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. 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
  4. 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
  5. 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
  6. 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
  7. 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. 2018. DOI: 10.1002/int.22064
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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

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