Publications

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Conference Paper
A. Mountassir, Benbrahim, H., et Berrada, I., « Addressing the problem of unbalanced data sets in sentiment analysis », in KDIR 2012 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval, 2012, p. 306-311.
N. Nejjari, Lahlou, S., Fadi, O., Zkik, K., Oudani, M., et Benbrahim, H., « Conflict spectrum: An empirical study of geopolitical cyber threats from a social network perspective », in 2021 8th International Conference on Social Network Analysis, Management and Security, SNAMS 2021, 2021.
A. Mountassir, Benbrahim, H., et Berrada, I., « A cross-study of sentiment classification on arabic corpora », in Res. and Dev. in Intelligent Syst. XXIX: Incorporating Applications and Innovations in Intel. Sys. XX - AI 2012, 32nd SGAI Int. Conf. on Innovative Techniques and Applications of Artificial Intel., 2012, p. 259-272.
A. Mountassir, Benbrahim, H., et Berrada, I., « An empirical study to address the problem of unbalanced data sets in sentiment classification », in Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, 2012, p. 3298-3303.
F. Z. Lahlou, Benbrahim, H., et Kassou, I., « Improving recommendations using context from users' reviews », in Proceedings of the 27th International Business Information Management Association Conference - Innovation Management and Education Excellence Vision 2020: From Regional Development Sustainability to Global Economic Growth, IBIMA 2016, 2016, p. 3312-3315.
K. Amarouche, M. Akrouchi, E., Benbrahim, H., et Kassou, I., « Introduction to competitive intelligence: Process, applications and tools », in Proceedings of the 27th International Business Information Management Association Conference - Innovation Management and Education Excellence Vision 2020: From Regional Development Sustainability to Global Economic Growth, IBIMA 2016, 2016, p. 2876-2885.
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.
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.
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.
E. M. Akrouchi, Benbrahim, H., et Kassou, I., « Monitoring Early Warning Signs Evolution through Time », in ACM International Conference Proceeding Series, 2020.
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., « Review on adopting concept extraction in weak signals detection in competitive intelligence », in ACM International Conference Proceeding Series, 2021.
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.
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.
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.
Journal Article
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.
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.
B. Adil, Lhazmir, S., Ghogho, M., et Benbrahim, H., « COVID-19-Related Scientific Literature Exploration: Short Survey and Comparative Study », Biology, vol. 11, 2022.
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.
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.
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.
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.
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.
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.
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.

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