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. Lyu L, Bezdek J, He X, Jin J. Fog-Embedded Deep Learning for the Internet of Things. IEEE Transactions on Industrial Informatics. IEEE - Institute of Electrical and Electronic Engineers. 2019, Vol. 15, Issue 7. DOI: 10.1109/TII.2019.2912465
  5. 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
  6. 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
  7. Runkler TA, Bezdek J. Optimizing the C index using a canonical genetic algorithm. 22nd International Conference on the Applications of Evolutionary Computation. Springer Verlag. 2019, Vol. 11454 LNCS. DOI: 10.1007/978-3-030-16692-2_19
  8. Zameni M, He M, Moshtaghi M, Ghafoori Z, Leckie C, Bezdek J, Kotagiri R. Urban sensing for anomalous event detection: Distinguishing between legitimate traffic changes and abnormal traffic variability. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag. 2019, Vol. 11053 LNAI. DOI: 10.1007/978-3-030-10997-4_34
  9. Ibrahim OA, Keller JM, Bezdek J. Analysis of streaming clustering using an incremental validity index. 2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). Institute of Electrical and Electronics Engineers. 2018, Vol. 2018-July. DOI: 10.1109/FUZZ-IEEE.2018.8491558
  10. 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. DOI: 10.1109/ICPR.2018.8545519
  11. 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
  12. 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
  13. 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
  14. Rathore P, Ghafoori Z, Bezdek J, Palaniswami M, Leckie C. Estimating Generalized Dunn's Cluster Validity Indices for Big Data. 2018 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC). IEEE. 2018. DOI: 10.1109/SMC.2018.00120
  15. 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

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