Ermal Toto, PhD

Publications

• Toto, Ermal, M. L. Tlachac, and Elke A. Rundensteiner. "AudiBERT: A Deep Transfer Learning Multimodal Classification Framework for Depression Screening." Proceedings of the 30th ACM International Conference on Information & Knowledge Management. 2021. (Best applied paper award). Google Colab Version of AudiBERT
• Ermal Toto, ML Tlachac, Francis (Lee) Stevens, and E. A. Rundensteiner. 2020. Audio-based Depression Screening using Sliding Window Sub-clip Pooling. In ICMLA. IEEE.
• ML Tlachac, Adam Sargent, Ermal Toto, Randy Paffenroth, Elke Rundensteiner. 2020. Topological Data Analysis to Engineer Features from Audio Signals for Depression Detection. In ICMLA. IEEE.
• Ada Dogrucu, Alex Perucic, Anabella Isaro, Damon Ball, Ermal Toto, Elke A. Rundensteiner, Emmanuel Agu, Rachel Davis-Martin, and Edwin Boudreaux. 2020. Moodable: On feasibility of instantaneous depression assessment using machine learning on voice samples with retrospectively harvested smartphone and social media data. Smart Health Link
• ML Tlachac, Ermal Toto, Elke A. Rundensteiner. (2019). You're Making Me Depressed: Leveraging Texts from Contact Subsets to Predict Depression. IEEE International Conference on Biomedical and Health Informatics. Link
• Marka, Arthur, Joi B. Carter, Ermal Toto, and Saeed Hassanpour. "Automated detection of nonmelanoma skin cancer using digital images: a systematic review." BMC medical imaging 19, no. 1 (2019): 21. Link
• Ermal Toto,Elke A. Rundensteiner,& Brandon J. Foley. Improving Emotion Detection with Sub-clip Boosting . ECML/PKDD 2018. Link
• Abhishek Mukherji, Xika Lin, Ermal Toto, Christopher R. Botaish, Jason Whitehouse, Elke A. Rundensteiner, & Matthew O. Ward (2018). FIRE: a two-level interactive visualization for deep exploration of association rules. International Journal of Data Science and Analytics. Link
• Ermal Toto,Elke A. Rundensteiner,Yanhua Li,Richard Jordan,Mariya Ishutkina,Kajal Claypool, & Jun Luo,Fan Zhang. PULSE: A Real Time System for Crowd Flow Prediction at Metropolitan Subway Stations. ECML/PKDD 2016. Link
• Gobert, Janice D., and Ermal Toto. Instruction System with Eyetracking-based Adaptive Scaffolding. WORCESTER POLYTECHNIC INSTITUTE, assignee. Patent 9,230,221. 5 Jan. 2016. Link
• Gobert, J. D., Toto, E., Brigham, M., & Sao Pedro, M. (2013, January). Searching for Predictors of Learning Outcomes in Non Abstract Eye Movement Logs. In Artificial Intelligence in Education (pp. 799-802). Springer Berlin Heidelberg.Link
• Gobert, J. D., Sao Pedro, M. A., Baker, R. S., Toto, E., & Montalvo, O. (2012). Leveraging educational data mining for real-time performance assessment of scientific inquiry skills within microworlds. JEDM-Journal of Educational Data Mining, 4(1), 111-143. Link
• Gobert, J. D., Montalvo, O., Toto, E., Sao Pedro, M., & d Baker, R. S. (2010, January). The science assistments project: scaffolding scientific inquiry skills. In Intelligent Tutoring Systems (pp. 445-445). Springer Berlin Heidelberg. Link

Contact Information

• email: t o t o -+-- w p i -*- edu
• LinkedIn

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