James C. Bezdek

ORCID

Publication Activity (10 Years)

Years Active: 1975-2024
Publications (10 Years): 52

Top Venues

CoRR

IEEE Trans. Fuzzy Syst.

FUZZ-IEEE

IEEE Trans. Knowl. Data Eng.

Publications

Omar A. Ibrahim, Jianxi Wang, Marek Z. Reformat, Petr Musilek, James C. Bezdek
Generalized Deep Embedded Fuzzy C-Means for Clustering High-Dimensional Data. FUZZ (2024)
Wenlong Wu, James M. Keller, Jeffrey Dale, James C. Bezdek
StreamSoNG: A Soft Streaming Classification Approach. IEEE Trans. Emerg. Top. Comput. Intell. 6 (3) (2022)
Yousef Kowsar, Masud Moshtaghi, Eduardo Velloso, James C. Bezdek, Lars Kulik, Christopher Leckie
Shape-Sphere: A metric space for analysing time series by their shape. Inf. Sci. 582 (2022)
Punit Rathore, Dheeraj Kumar, James C. Bezdek, Sutharshan Rajasegarar, Marimuthu Palaniswami
Visual Structural Assessment and Anomaly Detection for High-Velocity Data Streams. IEEE Trans. Cybern. 51 (12) (2021)
Omar A. Ibrahim, James M. Keller, James C. Bezdek
Evaluating Evolving Structure in Streaming Data With Modified Dunn's Indices. IEEE Trans. Emerg. Top. Comput. Intell. 5 (2) (2021)
James C. Bezdek, James M. Keller
Streaming Data Analysis: Clustering or Classification? IEEE Trans. Syst. Man Cybern. Syst. 51 (1) (2021)
Lingjuan Lyu, James C. Bezdek, Jiong Jin, Yang Yang
FORESEEN: Towards Differentially Private Deep Inference for Intelligent Internet of Things. IEEE J. Sel. Areas Commun. 38 (10) (2020)
Dheeraj Kumar, James C. Bezdek
Clustering tendency assessment for datasets having inter-cluster density variations. SPCOM (2020)
Punit Rathore, James C. Bezdek, Paolo Santi, Carlo Ratti
ConiVAT: Cluster Tendency Assessment and Clustering with Partial Background Knowledge. CoRR (2020)
Wenlong Wu, James M. Keller, Jeffrey Dale, James C. Bezdek
StreamSoNG: A Soft Streaming Classification Approach. CoRR (2020)
Zahra Ghafoori, Sarah M. Erfani, James C. Bezdek, Shanika Karunasekera, Christopher Leckie
LN-SNE: Log-Normal Distributed Stochastic Neighbor Embedding for Anomaly Detection. IEEE Trans. Knowl. Data Eng. 32 (4) (2020)
Omar A. Ibrahim, James Keller, James C. Bezdek, Mihail Popescu
Experiments with Maximin Sampling. FUZZ-IEEE (2020)
Lingjuan Lyu, James C. Bezdek, Xuanli He, Jiong Jin
Fog-Embedded Deep Learning for the Internet of Things. IEEE Trans. Ind. Informatics 15 (7) (2019)
Masud Moshtaghi, James C. Bezdek, Sarah M. Erfani, Christopher Leckie, James Bailey
Online cluster validity indices for performance monitoring of streaming data clustering. Int. J. Intell. Syst. 34 (4) (2019)
Enrique H. Ruspini, James C. Bezdek, James M. Keller
Fuzzy Clustering: A Historical Perspective. IEEE Comput. Intell. Mag. 14 (1) (2019)
Tien Thanh Nguyen, Manh Truong Dang, Alan Wee-Chung Liew, James C. Bezdek
A weighted multiple classifier framework based on random projection. Inf. Sci. 490 (2019)
Punit Rathore, Zahra Ghafoori, James C. Bezdek, Marimuthu Palaniswami, Christopher Leckie
Approximating Dunn's Cluster Validity Indices for Partitions of Big Data. IEEE Trans. Cybern. 49 (5) (2019)
Thomas A. Runkler, James C. Bezdek
Optimizing the C Index Using a Canonical Genetic Algorithm. EvoApplications (2019)
Jia Shun Low, Zahra Ghafoori, James C. Bezdek, Christopher Leckie
Seeding on Samples for Accelerating K-Means Clustering. BDIOT (2019)
Zahra Ghafoori, James C. Bezdek, Christopher Leckie, Shanika Karunasekera
Unsupervised and Active Learning Using Maximin-Based Anomaly Detection. ECML/PKDD (1) (2019)
Punit Rathore, Dheeraj Kumar, James C. Bezdek, Sutharshan Rajasegarar, Marimuthu Palaniswami
A Rapid Hybrid Clustering Algorithm for Large Volumes of High Dimensional Data. IEEE Trans. Knowl. Data Eng. 31 (4) (2019)
Shreyasi Datta, James C. Bezdek, Marimuthu Palaniswami
Experiments with Dissimilarity Measures for Clustering Waveform Data from Wearable Sensors. SSCI (2019)
Punit Rathore, Dheeraj Kumar, Sutharshan Rajasegarar, Marimuthu Palaniswami, James C. Bezdek
A Scalable Framework for Trajectory Prediction. IEEE Trans. Intell. Transp. Syst. 20 (10) (2019)
Omar A. Ibrahim, James M. Keller, James C. Bezdek
Analysis of Streaming Clustering Using an Incremental Validity Index. FUZZ-IEEE (2018)
Punit Rathore, Zahra Ghafoori, James C. Bezdek, Marimuthu Palaniswami, Christopher Leckie
Estimating Generalized Dunn's Cluster Validity Indices for Big Data. SMC (2018)
Lingjuan Lyu, James C. Bezdek, Yee Wei Law, Xuanli He, Marimuthu Palaniswami
Privacy-preserving collaborative fuzzy clustering. Data Knowl. Eng. 116 (2018)
Masud Moshtaghi, James C. Bezdek, Sarah M. Erfani, Christopher Leckie, James Bailey
Online Cluster Validity Indices for Streaming Data. CoRR (2018)
Dheeraj Kumar, Zahra Ghafoori, James C. Bezdek, Christopher Leckie, Kotagiri Ramamohanarao, Marimuthu Palaniswami
Dealing with Inliers in Feature Vector Data. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 26 (Supplement-2) (2018)
James C. Bezdek, James M. Keller, Nikhil R. Pal, Chin-Teng Lin, Jonathan M. Garibaldi
Editorial Celebrating 25 Years of the IEEE Transactions on Fuzzy Systems. IEEE Trans. Fuzzy Syst. 26 (1) (2018)
Punit Rathore, Dheeraj Kumar, Sutharshan Rajasegarar, Marimuthu Palaniswami, James C. Bezdek
A Scalable Framework for Trajectory Prediction. CoRR (2018)
Masoomeh Zameni, Mengyi He, Masud Moshtaghi, Zahra Ghafoori, Christopher Leckie, James C. Bezdek, Kotagiri Ramamohanarao
Urban Sensing for Anomalous Event Detection: - Distinguishing Between Legitimate Traffic Changes and Abnormal Traffic Variability. ECML/PKDD (3) (2018)
Punit Rathore, James C. Bezdek, Dheeraj Kumar, Sutharshan Rajasegarar, Marimuthu Palaniswami
Approximate Cluster Heat Maps of Large High-Dimensional Data. ICPR (2018)
Punit Rathore, James C. Bezdek, Sarah M. Erfani, Sutharshan Rajasegarar, Marimuthu Palaniswami
Ensemble Fuzzy Clustering Using Cumulative Aggregation on Random Projections. IEEE Trans. Fuzzy Syst. 26 (3) (2018)
Zahra Ghafoori, Sarah M. Erfani, Sutharshan Rajasegarar, James C. Bezdek, Shanika Karunasekera, Christopher Leckie
Efficient Unsupervised Parameter Estimation for One-Class Support Vector Machines. IEEE Trans. Neural Networks Learn. Syst. 29 (10) (2018)
Yang Lei, James C. Bezdek, Simone Romano, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey
Ground truth bias in external cluster validity indices. Pattern Recognit. 65 (2017)
Fateme Fahiman, James C. Bezdek, Sarah M. Erfani, Marimuthu Palaniswami, Christopher Leckie
Fuzzy c-Shape: A new algorithm for clustering finite time series waveforms. FUZZ-IEEE (2017)
Yang Lei, James C. Bezdek, Jeffrey Chan, Xuan Vinh Nguyen, Simone Romano, James Bailey
Extending Information-Theoretic Validity Indices for Fuzzy Clustering. IEEE Trans. Fuzzy Syst. 25 (4) (2017)
Tien Thanh Nguyen, Thi Thu Thuy Nguyen, Xuan Cuong Pham, Alan Wee-Chung Liew, James C. Bezdek
An ensemble-based online learning algorithm for streaming data. CoRR (2017)
Masud Moshtaghi, Sarah M. Erfani, Christopher Leckie, James C. Bezdek
Exponentially Weighted Ellipsoidal Model for Anomaly Detection. Int. J. Intell. Syst. 32 (9) (2017)
Dheeraj Kumar, James C. Bezdek, Sutharshan Rajasegarar, Christopher Leckie, Marimuthu Palaniswami
A visual-numeric approach to clustering and anomaly detection for trajectory data. Vis. Comput. 33 (3) (2017)
Mahsa Salehi, Christopher Leckie, James C. Bezdek, Tharshan Vaithianathan, Xuyun Zhang
Fast Memory Efficient Local Outlier Detection in Data Streams (Extended Abstract). ICDE (2017)
Yang Lei, James C. Bezdek, Simone Romano, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey
Ground Truth Bias in External Cluster Validity Indices. CoRR (2016)
Dheeraj Kumar, James C. Bezdek, Sutharshan Rajasegarar, Marimuthu Palaniswami, Christopher Leckie, Jeffrey Chan, Jayavardhana Gubbi
Adaptive Cluster Tendency Visualization and Anomaly Detection for Streaming Data. ACM Trans. Knowl. Discov. Data 11 (2) (2016)
Masud Moshtaghi, Christopher Leckie, James C. Bezdek
Online Clustering of Multivariate Time-series. SDM (2016)
Mahsa Salehi, Christopher Leckie, James C. Bezdek, Tharshan Vaithianathan, Xuyun Zhang
Fast Memory Efficient Local Outlier Detection in Data Streams. IEEE Trans. Knowl. Data Eng. 28 (12) (2016)
James C. Bezdek, Masud Moshtaghi, Thomas A. Runkler, Christopher Leckie
The Generalized C Index for Internal Fuzzy Cluster Validity. IEEE Trans. Fuzzy Syst. 24 (6) (2016)
Laurence Anthony F. Park, James C. Bezdek, Christopher Leckie, Kotagiri Ramamohanarao, James Bailey, Marimuthu Palaniswami
Visual Assessment of Clustering Tendency for Incomplete Data. IEEE Trans. Knowl. Data Eng. 28 (12) (2016)
Mahsa Salehi, Xuyun Zhang, James C. Bezdek, Christopher Leckie
Smart Sampling: A Novel Unsupervised Boosting Approach for Outlier Detection. Australasian Conference on Artificial Intelligence (2016)
Dheeraj Kumar, James C. Bezdek, Marimuthu Palaniswami, Sutharshan Rajasegarar, Christopher Leckie, Timothy Craig Havens
A Hybrid Approach to Clustering in Big Data. IEEE Trans. Cybern. 46 (10) (2016)
James C. Bezdek, Xiuyi Ye, Mihail Popescu, James Keller, Alina Zare
Random projection below the JL limit. IJCNN (2016)
Fateme Fahiman, James C. Bezdek, Sarah M. Erfani, Christopher Leckie, Marimuthu Palaniswami
Fuzzy c-Shape: A new algorithm for clustering finite time series waveforms. CoRR (2016)
Akshay Jain, James M. Keller, James C. Bezdek
Quantitative and qualitative comparison of periodic sensor data. BHI (2016)
James C. Bezdek, Didier Dubois, Henri Prade
The posterity of Zadeh's 50-year-old paper. FUZZ-IEEE (2015)
Mihail Popescu, James Keller, James C. Bezdek, Alina Zare
Random projections fuzzy c-means (RPFCM) for big data clustering. FUZZ-IEEE (2015)
Mahsa Salehi, Christopher Leckie, James C. Bezdek, Tharshan Vaithianathan
Local outlier detection for data streams in sensor networks: Revisiting the utility problem invited paper. ISSNIP (2015)
Masud Moshtaghi, James C. Bezdek, Christopher Leckie, Shanika Karunasekera, Marimuthu Palaniswami
Evolving Fuzzy Rules for Anomaly Detection in Data Streams. IEEE Trans. Fuzzy Syst. 23 (3) (2015)
Sutharshan Rajasegarar, Timothy C. Havens, Shanika Karunasekera, Christopher Leckie, James C. Bezdek, Milan Jamriska, Ajith Gunatilaka, Alex Skvortsov, Marimuthu Palaniswami
High-Resolution Monitoring of Atmospheric Pollutants Using a System of Low-Cost Sensors. IEEE Trans. Geosci. Remote. Sens. 52 (7) (2014)
Mohammed Khalilia, James C. Bezdek, Mihail Popescu, James M. Keller
Improvements to the relational fuzzy c-means clustering algorithm. Pattern Recognit. 47 (12) (2014)
Thomas A. Runkler, James C. Bezdek
Multidimensional scaling with multiswarming. IEEE Congress on Evolutionary Computation (2014)
Masud Moshtaghi, James C. Bezdek, Timothy C. Havens, Christopher Leckie, Shanika Karunasekera, Sutharshan Rajasegarar, Marimuthu Palaniswami
Streaming analysis in wireless sensor networks. Wirel. Commun. Mob. Comput. 14 (9) (2014)
Yang Lei, James C. Bezdek, Jeffrey Chan, Xuan Vinh Nguyen, Simone Romano, James Bailey
Generalized information theoretic cluster validity indices for soft clusterings. CIDM (2014)
Anna Wilbik, James M. Keller, James C. Bezdek
Linguistic Prototypes for Data From Eldercare Residents. IEEE Trans. Fuzzy Syst. 22 (1) (2014)
Timothy C. Havens, James C. Bezdek, Marimuthu Palaniswami
Scalable single linkage hierarchical clustering for big data. ISSNIP (2013)
James C. Bezdek
The Parable of Zoltan. On Fuzziness (1) (2013)
Timothy C. Havens, James C. Bezdek, Christopher Leckie, Kotagiri Ramamohanarao, Marimuthu Palaniswami
A Soft Modularity Function For Detecting Fuzzy Communities in Social Networks. IEEE Trans. Fuzzy Syst. 21 (6) (2013)
Dheeraj Kumar, Marimuthu Palaniswami, Sutharshan Rajasegarar, Christopher Leckie, James C. Bezdek, Timothy C. Havens
clusiVAT: A mixed visual/numerical clustering algorithm for big data. IEEE BigData (2013)
Timothy C. Havens, James C. Bezdek, Christopher Leckie, Jeffrey Chan, Wei Liu, James Bailey, Kotagiri Ramamohanarao, Marimuthu Palaniswami
Clustering and visualization of fuzzy communities in social networks. FUZZ-IEEE (2013)
Mihail Popescu, James C. Bezdek, Timothy C. Havens, James M. Keller
A Cluster Validity Framework Based on Induced Partition Dissimilarity. IEEE Trans. Cybern. 43 (1) (2013)
Timothy C. Havens, James C. Bezdek, Christopher Leckie, Marimuthu Palaniswami
Extension of iVAT to asymmetric matrices. FUZZ-IEEE (2013)
Thomas A. Runkler, James C. Bezdek
Topology Preserving Feature Extraction with Multiswarm Optimization. SMC (2013)
Timothy C. Havens, James C. Bezdek
A new formulation of the coVAT algorithm for visual assessment of clustering tendency in rectangular data. Int. J. Intell. Syst. 27 (6) (2012)
Timothy C. Havens, James C. Bezdek, Christopher Leckie, Lawrence O. Hall, Marimuthu Palaniswami
Fuzzy c-Means Algorithms for Very Large Data. IEEE Trans. Fuzzy Syst. 20 (6) (2012)
Timothy C. Havens, James C. Bezdek
An Efficient Formulation of the Improved Visual Assessment of Cluster Tendency (iVAT) Algorithm. IEEE Trans. Knowl. Data Eng. 24 (5) (2012)
Sutharshan Rajasegarar, James C. Bezdek, Masud Moshtaghi, Christopher Leckie, Timothy C. Havens, Marimuthu Palaniswami
Measures for clustering and anomaly detection in sets of higher dimensional ellipsoids. IJCNN (2012)
Anna Wilbik, James M. Keller, James C. Bezdek
Generation of prototypes from sets of linguistic summaries. FUZZ-IEEE (2012)
Timothy C. Havens, James C. Bezdek, Marimuthu Palaniswami
Cluster validity for kernel fuzzy clustering. FUZZ-IEEE (2012)
Jonathon K. Parker, Lawrence O. Hall, James C. Bezdek
Comparison of scalable fuzzy clustering methods. FUZZ-IEEE (2012)
Masud Moshtaghi, Timothy C. Havens, James C. Bezdek, Laurence Anthony F. Park, Christopher Leckie, Sutharshan Rajasegarar, James M. Keller, Marimuthu Palaniswami
Clustering ellipses for anomaly detection. Pattern Recognit. 44 (1) (2011)
Derek T. Anderson, James M. Keller, Ozy Sjahputera, James C. Bezdek, Mihail Popescu
Comparing soft clusters and partitions. FUZZ-IEEE (2011)
James C. Bezdek
Fuzzy C-means cluster analysis. Scholarpedia 6 (7) (2011)
Liang Wang, Christopher Leckie, Kotagiri Ramamohanarao, James C. Bezdek
Approximate pairwise clustering for large data sets via sampling plus extension. Pattern Recognit. 44 (2) (2011)
Mihail Popescu, James M. Keller, James C. Bezdek, Timothy C. Havens
Correlation cluster validity. SMC (2011)
Masud Moshtaghi, Christopher Leckie, Shanika Karunasekera, James C. Bezdek, Sutharshan Rajasegarar, Marimuthu Palaniswami
Incremental Elliptical Boundary Estimation for Anomaly Detection in Wireless Sensor Networks. ICDM (2011)
James C. Bezdek, Sutharshan Rajasegarar, Masud Moshtaghi, Christopher Leckie, Marimuthu Palaniswami, Timothy C. Havens
Anomaly Detection in Environmental Monitoring Networks [Application Notes]. IEEE Comput. Intell. Mag. 6 (2) (2011)
Derek T. Anderson, James C. Bezdek, Mihail Popescu, James M. Keller
Comparing Fuzzy, Probabilistic, and Possibilistic Partitions. IEEE Trans. Fuzzy Syst. 18 (5) (2010)
James C. Bezdek, Timothy C. Havens, James M. Keller, Christopher Leckie, Laurence Anthony F. Park
Clustering elliptical anomalies in sensor networks. FUZZ-IEEE (2010)
Liang Wang, Uyen T. V. Nguyen, James C. Bezdek, Christopher Leckie, Kotagiri Ramamohanarao
iVAT and aVAT: Enhanced Visual Analysis for Cluster Tendency Assessment. PAKDD (1) (2010)
James C. Bezdek
(Mostly) Fuzzy Clustering in Very Large Data Sets. IJCCI (ICFC-ICNC) (2010)
Timothy C. Havens, James C. Bezdek, James M. Keller
A New Implementation of the co-VAT Algorithm for Visual Assessment of Clusters in Rectangular Relational Data. ICAISC (1) (2010)
Isaac J. Sledge, James C. Bezdek, Timothy C. Havens, James M. Keller
Relational Generalizations of Cluster Validity Indices. IEEE Trans. Fuzzy Syst. 18 (4) (2010)
Sutharshan Rajasegarar, Christopher Leckie, James C. Bezdek, Marimuthu Palaniswami
Centered hyperspherical and hyperellipsoidal one-class support vector machines for anomaly detection in sensor networks. IEEE Trans. Inf. Forensics Secur. 5 (3) (2010)
Timothy C. Havens, James C. Bezdek, Marimuthu Palaniswami
Incremental Kernel Fuzzy c-Means. IJCCI (Selected Papers) (2010)
Isaac J. Sledge, James C. Bezdek, Timothy C. Havens, James M. Keller
A relational dual of the fuzzy possibilistic c-means algorithm. FUZZ-IEEE (2010)
Liang Wang, Xin Geng, James C. Bezdek, Christopher Leckie, Kotagiri Ramamohanarao
Enhanced Visual Analysis for Cluster Tendency Assessment and Data Partitioning. IEEE Trans. Knowl. Data Eng. 22 (10) (2010)
Shaoyi Zhang, Kotagiri Ramamohanarao, James C. Bezdek
EP-based robust weighting scheme for fuzzy SVMs. ADC (2010)
Derek T. Anderson, James C. Bezdek, James M. Keller, Mihail Popescu
A Comparison of Five Fuzzy Rand Indices. IPMU (1) (2010)
Isaac J. Sledge, Timothy C. Havens, James C. Bezdek, James M. Keller
Relational Duals of Cluster-Validity Functions for the c -Means Family. IEEE Trans. Fuzzy Syst. 18 (6) (2010)
Laurence Anthony F. Park, James C. Bezdek, Christopher Leckie
Visualization of clusters in very large rectangular dissimilarity data. ICARA (2009)
Liang Wang, Christopher Leckie, Kotagiri Ramamohanarao, James C. Bezdek
Automatically Determining the Number of Clusters in Unlabeled Data Sets. IEEE Trans. Knowl. Data Eng. 21 (3) (2009)
Mihail Popescu, James C. Bezdek, James M. Keller
eCCV: A new fuzzy cluster validity measure for large relational bioinformatics datasets. FUZZ-IEEE (2009)

James C. Bezdek.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

James C. Bezdek