Publications

2016

Malof, J. M., L. M. Collins, K. Bradbury, and R. G. Newell. “A deep convolutional neural network and a random forest classifier for solar photovoltaic array detection in aerial imagery.” In 2016 IEEE International Conference on Renewable Energy Research and Applications, ICRERA 2016, 650–54, 2016. https://doi.org/10.1109/ICRERA.2016.7884415.

Camilo, J. A., J. M. Malof, and L. M. Collins. “A feature learning approach for classifying buried threats in forward looking ground penetrating radar data.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2223117.

Malof, J. M., K. Bradbury, L. M. Collins, R. G. Newell, A. Serrano, H. Wu, and S. Keene. “Image features for pixel-wise detection of solar photovoltaic arrays in aerial imagery using a random forest classifier.” In 2016 IEEE International Conference on Renewable Energy Research and Applications, ICRERA 2016, 799–803, 2016. https://doi.org/10.1109/ICRERA.2016.7884446.

Colwell, K. A., and L. M. Collins. “Attribute-driven transfer learning for detecting novel buried threats with ground-penetrating radar.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2222495.

Reichman, D., J. M. Malof, and L. M. Collins. “Algorithm development for deeply buried threat detection in GPR data.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2222593.

2015

Mainsah, Boyla O., Kenneth D. Morton, Leslie M. Collins, Eric W. Sellers, and Chandra S. Throckmorton. “Moving Away From Error-Related Potentials to Achieve Spelling Correction in P300 Spellers.” IEEE Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the IEEE Engineering in Medicine and Biology Society 23, no. 5 (September 2015): 737–43. https://doi.org/10.1109/tnsre.2014.2374471.

Czarnek, Nicholas, Kenneth Morton, Leslie Collins, Stacy Tantum, and Chandra Throckmorton. “The impact of time on seizure prediction performance in the FSPEEG database.” Epilepsy & Behavior : E&B 48 (July 2015): 79–82. https://doi.org/10.1016/j.yebeh.2015.04.058.

Throckmorton, C. S., W. J. Mayew, M. Venkatachalam, and L. M. Collins. “Financial fraud detection using vocal, linguistic and financial cues.” Decision Support Systems 74 (June 1, 2015): 78–87. https://doi.org/10.1016/j.dss.2015.04.006.

Manandhar, A., K. D. Morton, L. M. Collins, and P. A. Torrione. “A nonparametric bayesian approach to multiple instance learning.” International Journal of Pattern Recognition and Artificial Intelligence 29, no. 3 (May 28, 2015). https://doi.org/10.1142/S0218001415510015.

Manandhar, A., P. A. Torrione, L. M. Collins, and K. D. Morton. “Multiple-instance hidden markov model for GPR-based landmine detection.” IEEE Transactions on Geoscience and Remote Sensing 53, no. 4 (April 1, 2015): 1737–45. https://doi.org/10.1109/TGRS.2014.2346954.

Mainsah, B. O., L. M. Collins, K. A. Colwell, E. W. Sellers, D. B. Ryan, K. Caves, and C. S. Throckmorton. “Increasing BCI communication rates with dynamic stopping towards more practical use: an ALS study.” J Neural Eng 12, no. 1 (February 2015): 016013. https://doi.org/10.1088/1741-2560/12/1/016013.

Kalika, D., M. T. Knox, L. M. Collins, P. A. Torrione, and K. D. Morton. “Leveraging robust principal component analysis to detect buried explosive threats in handheld ground-penetrating radar data.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2177944.

Malof, J. M., K. D. Morton, L. M. Collins, and P. A. Torrione. “A queuing model for designing multi-modality buried target detection systems: Preliminary results.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2176610.

Sakaguchi, R. T., K. D. Morton, L. M. Collins, and P. A. Torrione. “Recognizing subsurface target responses in ground penetrating radar data using convolutional neural networks.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2177747.

Colwell, K. A., P. A. Torrione, K. D. Morton, and L. M. Collins. “Improving buried threat detection in ground-penetrating radar with transfer learning and metadata analysis.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2177940.

Knox, M., P. Torrione, L. Collins, and K. Morton. “Buried threat detection using a handheld ground penetrating radar system.” Proceedings of SPIE - The International Society for Optical Engineering 9454 (January 1, 2015). https://doi.org/10.1117/12.2177812.

Camilo, J. A., J. M. Malof, P. A. Torrione, L. M. Collins, and K. D. Morton. “Clutter and target discrimination in forward-looking ground penetrating radar using sparse structured basis pursuits.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2176491.

Malof, J. M., R. Hou, L. M. Collins, K. Bradbury, and R. Newell. “Automatic solar photovoltaic panel detection in satellite imagery.” In 2015 International Conference on Renewable Energy Research and Applications, ICRERA 2015, 1428–31, 2015. https://doi.org/10.1109/ICRERA.2015.7418643.

Reichman, D., K. D. Morton, J. M. Malof, L. M. Collins, and P. A. Torrione. “Target signature localization in GPR data by jointly estimating and matching templates.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2176627.

2014

Colwell, Kenneth, Chandra Throckmorton, Leslie Collins, and Kenneth Morton. “Projected accuracy metric for the P300 Speller.” IEEE Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the IEEE Engineering in Medicine and Biology Society 22, no. 5 (September 2014): 921–25. https://doi.org/10.1109/tnsre.2014.2324892.

Colwell, K. A., D. B. Ryan, C. S. Throckmorton, E. W. Sellers, and L. M. Collins. “Channel selection methods for the P300 Speller.” J Neurosci Methods 232 (July 30, 2014): 6–15. https://doi.org/10.1016/j.jneumeth.2014.04.009.

Mainsah, Boyla O., Kenneth A. Colwell, Leslie M. Collins, and Chandra S. Throckmorton. “Utilizing a language model to improve online dynamic data collection in P300 spellers.” IEEE Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the IEEE Engineering in Medicine and Biology Society 22, no. 4 (July 2014): 837–46. https://doi.org/10.1109/tnsre.2014.2321290.

Desmond, Jill M., Leslie M. Collins, and Chandra S. Throckmorton. “The effects of reverberant self- and overlap-masking on speech recognition in cochlear implant listeners.” The Journal of the Acoustical Society of America 135, no. 6 (June 2014): EL304–10. https://doi.org/10.1121/1.4879673.

Torrione, P. A., L. M. Collins, and K. D. Morton. “Experiment design for measuring the probability of detection in remote sensing: How many objects and how many passes.” In Proceedings of SPIE - The International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2049704.

Torrione, P., L. M. Collins, and K. D. Morton. “Multivariate analysis, chemometrics, and machine learning in laser spectroscopy.” In Laser Spectroscopy for Sensing: Fundamentals, Techniques and Applications, 125–64, 2014. https://doi.org/10.1533/9780857098733.1.125.