Publications

2016

Chen, Changyou, David Carlson, Zhe Gan, Chunyuan Li, and Lawrence Carin. “Bridging the gap between stochastic gradient MCMC and stochastic optimization.” In Artificial Intelligence and Statistics, 1051–60, 2016.

2015

Gan, Zhe, Chunyuan Li, Ricardo Henao, David E. Carlson, and Lawrence Carin. “Deep temporal sigmoid belief networks for sequence modeling.” Advances in Neural Information Processing Systems, 2015, 2467–75.

Carlson, David, Volkan Cevher, and Lawrence Carin. “Stochastic spectral descent for restricted Boltzmann machines.” In Artificial Intelligence and Statistics, 111–19, 2015.

Carlson, David E., Edo Collins, Ya-Ping Hsieh, Lawrence Carin, and Volkan Cevher. “Preconditioned spectral descent for deep learning.” In Advances in Neural Information Processing Systems, 2971–79, 2015.

Ulrich, Kyle R., David E. Carlson, Kafui Dzirasa, and Lawrence Carin. “GP kernels for cross-spectrum analysis.” In Advances in Neural Information Processing Systems, 1999–2007, 2015.

Gan, Zhe, Chunyuan Li, Ricardo Henao, David E. Carlson, and Lawrence Carin. “Deep Temporal Sigmoid Belief Networks for Sequence Modeling.” In NIPS, edited by Corinna Cortes, Neil D. Lawrence, Daniel D. Lee, Masashi Sugiyama, and Roman Garnett, 2467–75, 2015.

Carlson, David. “Stochastic Inference and Bayesian Nonparametric Models in Electrophysiological Time Series,” 2015.

Gan, Zhe, Ricardo Henao, David Carlson, and Lawrence Carin. “Learning deep sigmoid belief networks with data augmentation.” In Artificial Intelligence and Statistics, 268–76, 2015.

Gan, Zhe, Changyou Chen, Ricardo Henao, David Carlson, and Lawrence Carin. “Scalable Deep Poisson Factor Analysis for Topic Modeling.” In ICML, 2015.

2014

Ulrich, Kyle, David E. Carlson, Wenzhao Lian, Jana Schaich Borg, Kafui Dzirasa, and Lawrence Carin. “Analysis of Brain States from Multi-Region LFP Time-Series.” In Advances in Neural Information Processing Systems, 2014.

Wang, Liming, David Edwin Carlson, Miguel R. D. Rodrigues, Robert Calderbank, and Lawrence Carin. “A Bregman matrix and the gradient of mutual information for vector Poisson and Gaussian channels.” IEEE Transactions on Information Theory 60 (2014): 2611–29.

Carlson, David E., Jana Schaich Borg, Kafui Dzirasa, and Lawrence Carin. “On the relations of LFPs & Neural Spike Trains.” In NIPS, edited by Zoubin Ghahramani, Max Welling, Corinna Cortes, Neil D. Lawrence, and Kilian Q. Weinberger, 2060–68, 2014.

Carlson, David E., Jana Schaich Borg, Kafui Dzirasa, and Lawrence Carin. “On the Relationship Between LFP & Spiking Data.” In Advances in Neural Information Processing Systems, 2014.

Hu, Changwei, Eunsu Ryu, David Carlson, Yingjian Wang, and Lawrence Carin. “Latent Gaussian models for topic modeling.” In Artificial Intelligence and Statistics, 393–401, 2014.

2013

Wang, Liming, David E. Carlson, Miguel Rodrigues, David Wilcox, Robert Calderbank, and Lawrence Carin. “Designed measurements for vector count data.” Advances in Neural Information Processing Systems, 2013, 1142–50.

Karumbaiah, Lohitash, Tarun Saxena, David Carlson, Ketki Patil, Radhika Patkar, Eric A. Gaupp, Martha Betancur, Garrett B. Stanley, Lawrence Carin, and Ravi V. Bellamkonda. “Relationship between intracortical electrode design and chronic recording function.” Biomaterials 34 (2013): 8061–74.

Carlson, David E., Joshua T. Vogelstein, Qisong Wu, Wenzhao Lian, Mingyuan Zhou, Colin R. Stoetzner, Daryl Kipke, Douglas Weber, David B. Dunson, and Lawrence Carin. “Multichannel electrophysiological spike sorting via joint dictionary learning and mixture modeling.” IEEE Transactions on Biomedical Engineering 61 (2013): 41–54.

Carlson, David E., Vinayak Rao, Joshua T. Vogelstein, and Lawrence Carin. “Real-time inference for a gamma process model of neural spiking.” Advances in Neural Information Processing Systems, 2013, 2805–13.

2011

Chen, Minhua, David Carlson, Aimee Zaas, Christopher W. Woods, Geoffrey S. Ginsburg, Alfred Hero, Joseph Lucas, and Lawrence Carin. “Detection of viruses via statistical gene expression analysis.” IEEE Trans Biomed Eng 58, no. 3 (March 2011): 468–79. https://doi.org/10.1109/TBME.2010.2059702.

Chen, Bo, David E. Carlson, and Lawrence Carin. “On the analysis of multi-channel neural spike data.” In Advances in Neural Information Processing Systems, 936–44, 2011.