Publications

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Peer-reviewed Journal Papers

  1. A. Moncada-Torres, M. van Maaren, M. P. Hendriks, S. Siesling, G. Geleijnse, “Explainable machine learning can outperform Cox regression predictions and provide insights in breast cancer survival”. Scientific Reports, vol. 11, no. 6968, 2021, p. 1-13.
    [BibTeX, PDF (Open Access)]
  2. F. J. Clouth, A. Moncada-Torres, G. Geleijnse, F. Mols, F. N. van Erning, I. H. J. T. de Hingh, S. C. Pauws, L. V. van de Poll-Franse, J. K. Vermunt, “Heterogeneity in quality of life of long-term colon cancer survivors: a latent class analysis of the population-based PROFILES registry”. The Oncologist, vol. 25, 2020, p. 1-8.
    [BibTeX, PDF (Open Access)]
  3. T. Van Hirtum, A. Moncada-Torres, P. Ghesquière, J. Wouters, “Envelope Enhancement Improves Speech Intelligibility in Adults With Dyslexia”. Ear and Hearing, vol. 49, no. 5, 2019, p. 1242-1252.
    [BibTeX, PDF]
  4. S. Magits*, A. Moncada-Torres*, L. Van Deun, J. Wouters, A. van Wieringen, T. Francart, “The Effect of Presentation Level in Spectrotemporal Modulation Detection”. Hearing Research, vol. 371, 2019, p. 11-18.
    [BibTeX, PDF, PDF (Pre-print)]
  5. A. Moncada-Torres, S. N. Joshi, A. Prokopiou, J. Wouters, B. Epp, T. Francart, “A Computational Model of Interaural Difference Discrimination of Normal Hearing and Hearing Impaired Listeners”. Journal of the Acoustical Society of America, vol. 144, 2018, p. 940-954.
    [BibTeX, PDF]
  6. A. Prokopiou, A. Moncada-Torres, J. Wouters, T. Francart, “Functional Modelling of Just Noticeable Differences in Interaural Time Difference Discrimination with Normal Hearing and Bilateral Cochlear Implants”. Journal of Neural Engineering, vol 14, no. 4, 2017, p. 1-21.
    [BibTeX, PDF]
  7. A. Moncada-Torres, A. van Wieringen, I. C. Bruce, J. Wouters, T. Francart. “Predicting Phoneme and Word Recognition in Noise using a Computational Model of the Auditory Periphery”. Journal of the Acoustical Society of America, vol. 141, 2017, p. 300-312.
    [BibTeX, PDF]
  8. Y. Kim, A. Moncada-Torres, J. Ferrer, M. Riesch, R. Gassert, “Quantification of White Cane Usage Characteristics of People with Visual Impairment”. Applied Ergonomics, vol. 55, 2016, p. 216-225.
    [BibTeX, PDF]
  9. A. Moncada-Torres, K. Leuenberger, R. Gonzenbach, A. Luft, R. Gassert, “Activity classification based on inertial and barometric pressure sensors at different anatomical locations”. Physiological Measurement, vol. 35, 2014, p. 1245-1263.
    [BibTeX, PDF (Open Access)]

Asterisks (*) denote either joint first-authorship or joint last-authorship

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Peer-reviewed Conference Papers

  1. A. Moncada-Torres, F. Martin, M. Sieswerda, J. van Soest, G. Geleijnse, “VANTAGE6: an open source priVAcy preserviNg federaTed leArninG infrastructurE for Secure Insight eXchange”, AMIA Annual Symposium Proceedings, 2020, p. 870-877.
    [BibTeX, PDF, Presentation]
  2. T. Jansen, G. Geleijnse, M. van Maaren, M. P. Hendriks, A. Ten Teije, A. Moncada-Torres, “Machine Learning Explainability in Breast Cancer Survival”, Studies in Health Technology and Informatics - Proceedings of the 30th Medical Informatics Europe Conference, vol. 270 (Digital Personalized Health and Medicine), 2020, p. 307-311. [BibTeX, PDF (Open Access)]

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Peer-/Panel-reviewed Posters/Talks

  1. F. Crezee, M.C. van Maaren, M.P. Hendriks, S. Siesling, A. ten Teije, A. Moncada-Torres, “Explainable Machine Learning for Breast Cancer Survival Predictions using Registry Data”. European Network of Cancer Registries Scientific Meeting 2021. Online. November 16-18, 2021.
  2. H.H.B. Wenzel*, T.H. Schnack*, A. Norberg Hardie, R.L.M. Bekkers, H. Falconer, C.K. Hogdall, P.T. Jensen, V.E.P.P. Lemmens, F. Martin, H.W. Nijman, M.A. van der Aa, A. Moncada-Torres, “Identifying predictors of lymph node metastases in early-stage cervical cancer by transferring prediction models across international registries”. 22nd European Congress of Gynaecological Oncology. Prague, Czech Republic. October 23-25, 2021.
  3. A. Moncada-Torres*, F.M. Janssen*, B.L. Heesterman, Q.J.M. Voorham, P.A. Seegers, K.K.H. Aben, “Using Explainable Machine Learning to Study the Effect of Synoptic Reporting on Prostate Cancer Survival”. Annual Scientific Conference of the International Association of Cancer Registries. Online. October 12-14, 2021.
  4. A. Moncada-Torres, F. Martin, K. Aben, S. Willems, R. Voorham, P. Seegers, G. Geleijnse, “Implementation and Deployment of a Federated Logistic Regression”. HealthRI 2020. Utrecht, Netherlands. January 30, 2020.
  5. F. Martin, A. Moncada-Torres, M. Sieswerda, J. van Soest, G. Geleijnse, “Showcasing the Personal Health Train: Federated Learning in Real Time using VANTAGE”. HealthRI 2020. Utrecht, Netherlands. January 30, 2020.
  6. K. Ebben, A. Moncada-Torres, G. M. Out, G. Geleijnse, J. van der Werf, T. van Vegchel, “Projecting Patient Data onto Clinical Decision Trees in Oncoguide”. HealthRI 2020. Utrecht, Netherlands. January 30, 2020.
  7. T. Van Hirtum, A. Moncada-Torres, P. Ghesquière, J. Wouters, “Exploring speech envelope enhancement for auditory intervention in children with dyslexia”. SPIN 2019. Ghent, BE. 10-11 January, 2019.
  8. T. Van Hirtum, A. Moncada-Torres, P. Ghesquière, J. Wouters, “The potential of speech envelope enhancement for auditory intervention in dyslexia”. IHCON 2018. Granlibakken, California, USA. August 15-19, 2018.
  9. T. Van Hirtum, A. Moncada-Torres, P. Ghesquière, J. Wouters, “Exploring Speech Envelope Enhancement in Adults with Dyslexia”. SPIN 2018. Glasgow, UK. 11 – 12 January, 2018.
  10. A. Moncada-Torres, S. N. Joshi. B. Epp, T. Francart. “Decision Device Comparison for Model-based Analysis of ITD Perception in Normal Hearing Listeners”. ARCHES, ICanHear Conference. Zurich, Switzerland. 21 – 23 November, 2016.
  11. A. Prokopiou, A. Moncada-Torres, J. Wouters, T. Francart. “Functional modelling of just noticeable differences in interaural time difference discrimination for bimodal and bilateral cochlear implant stimulation”. ARCHES, ICanHear Conference. Zurich, Switzerland. 21 – 23 November, 2016.
  12. A. Moncada-Torres, S. N. Joshi. B. Epp, T. Francart. “Model-based Analysis of ITD Perception in Normal & Hearing Impaired Listeners”. IHCON 2016. Granlibakken, California, USA. August 10-14, 2016.
  13. A. Moncada-Torres, B. Epp, T. Francart, S. N. Joshi. “Model-based Analysis of Interaural Time Differences in Auditory Nerve Responses”. ISAAR 2015. Nyborg, Denmark. August 26-28, 2015.
  14. A. Prokopiou, A. Moncada-Torres, J. Wouters, T. Francart. “Functional modelling of just noticeable differences in interaural time difference discrimination for bimodal and bilateral cochlear implant stimulation”. Workshop on Auditory Neuroscience, Cognition and Modelling. London, UK. February 17, 2016.
  15. A. Moncada-Torres, R. Koning, J. Wouters, T. Francart. “Predicting Phoneme and Word Recognition using a Computational Model of the Normal Auditory Periphery”. Auditory Modeling Workshop. Oldenburg, Germany. June 12-14, 2015.
  16. A. Moncada-Torres, R. Koning, J. Wouters, T. Francart. “Predicting Phoneme and Word Recognition using a Computational Model in Normal-Hearing Listeners”. ARCHES. Oldenburg, Germany. November 17-18, 2014.
  17. R. R. Gonzenbach, K. Leuenberger, A. Moncada-Torres, R. Gassert, A. R. Luft, “ReSense - wearable sensor modules to monitor movement and activities of daily life in stroke patients over extended time periods”. SFCNS Congress. Montreaux, Switzerland. June 5-7, 2013.

Asterisks (*) denote either joint first-authorship or joint last-authorship

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Theses

  1. A. Moncada-Torres, “Applied Physiological Modelling of Auditory Processes – Speech Intelligibility, Modulation Detection, and Binaural Hearing”. KU Leuven. Doctoral thesis under the supervision of Prof. Tom Francart and Prof. Jan Wouters. Nov. 2018.
    [BibTeX, PDF]
  2. A. Moncada-Torres, “MR Measurements of Dynamic Changes in Aortic Vessel Area and Pulse Wave Velocities Induced by Simulated Obstructive Apnoea”. ETH Zurich. Master thesis under the supervision of Prof. Sebastian Kozerke and Christian Binter. March 2014.
  3. A. Moncada-Torres, “Image Interpolation for Reconstruction of 4D-MRI Data”. ETH Zurich in collaboration with U. of Basel. Semester thesis under the supervision of Prof. Philippe Cattin. May 2013.
  4. A. Moncada-Torres, “Activity Classification in Healthy Subjects Using an Enhanced IMU”. U. Iberoamericana in collaboration with ETH Zurich. Bachelor’s thesis under the supervision of Prof. Roger Gassert, Kaspar Leuenberger, and Prof. Jose Luis Urrusti Alonso. Dec. 2011.
    [BibTeX, PDF (Open Access)]

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