Professor Jim Bezdek

Recent publications

  1. 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
  2. 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. 2017. DOI: 10.1109/TFUZZ.2017.2729501
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. Moshtaghi M, Leckie C, Bezdek J. Online clustering of multivariate time-series. 16th SIAM International Conference on Data Mining 2016, SDM 2016. 2016.
  12. Salehi M, Zhang X, Bezdek J, Leckie C. Smart sampling: A novel unsupervised boosting approach for outlier detection. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag. 2016, Vol. 9992 LNAI. DOI: 10.1007/978-3-319-50127-7_40
  13. Bezdek J, Moshtaghi M, Runkler T, Leckie C. The Generalized C Index for Internal Fuzzy Cluster Validity. IEEE TRANSACTIONS ON FUZZY SYSTEMS. IEE Institute of Electronic Engineers. 2016, Vol. 24, Issue 6. DOI: 10.1109/TFUZZ.2016.2540063
  14. Park LAF, Bezdek J, Leckie C, Kotagiri R, Bailey J, Palaniswami M. Visual Assessment of Clustering Tendency for Incomplete Data. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. IEEE Computer Society. 2016, Vol. 28, Issue 12. DOI: 10.1109/TKDE.2016.2608821
  15. Salehi M, Leckie C, Bezdek J, Vaithianathan T. Local Outlier Detection for Data Streams in Sensor Networks: Revisiting the Utility Problem Invited Paper. 2015 IEEE Tenth Int Conference on Intelligent Sensors Sensor Networks & Information Proc (IISSNIP). IEEE. 2015. DOI: 10.1109/ISSNIP.2015.7106978

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