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DOCUMENTS BY neila.mezghani@teluq.ca

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Journal Articles

Abid, Mariem; Mezghani, Neila, & Mitiche, Amar (2019). Knee Joint Biomechanical Gait Data Classification for Knee Pathology Assessment : A Literature Review. Applied Bionics and Biomechanics, 2019, ID 747203. https://doi.org/10.1155/2019/7472039

Ben Nouma, Badreddine; Mitiche, Amar, & Mezghani, Neila (2019). A Sample-Encoding Generalization of the Kohonen Associative Memory and Application to Knee Kinematic Data Representation and Pathology Classification. Applied Sciences, 9 (9), Article 1741. https://doi.org/10.3390/app9091741

Bensalma, Fatima; Mezghani, Neila; Ouakrim, Youssef; Fuentes, Alexandre; Choinière, Manon; J. Bureau, Nathalie; Durand, Madelaine, & Hagemeister, Nicola (2019). A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population. BioMedical Engineering OnLine, 18 (1), Article 58. https://doi.org/10.1186/s12938-019-0676-8

Henni, Khadidja; Mezghani, Neila; Gouin-Vallerand, Charles; Ruer, Perrine; Ouakrim, Youssef, & Vallières, Évelyne F. (2018). Feature selection for driving fatigue characterization and detection using visual- and signal-based sensors. Applied Informatics, 5 (7), 1-15. https://doi.org/10.1186/s40535‑018‑0054‑9

Ben Nouma, Badreddine; Mitiche, Amar; Ouakrim, Youssef, & Mezghani, Neila (2018). Knee kinematic curve representation and application to knee pathology classification. Journal of Biomedical Engineering and Informatics, 4 (1), 32-39. doi: 10.5430/jbei.v4n1p32

Henni, Khadidja; Mezghani, Neila, & Gouin-Vallerand, Charles (2018). Unsupervised graph-based feature selection via subspace and pagerank centrality. Expert Systems with Applications, 114, 46-53. doi: 10.1016/j.eswa.2018.07.029

Mezghani, Neila; Mechmeche, Imene; Mitiche, Amar; Ouakrim, Youssef, & De Guise, Jacques A. (2018). An analysis of 3D knee kinematic data complexity in knee osteoarthritis and asymptomatic controls. PLoS ONE, 13 (10), e0202348. https://doi.org/10.1371/journal.pone.0202348

Mezghani, Neila; Billard, Delphine; Ouakrim, Youssef; Fuentes, Alexandre; Hagemeister, Nicola, & De Guise, Jacques A. (2017). Biomechanical analysis to characterize the impact of knee osteoarthritis on hip, knee, and ankle kinematics. Journal of Biomedical Engineering and Informatics, 3 (2), 36-42. https://doi.org/10.5430/jbei.v3n2p36

Mezghani, Najla; Ben Amor, Jihene; Spooner, David M.; Simon, Philip W.; Mezghani, Neila; Boubaker, Hiba; Namji, M'rad A.; Rouz, Slim; Hannachi, Cherif; Neffati, Mohamed, & Tarchoun, Neji (2017). Multivariate analysis of morphological diversityamong closely related Daucus species and subspecies in Tunisia. Genetic Resources and Crop Evolution. https://doi.org/10.1007/s10722-017-0505-5

Mezghani, Neila; Ouakrim, Youssef; Fuentes, Alexandre; Mitiche, Amar; Hagemeister, Nicola; Venditolli, Pascal, & De Guise, Jacques A. (2017). Mechanical biomarkers of medial compartment knee osteoarthritis diagnosis and severity grading: Discovery phase. Journal of Biomechanics, 52, 106-112. https://doi.org/10.1016/j.jbiomech.2016.12.022

Ayoubian, Leyla; Fuentes, Alexandre; De Guise, Jacques A.; Grimard, Guy, & Mezghani, Neila (2016). 3D knee kinematics variability pre-operation versus post-operation in adolescence with Anterior Cruciate Ligament injury using functional principle component analysis. Internal Medicine Review, 2 (11). https://doi.org/10.18103/imr.v2i11.222

Phan, Philippe; Ouellet, Jean; Mezghani, Neila; De Guise, Jacques A., & Labelle, Hubert (2015). A rule-based algorithm can output valid surgical strategies in the treatment of AIS. European Spine Journal, 24 (7), 1370-1381. https://doi.org/10.1007/s00586-014-3736-6

Mezghani, Neila; Fuentes, Alexandre; Gaudreault, Nathaly; Mitiche, Amar; Aissaoui, Rachid; Hagemeister, Nicola, & De Guise, Jacques A. (2013). Identification of knee frontal plane kinematic patterns in normal gait by principal component analysis. Journal of Mechanics in Medicine and Biology, 13 (3), 284-291. https://doi.org/10.1142/S0219519413500267

Mezghani, Neila; Phan, Philippe; Mitiche, Amar; Labelle, Hubert, & De Guise, Jacques A. (2012). A Kohonen neural network description of scoliosis fused regions and their corresponding Lenke classification. International Journal of Computer Assisted Radiology and Surgery, 7 (2), 257-264. https://doi.org/10.1007/s11548-011-0667-0

Mezghani, Neila; Mitiche, Amar, & Cheriet, Mohamed (2012). Maximum entropy Gibbs density modeling for pattern classification. Entropy, 14, 2478-2491. https://doi.org/10.3390/e14122478

Gaudreault, Nathaly; Fuentes, Alexandre; Mezghani, Neila; Gauthier, Virginie O., & Turcot, Katia (2013). Relationship between knee walking kinematics and muscle flexibility in runners. Journal of sport rehabilitation, 22 (4), 279-287. https://doi.org/10.1123/jsr.22.4.279

Labbé, David R.; De Guise, Jacques A.; Mezghani, Neila; Godbout, Véronique; Grimard, Guy; Baillargeon, David; Lavigne, Patrick; Fernandes, Julio; Ranger, Pierre, & Hagemeister, Nicola (2010). Feature selection using a principal component analysis of the kinematics of the pivot shift phenomenon. Journal of Biomechanics, 43 (16), 3080-3084. https://doi.org/10.1016/j.jbiomech.2010.08.011

Phan, Philippe; Mezghani, Neila; Wai, Eugene K.; De Guise, Jacques A., & Labelle, Hubert (2013). Artificial neural networks assessing adolescent idiopathic scoliosis : comparison with Lenke classification. Spine Journal, 13 (11), 1527-1533. https://doi.org/10.1016/j.spinee.2013.07.449

Gaudreault, Nathaly; Mezghani, Neila; Turcot, Katia; Hagemeister, Nicola; Boivin, Karine, & De Guise, Jacques A. (2011). Effects of physiotherapy treatment on knee osteoarthritis gait data using principal component analysis. Clinical Biomechanics, 26 (3), 284-291. https://doi.org/10.1016/j.clinbiomech.2010.10.004

Labbé, David R.; De Guise, Jacques A.; Mezghani, Neila; Godbout, Véronique; Grimard, Guy; Baillargeon, David; Lavigne, Patrick; Fernandes, Julio; Ranger, Pierre, & Hagemeister, Nicola (2011). Objective grading of the pivot shift phenomenon using a support vector machine approach. Journal of Biomechanics, 44 (1), 1-5. https://doi.org/10.1016/j.jbiomech.2010.08.012

Mezghani, Neila; Mitiche, Amar, & Cheriet, Mohamed (2008). Bayes classification of online Arabic characters by Gibbs modelling of class conditional densities. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30 (7), 1121-1131. https://doi.org/10.1109/TPAMI.2007.70753

Mezghani, Neila; Gaudreault, Nathaly; Mitiche, Amar; Ayoubian, Leyla; Ouakrim, Youssef; Hagemeister, Nicola, & De Guise, Jacques A. (2015). Kinematic gait analysis of workers exposed to knee straining postures by Bayes decision rule. Artificial Intelligence Research, 4 (2), 106-111.

Papers in Conference Proceedings

Elforaici, Mohamed El Amine; Chaaraoui, Ismail; Bouachir, Wassim; Ouakrim, Youssef, & Mezghani, Neila (In Press). Posture recognition using an RGB-D camera : exploring 3D body modeling and deep learning approaches. In IEEE Life Sciences Conference (LSC). Montreal, Canada : IEEE.

Riahi, Dorra; Bouachir, Wassim; Ouakrim, Youssef, & Mezghani, Neila (In Press). Depth imaging system for human posture recognition. In IEEE Middle East Conference on Biomedical Engineering (MECBME 2018). IEEE.

Ben Arous, Mohamed Amine; Dunbar, Mickel; Arfaoui, Shaima; Mitiche, Amar; Ouakrim, Youssef; Fuentes, Alexandre; Richardson, Glen, & Mezghani, Neila (2018). Knee Kinematics Feature Selection for Surgical and Nonsurgical Arthroplasty Candidate Characterization. In Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018), vol. 4 (p. 176-181). SCITEPRESS. ISBN 978-989-758-279-0

Cherif, Nour H; Mezghani, Neila; Gaudreault, Nathaly; Ouakrim, Youssef; Mouzoune, Imane, & Boulay, Pierre (2018). Physiological data validation of the hexoskin smart textile. In Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018), vol. 1 (p. 150-156). SCITEPRESS. ISBN 978-989-758-277-6

Ben Nouma, Badreddine; Mezghani, Neila; Mitiche, Amar, & Ouakrim, Youssef (In Press). A variational method to determine the most representative shape of a set of curves and its application to knee kinematic data for pathology classification. In Proceedings of the second Mediterranean Conference on Pattern Recognition and Artificial Intelligence (MEDPRAI 2018). New York, USA : Association for Computing Machinery, coll. « ACM International Conference Proceedings Series ». ISBN 978-1-4503-5290-1 https://doi.org/10.1145/3177148.3180095

Saint-Pierre Côté, Sara; Charbonneau, Philippe; Aissaoui, Rachid; Nadeau, Sylvie; Duclos, Carl; Mezghani, Neila, & Labbé, David R. (2017). Effect of local modulation of a real-time self-avatar on 3D gait kinematics during natural walking on a treadmill. In Proceedings of the International Conference on Virtual Rehabilitation (ICVR) 2017. Montréal, Canada. ISBN 978-1-5090-3053-8

Charbonneau, Philippe; Dallaire-Côté, Mikael; Saint-Pierre Côté, Sara; Labbé, David R.; Mezghani, Neila; Shahnewaz, Sharif; Arafat, Imtiaz; Irfan, Tanvir; Samaraweera, Gayani, & Quarles, John (2017). Gaitzilla: Exploring the effect of embodying a giant monster on lower limb kinematics and time perception. In Proceedings of the International Conference on Virtual Rehabilitation (ICVR) 2017. Montreal, Canada. ISBN 978-1-5090-3053-8

Mezghani, Neila; Ouakrim, Youssef; Fuentes, Alexandre; Mitiche, Amar; Venditolli, Pascal-André; Hagemeister, Nicola, & De Guise, Jacques A. (2017). Burden of disease mechanical biomarkers of knee osteoarthritis. In Actes de la 35e journée de la recherche du POES et de la division d'orthopédie de l'université de Montréal. Montréal, Canada.

Dunbar, Michael; Mezghani, Neila; Ouakrim, Youssef; Fuentes, Alexandre; Macdonald, Hilary Susan; Whynot, Sarah, & Richardson, Glen (2017). Objective knee functional assessment to document appropriateness for total knee arthroplasty. In Proceedings of the 26th annual meeting of the American Academy of Orthopaedic Surgeons (AAOS).

Mezghani, Neila; Ouakrim, Youssef; Islam, Md Rabaul; Yared, Rami, & Abdulrazak, Bessam (2017). Context aware adaptable approach for fall detection bases on Smart textile. In 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) (p. 473 - 476). New Jersey, États-Unis : IEEE Engineering in Medicine and Biology Society (EMBS). ISBN 978-1-5090-4179-4 https://doi.org/10.1109/BHI.2017.7897308

Mezghani, Neila; Dunbar, Michael; Ouakrim, Youssef; Fuentes, Alexandre; Mitiche, Amar; Whynot, Sarah, & Richardson, Glen (2016). Biomechanical signal classification of surgical and non-surgical candidates for knee arthroplasty. In Proceedings of the 8th International Symposium on Signal, Image, Video and Communications (ISIVC). IEEE. https://doi.org/10.1109/ISIVC.2016.7894002

Mechmeche, Imen; Mitiche, Amar; Ouakrim, Youssef; De Guise, Jacques A., & Mezghani, Neila (2016). Data correction to determine a representative pattern of a set of 3D knee kinematic measurements. In Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE.

Coulombe, Claude; Paquette, Gilbert, & Mezghani, Neila (2016). Improving MOOCs’ Perseverance and Completion Rates 
Using Best Practice Design Principles. In Proceedings of the 14th International Conference on Education and Information Systems, Technologies and Applications (EISTA 2016).

Mechmeche, Imen; Mitiche, Amar; Ouakrim, Youssef; De Guise, Jacques A., & Mezghani, Neila (2016). Analyse de complexité des données cinématiques tridimensionnelles du genou. In Actes de la Journée scientifique du LICEF. Modélisation d'environnements fonctionnels (p. 66-70). Montréal, Canada : TÉLUQ.

Mechmeche, Imen; Mitiche, Amar; Ouakrim, Youssef; De Guise, Jacques A., & Mezghani, Neila (2016). Détermination d’un patron représentatif de la cinématique 3D du genou à l’aide d’une analyse fonctionnelle des données. In Actes de la Journée scientifique du LICEF. Modélisation d'environnements fonctionnels (p. 61-65). Montréal, Canada : TÉLUQ.

Ben Nouma, Badreddine; Mezghani, Neila; Ouakrim, Youssef, & Mitiche, Amar (2016). Estimation de la cinématique tridimensionnelle du genou basée sur l’optimisation par essaim de particules. In Actes de la Journée scientifique du LICEF. Modélisation d'environnements fonctionnels (p. 10-13). Montréal, Canada : TÉLUQ.

Mezghani, Neila; Ouakrim, Youssef; Fuentes, Alexandre; Mitiche, Amar; Hagemeister, Nicola; Venditolli, Pascal, & De Guise, Jacques A. (2016). Severity grading mechanical biomarkers of knee osteoarthritis. Abstract published in Osteoarthritis and Cartilage, 24, S125-S126. https://doi.org/10.1016/j.joca.2016.01.246

Benmakrelouf, Souhila; Mezghani, Neila, & Kara, Nadjia (2015). Towards the Identification of Players’ Profiles Using Game’s Data Analysis Based on Regression Model and Clustering. In Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (p. 1403-1410). ACM. ISBN 978-1-4503-3854-7 https://doi.org/10.1145/2808797.2809429

Gouin-Vallerand, Charles, & Mezghani, Neila (2014). An Analysis of the Transitions between Mobile Application Usages based on Markov Chains. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (Ubicomp'14) (p. 373-378). New York, NY, USA : ACM. https://doi.org/10.1145/2638728.2641700

Vallières, Évelyne F.; Ruer, Perrine; Bergeron, Jacques; McDuff, Pierre; Gouin-Vallerand, Charles; Ait-Seddik, Karim, & Mezghani, Neila (2015). Perceived fatigue among aging drivers : an examination of the impact of age and duration of driving time on a simulator. In Proceedings of SOCIOINT15- 2nd International Conference on Education, Social Sciences and Humanities (p. 314-320). ISBN 978-605-64453-3-0

Mezghani, Neila; Toumi, Mohamed; Fuentes, Alexandre; Mitiche, Amar; Hagemeister, Nicola, & De Guise, Jacques A. (2014). Knee kinematic signals clustering for the Identification of sagittal and transverse gait patterns. In Proceedings of the International conference on Computing Technology and Information Management (p. 249-253). Dubai : SDIWC Digital Library. ISBN 978-0-9891305-5-4

Mezghani, Neila; Gaudreault, Nathaly; Ayoubian, Leyla; Fuentes, Alexandre; Mitiche, Amar; Hagemeister, Nicola, & De Guise, Jacques A. (2013). Identification des patrons de la cinématique du genou par une analyse en composantes principales. In Actes de la conférence en Traitement et l'analyse de l’information (TAIMA). Hammamet, Tunisie.

Habli, Amine; Mezghani, Neila; Fuentes, Alexandre, & Benazza, Amel (2013). Classification de pathologies du genou en se basant sur la carte de douleur ePKPM. In Actes de la conférence en Traitement et l'analyse de l’information (TAIMA). Tunisie.

Mezghani, Neila; Phan, Philippe; Mitiche, Amar; Labelle, Hubert, & De Guise, Jacques A. (2010). A computer-aided method for scoliosis fusion level selection by a topologically ordered self organizing Kohonen network. In Proceedings of the 20th IEEE International Conference on Pattern Recognition (ICPR) (p. 4012-4015). IEEE. https://doi.org/10.1109/ICPR.2010.976

Blouin, Joanie; Mezghani, Neila; Cooke, T; Brean, M, & Fuentes, Alexandre (2014). Correlation between knee 3D kinematic parameters during gait and patellofemoral osteoarthritis radiographic grading scale. Abstract published in Osteoarthritis and Cartilage, 22, S97-S98.

Conference papers (unpublished)

Ouakrim, Youssef; Dunbar, Michael; Fuentes, Alexandre; Whynot, Sarah; Macdonald, Hilary Susan; Richardson, Glen, & Mezghani, Neila (Aug 2018). Classification tool identifying knee arthroplasty candidates based on kinematic data and gender. Poster presented at the 20th biennial meeting of the Canadian Society for Biomechanics (CSB 2018), Halifax, Nova Scotia.

Bensalma, Fatima; Dunbar, Michael; Whynot, Sarah; Fuentes, Alexandre; Macdonald, Hilary Susan; Ouakrim, Youssef; Richardson, Glen, & Mezghani, Neila (Aug 2018). Correlations between kinematics and clinical measures in end-staged knee osteoarthritis patients. Poster presented at the 20th biennial meeting of the Canadian Society for Biomechanics (CSB 2018), Halifax, Nova Scotia.

Bascans, Clarisse; Mezghani, Neila; Tétreault, Patrice; Skalli, Wafa, & Hagemeister, Nicola (Jan 2018). Scapula morphological parameters and MRI findings to explain variability of the constant score of patients with a supraspinatus tear. Paper presented at the 28th Congress of the European Society for Surgery of the Shoulder and the Elbow (SECEC-ESSSE), Genève, Suisse.

Doctoral Dissertations and Master's Theses

Abdessettar, Tariq (2018). Développement d'un système de classification automatique de l'activité physique (Master's thesis, Télé-université, Québec, Canada). Advisor(s): Mezghani, Neila.

Dumas, Michel (2018). Développement d'une approche afin d'accroître la performance d'une Vice-Présidence aux technologies de l'information (Master's thesis, Télé-université, Québec, Canada). Advisor(s): Mezghani, Neila.

Moudachirou, Mohamed Kazim (2017). Classification et forêts aléatoires : Application à l’aide à la décision chirurgicale du genou par arthroplastie (Master's thesis, Télé-université, Québec, Canada). Advisor(s): Mezghani, Neila.