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. 2019, Vol. 31, Issue 4. DOI: 10.1109/TKDE.2018.2842191
  2. Nguyen TT, Dang MT, Liew AWC, Bezdek J. A weighted multiple classifier framework based on random projection. Information Sciences. Elsevier. 2019, Vol. 490. DOI: 10.1016/j.ins.2019.03.067
  3. 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. 2019, Vol. 49, Issue 5. DOI: 10.1109/TCYB.2018.2806886
  4. Ruspini EH, Bezdek J, Keller JM. Fuzzy clustering: A historical perspective. IEEE Computational Intelligence Magazine. IEEE - Institute of Electrical and Electronic Engineers. 2019, Vol. 14, Issue 1. DOI: 10.1109/MCI.2018.2881643
  5. Moshtaghi M, Bezdek J, Monazam Erfani S, Leckie C, Bailey J. Online cluster validity indices for performance monitoring of streaming data clustering. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS. John Wiley & Sons. 2019, Vol. 34, Issue 4. DOI: 10.1002/int.22064
  6. Ibrahim OA, Keller JM, Bezdek J. Analysis of streaming clustering using an incremental validity index. IEEE International Conference on Fuzzy Systems. Institute of Electrical and Electronics Engineers. 2018, Vol. 2018-July. DOI: 10.1109/Fuzz-Ieee.2018.8491558
  7. Rathore P, Bezdek J, Kumar D, Rajasegarar S, Palaniswami M. Approximate Cluster Heat Maps of Large High-Dimensional Data. 2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR). I EEE Xplore. 2018.
  8. Kumar D, Ghafoori Z, Bezdek J, Leckie C, Kotagiri R, Palaniswami M. Dealing with Inliers in Feature Vector Data. INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS. World Scientific Publishing Co. 2018, Vol. 26. DOI: 10.1142/S021848851840010x
  9. 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
  10. 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
  11. Mahallati S, Bezdek J, Kumar D, Popovic MR, Valiante TA. Interpreting cluster structure in waveform data with visual assessment and Dunn’s index. Studies in Computational Intelligence. Springer. 2018, Vol. 739. DOI: 10.1007/978-3-319-67789-7_6
  12. 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
  13. 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
  14. 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
  15. 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

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