Professor Jim Bezdek

Recent publications

  1. Rathore P, Kumar D, Bezdek J, Rajasegarar S, Palaniswami M. A Rapid Hybrid Clustering Algorithm for Large Volumes of High Dimensional Data. IEEE Transactions on Knowledge and Data Engineering. IEEE Computer Society. 2018. DOI: 10.1109/TKDE.2018.2842191
  2. Rathore P, Ghafoori Z, Bezdek J, Palaniswami M, Leckie C. Approximating Dunn's Cluster Validity Indices for Partitions of Big Data. IEEE Transactions on Cybernetics. Institute of Electrical and Electronics Engineers. 2018, Vol. PP. DOI: 10.1109/TCYB.2018.2806886
  3. Ghafoori Z, Monazam Erfani S, Rajasegarar S, Bezdek J, Karunasekera S, Leckie C. Efficient Unsupervised Parameter Estimation for One-Class Support Vector Machines. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. Institute of Electrical and Electronics Engineers. 2018, Vol. 29, Issue 10. DOI: 10.1109/TNNLS.2017.2785792
  4. Rathore P, Bezdek J, Monazam Erfani S, Rajasegarar S, Palaniswami M. Ensemble Fuzzy Clustering Using Cumulative Aggregation on Random Projections. IEEE TRANSACTIONS ON FUZZY SYSTEMS. IEE Institute of Electronic Engineers. 2018, Vol. 26, Issue 3. DOI: 10.1109/TFUZZ.2017.2729501
  5. Lyu L, Bezdek J, Law YW, He X, Palaniswami M. Privacy-preserving collaborative fuzzy clustering. DATA & KNOWLEDGE ENGINEERING. Elsevier. 2018, Vol. 116. DOI: 10.1016/j.datak.2018.05.002
  6. Kumar D, Bezdek J, Rajasegarar S, Leckie C, Palaniswami M. A visual-numeric approach to clustering and anomaly detection for trajectory data. VISUAL COMPUTER. Springer. 2017, Vol. 33, Issue 3. DOI: 10.1007/s00371-015-1192-x
  7. Moshtaghi M, Monazam Erfani S, Leckie C, Bezdek J. Exponentially Weighted Ellipsoidal Model for Anomaly Detection. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS. John Wiley & Sons. 2017, Vol. 32, Issue 9. DOI: 10.1002/int.21875
  8. Lei Y, Bezdek J, Chan J, Nguyen X, Romano S, Bailey J. Extending Information-Theoretic Validity Indices for Fuzzy Clustering. IEEE TRANSACTIONS ON FUZZY SYSTEMS. IEE Institute of Electronic Engineers. 2017, Vol. 25, Issue 4. DOI: 10.1109/TFUZZ.2016.2584644
  9. Salehi M, Leckie C, Bezdek J, Vaithianathan T, Zhang X. Fast Memory Efficient Local Outlier Detection in Data Streams (Extended Abstract). 2017 IEEE 33RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2017). IEEE Computer Society. 2017. DOI: 10.1109/ICDE.2017.32
  10. Fahiman F, Bezdek J, Monazam Erfani S, Palaniswami M, Leckie C. Fuzzy c-Shape: A new algorithm for clustering finite time series waveforms. 2017 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE). Institute of Electrical and Electronics Engineers. 2017. DOI: 10.1109/FUZZ-IEEE.2017.8015525
  11. Lei Y, Bezdek J, Romano S, Nguyen X, Chan J, Bailey J. Ground truth bias in external cluster validity indices. PATTERN RECOGNITION. Pergamon-Elsevier Science. 2017, Vol. 65. DOI: 10.1016/j.patcog.2016.12.003
  12. Kumar D, Bezdek J, Palaniswami M, Rajasegarar S, Leckie C, Havens TC. A Hybrid Approach to Clustering in Big Data. IEEE TRANSACTIONS ON CYBERNETICS. Institute of Electrical and Electronics Engineers. 2016, Vol. 46, Issue 10. DOI: 10.1109/TCYB.2015.2477416
  13. Kumar D, Bezdek J, Rajasegarar S, Palaniswami M, Leckie C, Chan J, Gubbi Lakshminarasimha J. Adaptive Cluster Tendency Visualization and Anomaly Detection for Streaming Data. ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA. Association for Computing Machinery (ACM). 2016, Vol. 11, Issue 2. DOI: 10.1145/2997656
  14. Salehi M, Leckie C, Bezdek J, Vaithianathan T, Zhang X. Fast Memory Efficient Local Outlier Detection in Data Streams. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. IEEE Computer Society. 2016, Vol. 28, Issue 12. DOI: 10.1109/TKDE.2016.2597833
  15. Moshtaghi M, Leckie C, Bezdek J. Online clustering of multivariate time-series. 16th SIAM International Conference on Data Mining 2016, SDM 2016. 2016.

View a full list of publications on the University of Melbourne’s ‘Find An Expert’ profile