

Multilayer perceptron, fuzzy sets, and classification.
IEEE Trans. Neural Networks, 1992

Neural network, self-organization and object extraction.
Pattern Recognit. Lett., 1992

Effect of wrong samples on the convergence of learning processes. II. A remedy.
Inf. Sci., 1992

Higher order fuzzy entropy and hybrid entropy of a set.
Inf. Sci., 1992

Some properties of the exponential entropy.
Inf. Sci., 1992

Linguistic recognition system based on approximate reasoning.
Inf. Sci., 1992

Image segmentation using fuzzy correlation.
Inf. Sci., 1992

Spectral fuzzy sets and soft thresholding.
Inf. Sci., 1992

Fuzzy set theoretic measures for automatic feature evaluation: II.
Inf. Sci., 1992

Histogram thresholding by minimizing graylevel fuzziness.
Inf. Sci., 1992

Bounds for membership functions: A correlation-based approach.
Inf. Sci., 1992

Object Background Classification Using Hopfield Type Neural Network.
Int. J. Pattern Recognit. Artif. Intell., 1992

1991
Entropy: a new definition and its applications.
IEEE Trans. Syst. Man Cybern., 1991

A fuzzy medial axis transformation based on fuzzy disks.
Pattern Recognit. Lett., 1991

Effect of wrong samples on the convergence of learning processes.
Inf. Sci., 1991

Image Model, Poisson Distribution and Object Extraction.
Int. J. Pattern Recognit. Artif. Intell., 1991

Image segmentation using a neural network.
Biol. Cybern., 1991

1990
Fuzzy dynamic clustering algorithm.
Pattern Recognit. Lett., 1990

Index of area coverage of fuzzy image subsets and object extraction.
Pattern Recognit. Lett., 1990

Pattern recognition techniques in analyzing the effect of thiourea on brain neurosecretory cells.
Pattern Recognit. Lett., 1990

Fuzzy thresholding: mathematical framework, bound functions and weighted moving average technique.
Pattern Recognit. Lett., 1990

Automatic selection of object enhancement operator with quantitative justification based on fuzzy set theoretic measures.
Pattern Recognit. Lett., 1990

Generalized guard-zone algorithm (GGA) for learning: automatic selection of threshold.
Pattern Recognit., 1990

1989
Fuzzy skeletonization of an image.
Pattern Recognit. Lett., 1989

1988
Approximate coding of digital contours.
IEEE Trans. Syst. Man Cybern., 1988

Image enhancement and thresholding by optimization of fuzzy compactness.
Pattern Recognit. Lett., 1988

Dynamic guard zone for self-supervised learning.
Pattern Recognit. Lett., 1988

A note on grey level-intensity transformation: effect on HVS thresholding.
Pattern Recognit. Lett., 1988

Binary contour coding using Bézier approximation.
Pattern Recognit. Lett., 1988

1987
Segmentation using contrast and homogeneity measures.
Pattern Recognit. Lett., 1987

On the convergence of "A self-supervised vowel recognition system".
Pattern Recognit., 1987

1986
Fuzzy Grammars in Syntactic Recognition of Skeletal Maturity from X-Rays.
IEEE Trans. Syst. Man Cybern., 1986

Fuzzy Set Theoretic Measure for Automatic Feature Evaluation.
IEEE Trans. Syst. Man Cybern., 1986

A generalised learning algorithm based on guard zones.
Pattern Recognit. Lett., 1986

Fuzzy measures in determining seed points in clustering.
Pattern Recognit. Lett., 1986

A measure of edge ambiguity using fuzzy sets.
Pattern Recognit. Lett., 1986

Thresholding for edge detection using human psychovisual phenomena.
Pattern Recognit. Lett., 1986

1984
Syntactic recognition of skeletal maturity.
Pattern Recognit. Lett., 1984

Intraclass and interclass ambiguities (fuzziness) in feature evaluation.
Pattern Recognit. Lett., 1984

1983
Image description and primitive extraction using fuzzy sets.
IEEE Trans. Syst. Man Cybern., 1983

Automatic grey level thresholding through index of fuzziness and entropy.
Pattern Recognit. Lett., 1983

Grey level thresholding using second-order statistics.
Pattern Recognit. Lett., 1983

On Edge Detection of X-Ray Images Using Fuzzy Sets.
IEEE Trans. Pattern Anal. Mach. Intell., 1983

1982
A Note on the Quantitative Measure of Image Enhancement Through Fuzziness.
IEEE Trans. Pattern Anal. Mach. Intell., 1982

1981
Application of fuzzy set theory in detecting x-ray edges.
Proceedings of the IEEE International Conference on Acoustics, 1981

1980
A self-supervised vowel recognition system.
Pattern Recognit., 1980

1978
Correction to "On Automatic Plosive Identification Using Fuzziness in Property Sets".
IEEE Trans. Syst. Man Cybern., 1978


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