Posts by Collection

Promising Hyperparameter Configurations for Deep Fully Connected Neural Networks to Improve Image Reconstruction in Proton Radiotherapy

Published in IEEE International Conference on Big Data, 2021

Hyperparameter optimization for deep neural networks to classify Compton camera data for proton therapy image reconstruction.

Recommended citation: S.A. York, A.M. Ali, D.C. Lashbrooke Jr., R. Yepez-Lopez, C.A. Barajas, M.K. Gobbert, J.C. Polf. "Promising Hyperparameter Configurations for Deep Fully Connected Neural Networks to Improve Image Reconstruction in Proton Radiotherapy." IEEE Big Data 2021.
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Imbalanced Multi-layer Cloud Classification with Advanced Baseline Imager (ABI) and CloudSat/CALIPSO Data

Published in IEEE International Conference on Big Data, 2022

Machine learning approach for 8-class multi-layer cloud classification using NASA satellite imagery with data augmentation for imbalanced data.

Recommended citation: L. Ding, R. Corizzo, N. Ching, S. Login, R. Yepez-Lopez, C. Bellinger, J. Gong, D.L. Wu. "Imbalanced Multi-layer Cloud Classification with Advanced Baseline Imager (ABI) and CloudSat/CALIPSO Data." IEEE Big Data 2022.
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LSTM-based Pulmonary Air Leak Forecasting for Chest Tube Management

Published in IEEE International Conference on Big Data, 2022

Deep learning approach using LSTM networks for forecasting air leak resolution in post-operative chest tube patients.

Recommended citation: R. Corizzo, R. Yepez-Lopez, S. Gilbert, N. Japkowicz. "LSTM-based Pulmonary Air Leak Forecasting for Chest Tube Management." IEEE Big Data 2022.
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Distributed Concept Drift Detection for Efficient Model Adaptation with Big Data Streams

Published in 2023 IEEE International Conference on Big Data, 2023

Distributed drift detection workflow using DDM algorithm with Apache Spark for scalable model adaptation.

Recommended citation: I. Whitehouse, R. Yepez-Lopez, R. Corizzo. (2023). "Distributed Concept Drift Detection for Efficient Model Adaptation with Big Data Streams." IEEE Big Data 2023.
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Talk 1 on Relevant Topic in Your Field

Published: March 01, 2012

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Tutorial 1 on Relevant Topic in Your Field

Published: March 01, 2013

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Talk 2 on Relevant Topic in Your Field

Published: February 01, 2014

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Conference Proceeding talk 3 on Relevant Topic in Your Field

Published: March 01, 2014

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Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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