Dr. Mohamed Reda Bouadjenek

BSc., MSc., and Ph.D. in Computer Science

Senior Lecturer, Applied Artificial Intelligence

Deputy course director of Master of Applied Artificial Intelligence
Deakin logo

Publications

    2024

  1. Lakpa Tamang, Mohamed Reda Bouadjenek, Richard Dazeley, and Sunil Aryal. Margin-bounded Confidence Scores for Out-of-Distribution Detection. The IEEE International Conference on Data Mining (ICDM), 2024.
  2. Shashank Gupta, Mohamed Reda Bouadjenek, Antonio Robles-Kelly, Tsz-Kwan Lee, Thanh Thi Nguyen, Asef Nazari, and Dhananjay R. Thiruvady. Covid19-twitter: A Twitter-based Dataset for Discourse Analysis in Sentence-level Sentiment Classification. Proceedings of the 33st ACM International Conference on Information and Knowledge Management, (CIKM), 2024.
  3. Youran Zhou, Mohamed Reda Bouadjenek, and Sunil Aryal. Missing Data Imputation: Do Advanced ML/DL Techniques Outperform Traditional Approaches? The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML), 2024.
  4. Imran Razzak, Mohamed Reda Bouadjenek, Muhammad Aamir Cheema, Ibrahim A. Hameed, Guangdong Xu, and Amin Beheshti. Guest Editorial: Special Issue on Generating Human Readable Explanations in NLP. The IEEE Transactions on Computational Social Systems, Volume 11, 2024.
  5. Khondaker Tasrif Noor, Antonio Robles-Kelly, Leo Yu Zhang, Mohamed Reda Bouadjenek, and Wei Luo. A Consistency-Aware Deep Capsule Network for Hierarchical Multi-Label Image Classification. Neurocomputing, Vol. 604, 128376, 2024.
  6. Luuk H. Boulogne, Julian Lorenz, Daniel Kienzle, Robin Schön, Katja Ludwig, Rainer Lienhart, Simon Jegou, Guang Li, Cong Chen, Qi Wang, Derik Shi, Mayug Maniparambil, Dominik Müller, Silvan Mertes, Niklas Schröter, Fabio Hellmann, Miriam Elia, Ine Dirks, Matías Nicolás Bossa, Abel Díaz Berenguer, Tanmoy Mukherjee, Jef Vandemeulebroucke, Hichem Sahli, Nikos Deligiannis, Panagiotis Gonidakis, Ngoc Dung Huynh, Imran Razzak, Mohamed Reda Bouadjenek, Mario Verdicchio, Pasquale Borrelli, Marco Aiello, James A. Meakin, Alexander Lemm, Christoph Russ, Razvan Ionasec, Nikos Paragios, Bram van Ginneken, and Marie-Pierre Revel Dubois. The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data. The Medical Image Analysis Journal, Vol. 97, 103230, 2024.
  7. Tanya Boone Sifuentes, Asef Nazari, Mohamed Reda Bouadjenek, and Imran Razzak. MLT-Trans: Multi-level token Transformer for Hierarchical Image Classification. The 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024.
  8. Dhiraj Neupane, Aashish Bhattarai, Sunil Aryal, Mohamed Reda Bouadjenek, Ukmin Seok, and Jongwon Seok. Shine: A deep learning-based accessible parking management system. Expert Systems with Applications, Vol. 238, 122205, 2024.
  9. Shashank Gupta, Mohamed Reda Bouadjenek, Antonio Robles-Kelly, Asef Nazari, and Dhananjay R. Thiruvady. MARKS-mech: A Mask-based Prior Knowledge Dissemination Mechanism for ncluding Discourse Relations for Sentiment Classification.Proceedings of The International Joint Conference on Neural Networks (IJCNN), 2024.
  10. 2023

  11. Imran Razzak, Mohamed Reda Bouadjenek, Raghib Abu-Saris, and Weiping Ding. Support Matrix Machine via Joint ℓ2,1 and Nuclear Norm Minimization Under Matrix completion Framework for Classification of Corrupted Data. The IEEE Transactions on Neural Networks and Learning Systems, 2023.
  12. Khondaker Tasrif Noor, Antonio Robles-Kelly, Leo Yu Zhang, and Mohamed Reda Bouadjenek. A Bottom-Up Capsule Network for Hierarchical Image Classification. The International Conference on Digital Image Computing: Techniques and Applications (DICTA), 2023.
  13. Shashank Gupta, Mohamed Reda Bouadjenek, and Antonio Robles-Kelly. PERCY: A Post-hoc Explanation-based Score for Logic Rule Dissemination Consistency Assessment in Sentiment Classification. Knowledge-Based Systems, Vol. 275, 110685, 2023.
  14. Arpit Rana, Scott Sanner, Mohamed Reda Bouadjenek, Ron Dicarlantonio, and Gary Farmaner. User Experience and The Role of Personalization in Critiquing-Based Conversational Recommendation. Accepted at ACM Transaction on The Web (TWEB), 2023.
  15. Mohamed Reda Bouadjenek, Scott Sanner, and Ga Wu. A User-Centric Analysis of Social Media for Stock Market Prediction. ACM Transaction on The Web (TWEB), Vol. 17, 2, Article 9, 2023.
  16. Zafer Rasool, Sunil Aryal, Mohamed Reda Bouadjenek, and Richard Dazeley. Overcoming Weaknesses of Density Peak Clustering Using a Data-dependent Similarity Measure. Pattern Recognition, Vol. 137, 109287, 2023.
  17. Tina Shen, Jiaru Li, Mohamed Reda Bouadjenek, Zheda Mai, and Scott Sanner. Towards understanding and mitigating unintended biases in language model-driven conversational recommendation. Information Processing & Management, Vol. 60, 103139, 2023.
  18. Shashank Gupta, Mohamed Reda Bouadjenek, and Antonio Robles-Kelly. A Mask-based Logic Rules Dissemination Method for Sentiment Classifiers. The 45th European Conference on Information Retrieval (ECIR), 2023.
  19. 2022

  20. Tanya Boone-Sifuentes, Mohamed Reda Bouadjenek, Imran Razzak, Hakim Hacid, and Asef Nazari. A Mask-based Output Layer for Multi-level Hierarchical Classification. Proceedings of the 31st ACM International Conference on Information and Knowledge Management (CIKM), 3833-3837, 2022.
  21. Tanya Boone-Sifuentes, Asef Nazari, Imran Razzak, Mohamed Reda Bouadjenek, Antonio Robles-Kelly, Daniel Ierodiaconou, and Elizabeth Oh. Marine-tree: large-scale marine organisms dataset for hierarchical image classification. Proceedings of the 31st ACM International Conference on Information and Knowledge Management (CIKM), 3838–3842, 2022.
  22. Zhaolin Gao, Tianshu Shen, Zheda Mai, Mohamed Reda Bouadjenek, Isaac Waller, Ashton Anderson, Ron Bodkin, and Scott Sanner. Mitigating the Filter Bubble while Maintaining Relevance: Targeted Diversification with VAE-based Recommender Systems. Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2524-2531, 2022.
  23. Shashank Gupta, Mohamed Reda Bouadjenek, and Antonio Robles-Kelly. An Analysis of Logic Rule Dissemination in Sentiment Classifiers. Conference and Labs of the Evaluation Forum (CLEF), 118-124, 2022.
  24. Mohamed Reda Bouadjenek, Scott Sanner, Zahra Iman, Lexing Xie, and Xiaoliang Shi. A Longitudinal Study of Topic Classification on Twitter. PeerJ Comput. Sci. 8:e991, 2022.
  25. Ngoc Dung Huynh, Mohamed Reda Bouadjenek, Ali Hassani, Imran Razzak, Kevin Lee, Chetan Arora, and Arkady Zaslavskya. Jarvis: A Voice-based Context-as-a-Service Mobile Tool for a Smart Home Environment. The 23rd IEEE International Conference on Mobile Data Management (MDM), 318-312, 2022. [Best demo award!]
  26. Imran Razzak, Saeeda Naz, Abida Ashraf, Fahmi Khalifa, Mohamed Reda Bouadjenek, and Shahid Mumtaz. Mutliresolutional ensemble PartialNet for Alzheimer detection using MR imaging data. International Journal of Intelligent Systems, 2022.
  27. Kay Lefevre, Chetan Arora, Kevin Lee, Arkady Zaslavsky, Mohamed Reda Bouadjenek, Ali Hassani, and Imran Razzak. ModelOps for Enhanced Decision-Making and Governance in Emergency Control Rooms. Environment Systems and Decisions, 2022.
  28. 2021

  29. Shengnan Lyu, Arpit Rana, Scott Sanner, and Mohamed Reda Bouadjenek. A Workflow Analysis of Context-driven Conversational Recommendation. The Web Conference (WWW), 866–877, 2021.
  30. Abdul Qayyum, Mona Mazhar, Imran Razzak, and Mohamed Reda Bouadjenek. Multilevel depth-wise context attention network with atrous mechanism for segmentation of COVID19 affected regions. Neural Computing and Applications, 2021.
  31. Dinesh Nagumothu, Peter Eklund, Bahadorreza Ofoghi, and Mohamed Reda Bouadjenek. Linked data triples enhance document relevance classification. Appl. Sci., Vol. 11, 2021.
  32. 2020

  33. Shashank Gupta, Antonio Robles-Kelly, and Mohamed Reda Bouadjenek. Feature Extraction Functions for Neural Logic Rule Learning. Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR), 98–107, 2020.
  34. Mohamed Reda Bouadjenek, Scott Sanner, and Yihao Du. Relevance- and Interface-driven Clustering for Visual Information Retrieval. Journal of Information Systems, Vol. 94, 101592, 2020.
  35. Bohan Zhang, Scott Sanner, Mohamed Reda Bouadjenek, and Shagun Gupta. Bayesian Networks for Data Integration in the Absence of Foreign Keys. IEEE Transactions on Knowledge and Data Engineering, Vol. 32, 803-808, 2020.
  36. Shagun Gupta, Dennis Ko, Paymon Azizi, Mohamed Reda Bouadjenek, Maria Koh, Alice Chong, Peter C. Austin, and Scott Sanner. Evaluation of Machine Learning Algorithms for Predicting Readmission after Acute Myocardial Infarction Using Routinely Collected Clinical Data. Canadian Journal of Cardiology, Vol. 36, 878-885, 2020.
  37. 2019

  38. Ga Wu, Mohamed Reda Bouadjenek, and Scott Sanner. One-Class Collaborative Filtering with the Queryable Variational Autoencode. The 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 921-924, 2019.
  39. Yakun Wang, Ga Wu, Mohamed Reda Bouadjenek, and Scott Sanner. A Novel Regularizer for Temporally Stable Learning with an Application to Twitter Topic Classification. The SIAM International Conference on Data Mining (SDM), 217-225, 2019.
  40. Mohamed Reda Bouadjenek, Justin Zobel, and Karin Verspoor. Automated Assessment of Biological Database Assertions Using the Scientific Literature. BMC Bioinformatics, Vol. 20, 216-238, 2019.
  41. Mohamed Reda Bouadjenek and Scott Sanner. Relevance-driven Clustering for Visual Information Retrieval on Twitter. Proceedings of the 2019 Conference on Human Information Interaction and Retrieval (CHIIR), 349-353, 2019.
  42. Mohamed Reda Bouadjenek, Hakim Hacid, and Mokrane Bouzeghoub. Personalized Social Query Expansion Using Social Annotations. Transactions on Large-Scale Data- and Knowledge-Centered Systems XL, Vol. 11360, 1-25. 2019.
  43. 2018

  44. Mohamed Reda Bouadjenek, Esther Pacitti, Florent Masseglia, and Amr El Abbadi. A Distributed Collaborative Filtering Algorithm Using Multiple Data Sources. The Tenth International Conference on Advances in Databases, Knowledge, and Data Applications (DBKDA), 2018.
  45. 2017

  46. Mohamed Reda Bouadjenek, and Karin Verspoor. Multi-Field Query Expansion is Effective for Biomedical Dataset Retrieval. Database: The Journal of Biological Databases and Curation (Oxford), Vol. 2017, bax062, 2017.
  47. Mohamed Reda Bouadjenek, Karin Verspoor, and Justin Zobel. Automated Detection of Records in Biological Sequence Databases that are Inconsistent with the Literature. Journal of Biomedical Informatics, Volume 71, 229–240, 2017.
  48. Mohamed Reda Bouadjenek, Karin Verspoor, and Justin Zobel. Learning Biological Sequence Types Using the Literature. Proceedings of the 26th ACM Conference on Information and Knowledge Management (CIKM), 1991-1994, 2017.
  49. Zahra Iman, Scott Sanner, Mohamed Reda Bouadjenek, and Lexing Xie. A Longitudinal Study of Topic Classification on Twitter. The 11th International AAAI Conference on Web and Social Media (ICWSM), 552–555, 2017.
  50. Mohamed Reda Bouadjenek, Karin Verspoor, and Justin Zobel. Literature Consistency of Bioinformatics Sequence Databases is Effective for Assessing Record Quality. Database: The Journal of Biological Databases and Curation (Oxford), Vol. 2017, bax021, 2017.[pptx] .
  51. 2016

  52. Mohamed Reda Bouadjenek, Hakim Hacid, Mokrane Bouzeghoub, and Athena Vakali. PerSaDoR: Personalized Social Document Representation for Improving Web Search. Journal of Information Sciences, Vol. 369, 614–633, 2016.
  53. 2015

  54. Mona Golestan Far, Scott Sanner, Mohamed Reda Bouadjenek, Gabriela Ferraro, David Hawking. On Term Selection Techniques for Patent Prior Art Search. Proceedings of the 38th international ACM SIGIR conference on Research and development in information retrieval (SIGIR), 803-806, 2015.
  55. Mohamed Reda Bouadjenek, Scott Sanner, Gabriela Ferraro. A Study of Query Reformulation for Patent Prior Art Search with Partial Patent Applications. Proceedings of the 15th ACM ICAIL International Conference on Artificial Intelligence and Law (ICAIL), 23-32, 2015.
  56. 2013

  57. Mohamed Reda Bouadjenek, Hakim Hacid, Mokrane Bouzeghoub. LAICOS: an open source platform for personalized social web search. Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), 1446-1449, 2013.
  58. Mohamed Reda Bouadjenek, Hakim Hacid, Mokrane Bouzeghoub, Athena Vakali. Using social annotations to enhance document representation for personalized search. Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval (SIGIR), 1049-1052, 2013.
  59. Mohamed Reda Bouadjenek, Hakim Hacid, Mokrane Bouzeghoub. SoPRa: a new social personalized ranking function for improving web search. Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval (SIGIR), 861-864, 2013.
  60. Mohamed Reda Bouadjenek, Amyn Bennamane, Hakim Hacid, and Mokrane Bouzeghoub. Evaluation of personalized social ranking functions of information retrieval. The 13th International Conference on Web Engineering (ICWE), 283-290, 2013.
  61. 2011

  62. Mohamed Reda Bouadjenek, Hakim Hacid, Mokrane Bouzeghoub, Johann Daigremont. Personalized social query expansion using social bookmarking systems. Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval (SIGIR), 1113-1114, 2011.
  63. 2010

  64. Yassine Lassoued, Mohamed Reda Bouadjenek, Omar Boucelma, Fernando Lemos, Mokrane Bouzeghoub. GQBox: geospatial data quality assessment. Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems (GIS), 534-535, 2010.

National Conferences

  1. M. R. Bouadjenek, H. Hacid, and M. Bouzeghoub. Personalized Documents Ranking With Social Contextualization. Colloque sur l'Optimisation et les Systèmes d'Information COSI'2013, 9-11 Juin 2013, Alger, Algérie.[pdf]
  2. M. R. Bouadjenek, H. Hacid, M. Bouzeghoub, J. Daigremont. Une Nouvelle Approche d'Expansion Sociale de Requêtes dans le Web 2.0. In 8ème COnférence en Recherche d'Information et Applications, 2011, Avignon, France.[pdf]

National Journals

  1. F. Lemos, M. R. Bouadjenek, Z. Kedad, and M. Bouzeghoub. Using the qbox platform to assess quality in data integration systems. In Journal d'Ingnierie des Systmes d'Information, 2010, France.[pdf]

Patents

  1. M. R. Bouadjenek and H. Hacid. Method for expanding user queries, August 1 2012. EP Patent EP2482202.
  2. M. R. Bouadjenek and H. Hacid. Method for retrieving and ranking indexed items, October 16 2013. EP Patent EP2650801.
  3. M. R. Bouadjenek and H. Hacid. Method And Apparatus For Document Representation Enhancement Via Social Information Integration In Information Retrieval Systems, September 18 2014. US Patent US 2014/0280086.

Thesis

  1. M. R. Bouadjenek. Infrastructure and Algorithms for Information Retrieval Based On Social Network Analysis/Mining. PhD thesis. PRiSM Laboratory, Versailles University. December 2013. [pdf]
  2. M. R. Bouadjenek. Mediation systems for Data Quality Assessement. M.Sc thesis. PRiSM Laboratory, Versailles University. September 2009. [pdf]

© Deakin University 2024.