Publications

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Journal Article
H. Hammouchi, Nejjari, N., Mezzour, G., Ghogho, M., et Benbrahim, H., « STRisk: A Socio-Technical Approach to Assess Hacking Breaches Risk », IEEE Transactions on Dependable and Secure Computing, 2022.
H. Talei, Benhaddou, D., Gamarra, C., Benbrahim, H., et Essaaidi, M., « Smart building energy inefficiencies detection through time series analysis and unsupervised machine learning », Energies, vol. 14, 2021.
A. Mountassir, Benbrahim, H., et Berrada, I., « Sentiment classification on arabic corpora: A preliminary cross-study », Document Numerique, vol. 16, p. 73-96, 2013.
K. Echihabi, Zoumpatianos, K., Palpanas, T., et Benbrahim, H., « Return of the lernaean hydra: Experimental evaluation of data series approximate similarity search », Proceedings of the VLDB Endowment, vol. 13, p. 402-419, 2020.
A. Mountassir, Benbrahim, H., et Berrada, I., « Representing text documents in training document spaces: A novel model for document representation », Journal of Theoretical and Applied Information Technology, vol. 56, p. 30-39, 2013.
W. Abou-zbiba, H. Gadi, E., H. Bakkali, E., Benbrahim, H., et Benhaddou, D., « A Novel Mobile CrowdSensing Architecture for Road Safety », Lecture Notes in Networks and Systems, vol. 183, p. 311-324, 2021.
A. Mountassir, Benbrahim, H., et Berrada, I., « New under-sampling methods to address the problem of unbalanced sentiment classification: Application on Arabic datasets », International Journal of Information and Communication Technology, vol. 9, p. 64-77, 2016.
A. Mountassir, Benbrahim, H., et Berrada, I., « The nearest centroid based on vector norms: A new classification algorithm for a new document representation model », Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 8556 LNAI, p. 442-456, 2014.
K. Echihabi, Fatourou, P., Zoumpatianos, K., Palpanas, T., et Benbrahim, H., « Hercules Against Data Series Similarity Search », Proceedings of the VLDB Endowment, vol. 15, p. 2005-2018, 2022.
H. Benbrahim, « Fuzzy Semi-supervised support vector machines », Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 6871 LNAI, p. 127-139, 2011.
E. M. Akrouchi, Benbrahim, H., et Kassou, I., « End-to-end LDA-based automatic weak signal detection in web news », Knowledge-Based Systems, vol. 212, 2021.
A. Houmz, Mezzour, G., Zkik, K., Ghogho, M., et Benbrahim, H., « Detecting the impact of software vulnerability on attacks: A case study of network telescope scans », Journal of Network and Computer Applications, vol. 195, 2021.
Y. Fenjiro et Benbrahim, H., « Deep reinforcement learning overview of the state of the art », Journal of Automation, Mobile Robotics and Intelligent Systems, vol. 12, p. 20-39, 2018.
B. Adil, Lhazmir, S., Ghogho, M., et Benbrahim, H., « COVID-19-Related Scientific Literature Exploration: Short Survey and Comparative Study », Biology, vol. 11, 2022.
H. Talei, Benhaddou, D., Gamarra, C., Benbrahim, H., et Essaaidi, M., « Correction: Talei et al. Smart Building Energy Inefficiencies Detection through Time Series Analysis and Unsupervised Machine Learning. Energies 2021, 14, 6042 », Energies, vol. 15, 2022.
H. Rezzouqi, Gryech, I., Sbihi, N., Ghogho, M., et Benbrahim, H., « Analyzing the accuracy of historical average for urban traffic forecasting using google maps », Advances in Intelligent Systems and Computing, vol. 868, p. 1145-1156, 2018.
Conference Paper
F. Z. Lahlou, Benbrahim, H., et Kassou, I., « Textual context aware factorization machines: Improving recommendation by leveraging users' reviews », in ACM International Conference Proceeding Series, 2018, p. 64-69.
F. Z. Lahlou, Mountassir, A., Benbrahim, H., et Kassou, I., « A Text Classification based method for context extraction from online reviews », in 2013 8th International Conference on Intelligent Systems: Theories and Applications, SITA 2013, 2013.
A. Mountassir, Benbrahim, H., et Berrada, I., « Some methods to address the problem of unbalanced sentiment classification in an arabic context », in CiSt 2012 - Proceedings: 2012 Colloquium in Information Science and Technology, 2012, p. 43-48.
E. M. Akrouchi, Benbrahim, H., et Kassou, I., « Review on adopting concept extraction in weak signals detection in competitive intelligence », in ACM International Conference Proceeding Series, 2021.
K. Amarouche, Benbrahim, H., et Kassou, I., « Product Opinion Mining for Competitive Intelligence », in Procedia Computer Science, 2015, vol. 73, p. 358-365.
E. M. Akrouchi, Benbrahim, H., et Kassou, I., « Monitoring Early Warning Signs Evolution through Time », in ACM International Conference Proceeding Series, 2020.
F. Walid, S. Fkihi, E., Benbrahim, H., et Tagemouati, H., « Modeling and optimization of anaerobic digestion: A review », in E3S Web of Conferences, 2021, vol. 229.
O. Cherqi, Hammouchi, H., Ghogho, M., et Benbrahim, H., « Leveraging Open Threat Exchange (OTX) to Understand Spatiooral Trends of Cyber Threats: Covid-19 Case Study », in Proceedings - 2021 IEEE International Conference on Intelligence and Security Informatics, ISI 2021, 2021.
K. Echihabi, Zoumpatianos, K., Palpanas, T., et Benbrahim, H., « The lernaean hydra of data series similarity search: An experimental evaluation of the state of the art », in Proceedings of the VLDB Endowment, 2018, vol. 12, p. 112-127.

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