Publications

Machine Learning
  1. E. Lindgren, M. Kocaoglu, A. G. Dimakis, S. Vishwanath, "Experimental Design for Cost-Aware Learning of Causal Graphs" to appear in NIPS 2018, Montreal, Canada, Dec. 2018.
  2. M. Kocaoglu*, C. Snyder*, A. G. Dimakis, S. Vishwanath, "CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training," Proc. of ICLR 2018, 2018.
  3. M. Kocaoglu, K. Shanmugam, E. Bareinboim, "Experimental Design for Learning Causal Graphs with Latent Variables," Proc. of NIPS 2017, 2017.
  4. M. Kocaoglu, A. G. Dimakis, S. Vishwanath, "Cost-Optimal Learning of Causal Graphs," Proc. of ICML'17, 2017.
  5. M. Kocaoglu, A. G. Dimakis, S. Vishwanath, B. Hassibi, "Entropic Causality and Greedy Minimum Entropy Coupling," Proc. of  ISIT'17, 2017.
  6. K. Shanmugam, M. Kocaoglu, A. G. Dimakis, S. Sanghavi, "Sparse Quadratic Logistic Regression in Sub-quadraticTime," arXiv preprint, 2017.
  7. R. Sen, K. Shanmugam, M. Kocaoglu, A. G. Dimakis, S. Shakkottai, "Contextual Bandits with Latent Confounders: An NMF Approach," to appear in AISTATS 2017, 2017.
  8. M. Kocaoglu, A. G. Dimakis, S. Vishwanath, B. Hassibi, "Entropic Causal Inference," in AAAI 2017, San Francisco, USA, Feb. 2017.
  9. M. Kocaoglu, A. G. Dimakis, S. Vishwanath, "Learning Causal Graphs with Constraints," in NIPS 2016 WorkshopWhat If? Inference and Learning of Hypothetical and Counterfactual Interventions in Complex Systems, Barcelona, Spain, Dec. 2016.
  10. K. Shanmugam, M. Kocaoglu, A. G. Dimakis, S. Vishwanath, "Learning Causal Graphs with Small Interventions," in NIPS 2015, Montreal, Canada, Dec. 2015.
  11. M. Kocaoglu*K. Shanmugam*, A. G. Dimakis, A. Klivans, "Sparse Polynomial Learning and Graph Sketching," in NIPS 2014 (Oral), Montreal, Canada, Dec. 2014.
Communications
Journals
  1. M. Kocaoglu, O. B. Akan, "Energy Minimization with Network Coding," to appear in IEEE Systems Journal, Special Issue on Green Communications, Computing and Systems, 2015.
  2. M. Kocaoglu, B. Gulbahar, O. B. Akan, "Stochastic Resonance in Graphene Bi-layer Optical Nanoreceivers," in IEEE Transactions on Nanotechnology, vol. 13, no. 6, pp. 1107-1117, November 2014.
  3. D. Malak, M. Kocaoglu, O. B. Akan, "Communication Theoretic Analysis of Synaptic Channel for Cortical Neurons," in Nano Communication Networks Journal (Elsevier), vol. 4, no. 3, pp. 131-141, September 2013.
  4. M. Kocaoglu, O. B. Akan, "Minimum Energy Channel Codes for Nanoscale Wireless Communications,"  IEEE Transactions on Wireless Communications, vol. 12, no. 4, pp. 1492-1500, April 2013.
  5. M. Kocaoglu, D. Malak, O. B. Akan, "Fundamentals of Green Communications and Computing: Modeling and Simulation," Computer, vol. 45, no. 9, pp. 40-46, September 2012.
Conferences
  1. M. Kocaoglu, C. Oksuz, O. B. Akan, "Effect of Channel Conditions on Inventory Database Update in Supply Chains." IEEE BlackSeaCom'13, 2013.
  2. M. Kocaoglu, D. Malak, "On the Node Density Limits and Rate-Delay-Energy Tradeoffs in Ad Hoc Nanonetworks with Minimum Energy Coding," in Proc. IEEE MoNaCom 2012 (in conjunction with IEEE ICC 2012), Ottawa, Canada, June 2012.
  3. M. Kocaoglu, O. B. Akan, "Minimum Energy Coding for Wireless NanoSensor Networks," in Proc. IEEE INFOCOM 2012 (Mini Conference), Orlando, FL, USA, Mar. 2012.
M. Sc. Thesis
  • M. Kocaoglu, "Minimum Energy Channel and Network Coding with Applications in Nanoscale Communications," M. Sc. Thesis, Koc University, Istanbul, Turkey, 2012.