Scholars@Duke

• Background
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  Education, Training, & Certifications

  • Ph.D., Duke University 2015
• Publications & Artistic Works
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  Selected Publications

  • Conference Papers

    • Carlson, DE, Stinson, P, Pakman, A, and Paninski, L. "Partition functions from rao-blackwellized tempered sampling." January 1, 2016.
    • Li, C, Chen, C, Carlson, D, and Carin, L. "Preconditioned stochastic gradient langevin dynamics for deep neural networks." January 1, 2016.
    • Carlson, D, Cevher, V, and Carin, L. "Stochastic spectral descent for restricted boltzmann machines." January 1, 2015.
    • Carlson, DE, Collins, E, Hsieh, YP, Carin, L, and Cevher, V. "Preconditioned spectral descent for deep learning." January 1, 2015.
    • Gan, Z, Chen, C, Henao, R, Carlson, D, and Carin, L. "Scalable deep Poisson factor analysis for topic modeling." January 1, 2015.
    • Gan, Z, Henao, R, Carlson, D, and Carin, L. "Learning deep sigmoid belief networks with data augmentation." January 1, 2015.
    • Ulrich, K, Carlson, DE, Dzirasa, K, and Carin, L. "GP kernels for cross-spectrum analysis." January 1, 2015.
    • Carlson, DE, Borg, JS, Dzirasa, K, and Carin, L. "On the relationship between LFP & spiking data." January 1, 2014.
    • Hu, C, Ryu, E, Carlson, D, Wang, Y, and Carin, L. "Latent Gaussian models for topic modeling." January 1, 2014.
    • Ulrich, K, Carlson, DE, Lian, W, Borg, JS, Dzirasa, K, and Carin, L. "Analysis of brain states from multi-region LFP time-series." January 1, 2014.

  • Journal Articles

    • Carlson, D, David, LK, Gallagher, NM, Vu, M-AT, Shirley, M, Hultman, R, Wang, J, Burrus, C, McClung, CA, Kumar, S, Carin, L, Mague, SD, and Dzirasa, K. "Dynamically Timed Stimulation of Corticolimbic Circuitry Activates a Stress-Compensatory Pathway." Biological psychiatry (June 15, 2017).  Full Text
    • Hultman, R, Mague, SD, Li, Q, Katz, BM, Michel, N, Lin, L, Wang, J, David, LK, Blount, C, Chandy, R, Carlson, D, Ulrich, K, Carin, L, Dunson, D, Kumar, S, Deisseroth, K, Moore, SD, and Dzirasa, K. "Dysregulation of Prefrontal Cortex-Mediated Slow-Evolving Limbic Dynamics Drives Stress-Induced Emotional Pathology." Neuron 91, no. 2 (July 2016): 439-452.  Full Text
    • Merel, J, Carlson, D, Paninski, L, and Cunningham, JP. "Neuroprosthetic Decoder Training as Imitation Learning." PLoS computational biology 12, no. 5 (May 18, 2016): e1004948-.  Full Text
    • Carlson, D, Hsieh, Y-P, Collins, E, Carin, L, and Cevher, V. "Stochastic Spectral Descent for Discrete Graphical Models." IEEE Journal of Selected Topics in Signal Processing 10, no. 2 (March 2016): 296-311.  Full Text
    • Gan, Z, Li, C, Henao, R, Carlson, D, and Carin, L. "Deep temporal sigmoid belief networks for sequence modeling." Advances in Neural Information Processing Systems 2015-January (January 1, 2015): 2467-2475.
    • Liming Wang, , Carlson, DE, Rodrigues, MRD, Calderbank, R, and Carin, L. "A Bregman Matrix and the Gradient of Mutual Information for Vector Poisson and Gaussian Channels." IEEE Transactions on Information Theory 60, no. 5 (May 2014): 2611-2629.  Full Text
    • Carlson, DE, Vogelstein, JT, Qisong Wu, , Wenzhao Lian, , Mingyuan Zhou, , Stoetzner, CR, Kipke, D, Weber, D, Dunson, DB, and Carin, L. "Multichannel electrophysiological spike sorting via joint dictionary learning and mixture modeling." IEEE transactions on bio-medical engineering 61, no. 1 (January 2014): 41-54.  Full Text
    • Carlson, DE, Vogelstein, JT, Wu, Q, Lian, W, Zhou, M, Stoetzner, CR, Kipke, D, Weber, D, Dunson, DB, and Carin, L. "Multichannel electrophysiological spike sorting via joint dictionary learning and mixture modeling." IEEE Transactions on Biomedical Engineering 61, no. 1 (January 1, 2014): 41-54.  Full Text
    • Karumbaiah, L, Saxena, T, Carlson, D, Patil, K, Patkar, R, Gaupp, EA, Betancur, M, Stanley, GB, Carin, L, and Bellamkonda, RV. "Relationship between intracortical electrode design and chronic recording function." Biomaterials 34, no. 33 (November 2013): 8061-8074.  Full Text
    • Carlson, D, Rao, V, Vogelstein, J, and Carin, L. "Real-time inference for a gamma process model of neural spiking." Advances in Neural Information Processing Systems (January 1, 2013).
    • Wang, L, Carlson, D, Rodrigues, MD, Wilcox, D, Calderbank, R, and Carin, L. "Designed measurements for vector count data." Advances in Neural Information Processing Systems (January 1, 2013).
    • Chen, M, Carlson, D, Zaas, A, Woods, CW, Ginsburg, GS, Hero, A, Lucas, J, and Carin, L. "Detection of viruses via statistical gene expression analysis." IEEE Trans Biomed Eng 58, no. 3 (March 2011): 468-479.  Full Text  Link to Item

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