Publication list under construction.

Note that six-page full papers were reviewed by two or more international reviewers. The acceptance rate for oral presentations in most conferences is between 40% to 60%. Most papers are available either on IEEEexplorer or on ACM website. In my research area, conference proceedings are considered important and go through a rigorous review process.

    2021

  1. Conference Proceedings
    Retrieval Enhanced Ensemble Model Framework For Rumor Detection On Micro-blogging Platforms
    Sharma, Rishab and Fard, Fatemeh H and Narayan, Apurva
    2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA).
    pp. 227--232. 2021
    [PDF] [Slides] [Bib] [Video]
  2. Conference Proceedings
    Self-Attention Mechanism in GANs for Molecule Generation
    Chinnareddy, Sandeep and Grandhi, Pranav and Narayan, Apurva
    2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA).
    pp. 57--60. 2021
    [PDF] [Slides] [Bib] [Video]
  3. Conference Proceedings
    An active transfer learning (atl) framework for smart manufacturing with limited data: Case study on material transfer in composites processing
    Ramezankhani, Milad and Narayan, Apurva and Seethaler, Rudolf and Milani, Abbas S
    2021 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS).
    pp. 277--282. 2021
    [PDF] [Slides] [Bib] [Video]
  4. Conference Proceedings
    A novel fuzzy approach towards in silico B-cell epitope identification inducing antigen-specific immune response for Vaccine Design
    Chharia, Aviral and Narayan, Apurva
    2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE).
    pp. 1--6. 2021
    [PDF] [Slides] [Bib] [Video]
  5. Conference Proceedings
    Is Timing Critical to Trace Reconstruction?
    Tobia, Javier Perez and Narayan, Apurva
    2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC).
    pp. 2700--2705. 2021
    [PDF] [Slides] [Bib]
  6. Conference Proceedings Best Paper Award Runner Up (In Top 10 in 300)
    MINTS: Unsupervised Temporal Specifications Miner
    Mahato, Pradeep K and Narayan, Apurva
    2021 IEEE 21th International Conference on Software Quality, Reliability and Security (QRS).
    pp. . 2021
    [PDF] [Slides] [Bib]
  7. Conference Proceedings
    Probabilistic Robustness Quantification of Neural Networks
    Kishan, Gopi and Narayan, Apurva
    Proceedings of the AAAI Conference on Artificial Intelligence.
    pp. 15966--15967. 2021
    [PDF] [Bib]
  8. Conference Proceedings
    Driving Scene Understanding: How much temporal context and spatial resolution is necessary?
    Gaurav, Ramashish and Tripp, Bryan and Narayan, Apurva
    The 34th Canadian Conference on Artificial Intelligence. 2021 [PDF] [Bib]
  9. 2020

  10. Conference Proceedings
    QMine: A Framework for Mining Quantitative Regular Expressions from System Traces
    Mahato, Pradeep K and Narayan, Apurva
    2020 IEEE 20th International Conference on Software Quality, Reliability and Security Companion (QRS-C).
    pp. 370--377. 2020
    [PDF] [Slides] [Bib]
  11. Conference Proceedings
    GWAD: Greedy Workflow Graph Anomaly Detection Framework for System Traces
    Setiawan, Wiliam and Thounaojam, Yohen and Narayan, Apurva
    2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC).
    pp. 2790--2796. 2020
    [PDF] [Bib]
  12. Conference Proceedings
    Light Weight Dilated CNN for Time Series Classification and Prediction
    Khanna, Pranav and Narayan, Apurva
    2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC).
    pp. 2179--2183. 2020
    [PDF] [Bib]
  13. Conference Proceedings
    MA2DF: A Multi-Agent Anomaly Detection Framework
    Thounaojam, Yohen and Setiawan, Wiliam and Narayan, Apurva
    2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC).
    pp. 30--36. 2020
    [PDF] [Bib]
  14. Conference Proceedings
    Robust Supply Chains with Gradient Boosted Trees
    Mahato, Pradeep K and Narayan, Apurva
    2020 IEEE Symposium Series on Computational Intelligence (SSCI).
    pp. 2633--2639. 2020
    [PDF] [Slides] [Bib]
  15. 2019

  16. Conference Proceedings
    Deep learning for system trace restoration
    Sucholutsky, Ilia and Narayan, Apurva and Schonlau, Matthias and Fischmeister, Sebastian
    2019 International Joint Conference on Neural Networks (IJCNN).
    pp. 1--8. 2019
    [PDF] [Bib]
  17. Conference Proceedings
    A Neural Word Embedding Approach to System Trace Reconstruction
    Lakhani, Karuna and Narayan, Apurva
    2019 IEEE International Conference on Systems, Man and Cybernetics (SMC).
    pp. 285--291. 2019
    [PDF] [Bib]
  18. Conference Proceedings
    Mining time for timed regular specifications
    Narayan, Apurva and Fischmeister, Sebastian
    2019 IEEE International Conference on Systems, Man and Cybernetics (SMC).
    pp. 63--69. 2019
    [PDF] [Bib]
  19. 2017

  20. Conference Proceedings Tool Paper
    TREM: A Tool for Mining Timed Regular Specifications from System Traces
    L. Schmidt, A. Narayan, S. Fischmeister
    In Proceedings 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE 2017).
    pp. . 2017
    [PDF] [Slides] [Supplementary Info] [Bib] [Code] [Thesis] [Poster] [Video]
  21. Conference Proceedings
    Long Short Term Memory Networks for Short-Term Electric Load Forecasting
    Narayan, Apurva and Hipel, Keith W
    . 2017 [PDF] [Bib]
  22. Conference Proceedings
    Mining specifications using nested words
    Narayan, Apurva and Benann, Nirmal and Fischmeister, Sebastian
    2017 6th International Workshop on Software Mining (SoftwareMining).
    pp. 9--16. 2017
    [PDF] [Bib]
  23. Conference Proceedings
    System call logs with natural random faults: Experimental design and application
    Narayan, Apurva and Kauffman, Sean and Morgan, Jack and Tchamgoue, Guy Martin and Joshi, Yogi and Hobbs, Chris and Fischmeister, Sebastian
    SELSE-13: the 13th workshop on silicon errors in logic, system effects, Boston, MA, USA. 2017 [PDF] [Bib]
  24. 2016

  25. Conference Proceedings
    Mining timed regular expressions from system traces
    Cutulenco, Greta and Joshi, Yogi and Narayan, Apurva and Fischmeister, Sebastian
    Proceedings of the 5th international workshop on software mining.
    pp. 3--10. 2016
    [PDF] [Bib]
  26. 2015

  27. Conference Proceedings
    Spatial dependence modeling and allocation of wind/solar resources using C-Vine copulas and value-at-risk
    Narayan, A. and Ponnambalam, K.
    2015 AMMCS-CAIMS Congress, Waterloo, Canada. 2015 [PDF] [Bib]
  28. 2013

  29. Conference Proceedings
    Moments Based Fitting of Kumaraswamy PDF for Estimating VaR in Portfolio Optimization
    Narayan, A. and Ponnambalam, K.
    Industrial-Academic Workshop on Optimization in Finance and Risk Management. 2013
  30. 2012

  31. Conference Proceedings
    Model based extreme value analysis and its application in Great Lakes
    Narayan, A. and Ponnambalam, K.
    55th Annual International Conference on Great Lakes Research, IAGLR. 2012
  32. 2011

  33. Conference Proceedings
    Neuro-fuzzy inference system (ASuPFuNIS) model for intervention time series prediction of electricity prices
    Narayan, Apurva and Hipel, Keith W and Ponnambalam, K and Paul, Sandeep
    2011 IEEE International Conference on Systems, Man, and Cybernetics.
    pp. 2121--2126. 2011
    [PDF] [Bib]
  34. Conference Proceedings
    Extreme Value Analysis using Stochastic Differential Equations
    Narayan, A. and Ponnambalam, K.
    Conference on Probabilistic Methodologies in Water and Wastewater Engineering, Toronto. 2011
  35. 2009

  36. Conference Proceedings
    A novel quantum evolutionary algorithm for quadratic Knapsack problem

    .
    pp. 1388-1392. 2009
    [PDF] [Bib]
  37. Conference Proceedings
    A novel quantum evolutionary algorithm for quadratic knapsack problem
    Narayan, Apurva and Patvardhan, Chellapilla
    2009 IEEE International Conference on Systems, Man and Cybernetics.
    pp. 1388--1392. 2009
  38. Conference Proceedings
    Dynamic fuzzy controller based multilayered architecture for extended battery life in mobile handheld devices
    Srivastava, Tamanna and Narayan, Apurva
    2009 IEEE International Conference on Systems, Man and Cybernetics.
    pp. 3035--3040. 2009
    [PDF] [Bib]
  39. 2008

  40. Conference Proceedings
    Dynamic fuzzy load balancing on LAM/MPI clusters with applications in parallel master-slave implementations of an evolutionary neuro-fuzzy learning system
    Singh, Lotika and Narayan, Apurva and Kumar, Satish
    2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence).
    pp. 1782--1788. 2008
    [PDF] [Bib]
  41. 2007

  42. Conference Proceedings
    Enhanced quantum evolutionary algorithms for difficult knapsack problems
    Patvardhan, C and Narayan, Apurva and Srivastav, Anand
    International Conference on Pattern Recognition and Machine Intelligence.
    pp. 252--260. 2007
    [PDF] [Bib]

Highlights - 09 February 2022
The Banff International Research Station will host the *Climate Change Scenarios and Financial Risk* Online workshop at the UBC Okanagan campus in Kelowna, BC, from May 1 to May 6, 2022
LINK

Recruitment

Our group is recruiting year-round for postdocs, MASc and PhD students, visiting students and undergraduate students.

All admitted students will receive a stipend.

Please see our opportunities page for more information.