MIL - The University of Tennessee
the university of tennessee machine intelligence lab
 
Deep machine learning algorithms and architectures
[1]     T. Lancewicki, I. Arel, "Regularization of the Kernel Matrix via Covariance Matrix Shrinkage Estimation," to appear in Proc. the SIAM Conferences on Applied Linear Algebra, October, 2015
[2]     J. Holleman, I. Arel, J. Lu, S. Young, "Analog Inference Circuits for Deep Learning," to appear in the 2015 IEEE Biomedical Circuits and Systems Conference (BioCAS), October, 2015 [pdf]
[3]     T. Lancewicki, "Multi-target Shrinkage Estimation for Covariance Matrices," in Proc. of the 39th SIAM Southeastern Atlantic Section Conference, March, 2015
[4]     J. Holleman, I. Arel, "Low-Power Analog Deep Learning Architecture for Image Processing," in the Government Microcircuit Applications & Critical Technology Conference (GOMAC Tech), St. Louis, MO, March, 2015 [pdf]
[5]     J. Lu, S. Young, I. Arel, J. Holleman, "A 1 TOPS/W Analog Deep Machine-Learning Engine with Floating-Gate Storage in 0.13 um CMOS," in IEEE Journal of Solid State Circuits, January, 2015 [pdf]
[6]     S. Young, J. Liu, I. Arel, J. Holleman, "On the Impact of Approximate Computation in an Analog DeSTIN Architecture," IEEE Transactions on Neural Networks and Learning Networks, Vol. 25, No. 5, pp. 934 - 946, May, 2014 [pdf]
[7]     A. Davis, I. Arel, "Low-Rank Approximations for Conditional Feedforward Computation in Deep Neural Networks," Workshop paper in the Workshop Proceedings of the International Conference on Learning Representations (ICLR) 2014, Banff, Canada, April, 2014 [pdf]
[8]     J. Lu, S. Young, I. Arel, J. Holleman, "'A 1TOPS/W Analog Deep Machine Learning Engine with Floating-Gate Storage in 0.13um CMOS," in Proc. 2014 IEEE international Solid-State Circuits Conference (ISSCC), pp. 30-32, February, 2014 [pdf]
[9]     S. Young, I. Arel, A. Davis, A. Mishtal, "Hierarchical Spatiotemporal Feature Extraction using Recurrent Online Clustering," Pattern Recognition Letters, February, 2014 [pdf]
[10]     J. Lu, S. Young, I. Arel, J. Holleman, "An Analog Online Clustering Circuit in 130nm CMOS," in Proc. IEEE Asian Solid-State Circuits Conference, November, 2013 [pdf]
[11]     D. Rose, I. Arel, "Gradient Driven Learning for Pooling in Visual Pipeline Feature Extraction Models," in Proc. International Conference on Learning Representations (ICLR), May, 2013 [pdf]
[12]     C. Symons, R. Vatsavai, G. Jun, I. Arel, "Bias Selection Using Task-Targeted Random Subspaces for Robust Application of Graph-Based Semi-Supervised Learning," in Proc. IEEE International Conference on Machine Learning and Applications (ICMLA), December, 2012 [pdf]
[13]     S. Young, I. Arel, "Recurrent Clustering for Unsupervised Feature Extraction with Application to Sequence Detection," in Proc. IEEE International Conference on Machine Learning and Applications (ICMLA), December, 2012 [pdf]
[14]     D. Rose, I. Arel, "Toward a Sequential Approach to Pipelined Image Recognition," in Proc. IEEE International Conference on Machine Learning and Applications (ICMLA), December, 2012 [pdf]
[15]     B. Goertzel, S. Adams, J. Bach, I. Arel, J. Hall, R. Coop, "Mapping the Landscape of Human-Level Artificial General Intelligence," AAAI Artificial Intelligence Magazine, Vol. 33, 25-42, April, 2012 [pdf]
[16]     T. Karnowski, I. Arel, S. Young, "Modeling Temporal Dynamics with Function Approximation in Deep Spatio-Temporal Inference Network," in Proc. 2nd International Conference on Biologically Inspired Cognitive Architectures (BICA), November, 2011 [pdf]
[17]     I. Arel, J. Holleman, "Scalable Low-Power Deep Machine Learning with Analog Computation," in Proc. 2011 International Joint Conference on Neural Networks (IJCNN) , August, 2011
[18]     I. Arel, S. Berant, T. Slonim, A. Moyal, B. Li, K. Chai Sim, "Acoustic Spatiotemporal Modeling using Deep Machine Learning for Robust Phoneme Recognition," in Proc. 2011 Afeka-AVIOS Speech Processing Conference, June, 2011 [pdf]
[19]     T. Karnowski, I. Arel, D. Rose, "Deep Spatiotemporal Feature Learning with Application to Image Classification," The 9th International Conference on Machine Learning and Applications (ICMLA'10), December, 2010 [pdf]
[20]     I. Arel, S. Berant, "Application Feedback in Guiding a Deep-layered Perception Model," The First International Conference on Biologically Inspired Cognitive Architectures (BICA), November, 2010 [pdf]
[21]     I. Arel, D. Rose, T. Karnowski, "Deep Machine Learning - A New Frontier in Artificial Intelligence Research," IEEE Computational Intelligence Magazine, Vol. 14, pp. 12-18, November, 2010 [pdf]
[22]     B. Goertzel, R. Lian, I. Arel, H. de Garis, S. Chen, "World Survey of Artificial Brains, Part II: Biologically Inspired Cognitive Architectures," Neurocomputing, September, 2010 [pdf]
[23]     D. Rose, I. Arel, T. Karnowski, V. Paquit, "Applying Deep-Layered Clustering to Mammography Image Analytics," in Proc. of the Annual ORNL Biomedical Science and Engineering Conference (BSEC) 2010, May, 2010 [pdf]
[24]     S. Young, I. Arel, T. Karnowski, D. Rose, "A Fast and Stable Incremental Clustering Algorithm," in Proc. 7th International Conference on Information Technology (ITNG), April, 2010 [pdf]
[25]     I. Arel, D. Rose, T. Karnowski, "A Deep Learning Architecture Comprising Homogeneous Cortical Circuits for Scalable Spatiotemporal Pattern Inference," in Proc. NIPS 2009 Workshop on Deep Learning for Speech Recognition and Related Applications , December, 2009 [pdf]
[26]     I. Arel, D. Rose, R. Coop, "DeSTIN: A Scalable Deep Learning Architecture with Application to High-Dimensional Robust Pattern Recognition," in Proc. AAAI 2009 Fall Symposium on Biologically Inspired Cognitive Architectures (BICA), November, 2009 [pdf]
 
Reinforcement Learning and Approximate Dynamic Programming
[27]     B. Goodrich, T. Lancewicki, I. Arel, "Sequential Covariance-Matrix Estimation with Application to Mitigating Catastrophic Forgetting," to appear in IEEE International Conference on Machine Learning and Applications (ICMLA), December, 2015 [pdf]
[28]     B. Goodrich, I. Arel, "Mitigating Catastrophic Forgetting in Temporal Difference Learning with Function Approximation," in Proc. of the 2nd Multidisciplinary Conference on Reinforcement Learning and Decision Making, June, 2015 [pdf]
[29]     T. Lancewicki, I. Arel, "Covariance Matrix Estimation for Reinforcement Learning," in Proc. of the 2nd Multidisciplinary Conference on Reinforcement Learning and Decision Making , June, 2015 [pdf]
[30]     B. Martin, I. Arel, "Intrinsically Motivated Exploration via Intrinsic Value Calculation," in Proc. of the 50th ACM SE Conference, Tuscaloosa, AL, March, 2012
[31]     A. Davis, I. Arel, "On the Episode Duration Distribution Spanning Arbitrary States in Fixed-Policy Markov Decision Processes," in Proc. of the 23rd Florida Artificial Intelligence Research Society Conference (FLAIRS-23) , May, 2010 [pdf]
[32]     I. Arel, "Working Toward Pragmatic Convergence: AGI Axioms and a Unified Roadmap," Workshop on the Future of AGI (as part of the 2nd Conference on Artificial General Intelligence), March, 2009
[33]     I. Arel, S. Livingston, "Beyond the Turing Test," IEEE Computer, Vol. 42, No. 3, pp. 104-105, March, 2009 [pdf]
[34]     I. Elhanany, C. Niedzwiedz, Z. Liu, S. Livingston, "A Consolidated Actor-Critic Model for Partially-Observable Markov Decision Processes," IET Electronics Letters, October, 2008 [pdf]
[35]     J. Togelius, S. Lucas, J. Garibaldi, T. Nakashima, C. Hiong Tan, I. Elhanany, "The 2007 IEEE CEC Simulated Car Racing Competition," Genetic Programming and Evolvable Machines, Springer, July, 2008 [pdf]
[36]     C. Niedzwiedz, I. Elhanany, Z. Liu, S. Livingston, "A Consolidated Actor-Critic Model with Function Approximation for High-Dimensional POMDPs," AAAI 2008 workshop for Advancement in POMDP Solvers (part of the AAAI 2008 Conference), Chicago, July, 2008 [pdf]
[37]     B. Matthews, I. Elhanany, "Hardware Architecture for High-Speed Real-Time Dynamic Programming Applications," IET Proceedings on Computers and Digital Techniques, pp. 164-171, Vol. 2, No. 3, May, 2008 [pdf]
[38]     C. Niedzwiedz, Z. Liu, I. Elhanany, S. Livingston, "A Consolidated Actor-Critic Model for Temporal Difference Learning with Function Approximation and Application to POMDPs," 3rd Northeast Student Colloquium on Artificial Intelligence, May, 2008 [pdf]
[39]     S. Livingston, J. Garvey, I. Elhanany, "On the Broad Implications of Reinforcement Learning based Artificial General Intelligence (AGI)," AGI-08 Workshop on the Sociocultural, Ethical and Futurological Implications of Artificial General Intelligence, March, 2008 [pdf]
[40]     Z. Liu, I. Elhanany, "Large-Scale Tabular-Form Hardware Architecture for Q-Learning with Delays," 2007 IEEE Midwest Symposium on Circuits and Systems (MWSCAS), August, 2007
[41]     J. Turnmire, I. Elhanany, "A Distributed Architecture for Temporal Difference Learning with Eligibility Traces," 2007 IEEE Midwest Symposium on Circuits and Systems (MWSCAS), August, 2007
[42]     Z. Liu, I. Elhanany, "A Scalable Recurrent Neural Network Framework for Model-Free POMDPs," 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL), April, 2007 [pdf]
[43]     S. Fields, I. Elhanany, "A Symmetric Multiprocessor Architecture for Multi-Agent Temporal Difference Learning," 2006 IEEE International Midwest Symposium on Circuits & Systems (MWSCAS), San Juan, Puerto Rico, August, 2006 [pdf]
[44]     B. Matthews, I. Elhanany, "Scalable Hardware Architecture for Real-Time Dynamic Programming Applications," 2006 IEEE Symposium on Field Programmable Custom Computing Machines (FCCM), Napa, CA, April, 2006 [pdf]
 
Neural Networks
[45]     B. Goodrich, I. Arel, "Neuron Clustering for Mitigating Catastrophic Forgetting in Feedforward Neural Networks," in IEEE Symposium Series on Computational Intelligence (SSCI), December, 2014 [pdf]
[46]     B. Goodrich, I. Arel, "Unsupervised Neuron Selection for Mitigating Catastrophic Forgetting in Neural Networks," in Proc. IEEE MWSCAS, August, 2014 [pdf]
[47]     R. Coop, A. Mishtal, I. Arel, "Ensemble Learning in Fixed Expansion Layer Networks for Mitigating Catastrophic Forgetting," IEEE Trans. on Neural Networks and Learning Systems, pp. 1623 - 1634, October, 2013 [pdf]
[48]     R. Coop, I. Arel, "Mitigation of Catastrophic Forgetting in Recurrent Neural Networks using a Fixed Expansion Layer," in Proc. 2013 International Joint Conference on Neural Networks [recipient of BEST POSTER AWARD], August, 2013 [pdf]
[49]     A. Mishtal, I. Arel, "Jensen-Shannon Divergence in Ensembles of Concurrently-Trained Neural Networks," in Proc. IEEE International Conference on Machine Learning and Applications (ICML), December, 2012 [pdf]
[50]     R. Coop, I. Arel, "Mitigation of Catastrophic Interference in Neural Networks Using a Fixed Expansion Layer," in Proc. of MWSCAS 2012, August, 2012
[51]     Z. Liu, I. Elhanany, "A Fast and Scalable Recurrent Neural Network based on Stochastic Meta-Descent," IEEE Transactions on Neural Networks, Vol. 19, No. 9, pp. 1651-1657, September, 2008 [pdf]
[52]     V. Mahoney, I. Elhanany, "A Backpropagation Neural Network Design Using Adder-Only Arithmetic," in Proc. 2008 IEEE Midwest Symposium on Circuits and Systems (MWSCAS), August, 2008 [pdf]
[53]     Z. Liu, I. Elhanany, "Fast and Scalable Recurrent Neural Network Learning based on Stochastic Meta-Descent," Proc. of 26th American Control Conference (ACC), New York City, July, 2007
[54]     D. Budik, I. Elhanany, "TRTRL: A Localized Resource-Efficient Learning Algorithm for Recurrent Neural Networks," 2006 IEEE International Midwest Symposium on Circuits & Systems (MWSCAS), San Juan, Puerto Rico, August, 2006 [pdf]
[55]     I. Elhanany, M. Sheinfeld, A. Beck, Y. Kadmon, D. Tirosh, "Robust Image Registration based on Feedforward Neural Networks," Proc. 2000 IEEE International Conference on Systems, Man and Cybernetics (SMC 2000), Vol. 2, pp. 1507-1511, October, 2000
 
Fabric on a Chip (FoC)
[56]     B. Matthews, I. Arel, D. Rose, B. Bollinger, "Multicast and QoS Provisioning in Parallel Shared Memory Switches," IET Proceedings on Communications, September, 2010 [pdf]
[57]     B. Matthews, I. Elhanany, "A Scalable Memory-Efficient Architecture for Parallel Shared Memory Switches," 2007 IEEE Workshop on High Performance Switching and Routing (HPSR), May, 2007 [pdf]
[58]     B. Matthews, I. Elhanany, V. Tabatabaee, "Accelerated Packet Placement Architecture for Parallel Shared Memory Routers," Proc. of IFIP Networking 2007, May, 2007 [pdf]
[59]     B. Matthews, I. Elhanany, "Switch Fabric on a Reconfigurable Chip using an Accelerated Packet Placement Architecture," 15th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA), Feb., 2007, Monterey, CA., February, 2007
[60]     I. Elhanany, K. Busch, "Is Time Ripe for Fabric on a Chip?," IEEE Computer Magazine, pp. 91-92, September, 2006 [pdf]
[61]     B. Matthews, I. Elhanany, V. Tabatabaee, "Fabric on a Chip: Towards Consolidating Packet Switching Functions on Silicon," 2006 IEEE International Conference on Communications (ICC), Istanbul, Turkey, June, 2006 [pdf]
[62]     M. McCollum, I. Elhanany, X. Li, "A Mutlistage Pipelined Memory Management Algorithm for Parallel Shared Memory Switches," Proc. IEEE 48th Midwest Symposium on Circuits & Systems (MWSCAS 2005), Cincinnati, Ohio, August, 2005
[63]     B. Matthews, i. Elhanany, "A High-Speed Reconfigurable Architecture for Heterogeneous Multimodal Packet Traffic Generation," Proc. IEEE 48th Midwest Symposium on Circuits & Systems (MWSCAS 2005), Cincinnati, Ohio, August, 2005 [pdf]
[64]     X. Li, I. Elhanany, "A Pipelined Memory Management Algorithm for Distributed Shared Memory Switches," Proc. IEEE International Conference on Communications (ICC) 2005, Seoul, Korea, June, 2005 [pdf]
 
High-Performance Packet Switching Architectures
[65]     S. Young, I. Arel, O. Arazi, "Pi-PIFO: A Scalable Pipelined PIFO Memory Management Architecture," Proc. of the 10th IEEE International Conference on Telecommunications, June, 2009 [pdf]
[66]     X. Li, I. Elhanany, "Stability of a Frame-Based Oldest-Cell-First Maximal Weight Matching Algorithm," IEEE Transactions on Communications, January, 2008 [pdf]
[67]     X. Li, I. Elhanany, "A Scalable Frame-based Multi-Crosspoint Packet Switching Architecture," 2007 IEEE Workshop on High Performance Switching and Routing (HPSR), May, 2007 [pdf]
[68]     I. Elhanany, M. Hamdi (Eds.), "High-Performance Packet Switching Architectures," Book by Springer-Verlag, London, August, 2006 [pdf]
[69]     B. Matthews, I. Elhanany, "On the Performance of Output-Queued Cell Switches with Non-Uniformly Distributed Bursty Arrivals," IEE Proceedings on Communications, Vol. 153, No. 2, pp. 201-204, April, 2006 [pdf]
[70]     I. Elhanany, O. Arazi, M. Kahane, "Virtual Input Queued Switches with Non-Uniform Arrivals and Bursty Service," Proc. 11th IEEE International Conference on Electronics, Circuits and Systems (ICECS) 2004, Dec. 13-15, Tel-Aviv, Israel, December, 2005 [pdf]
[71]     X. Li, I. Elhanany, "Stability of a Frame-Based Maximal Weight Matching Algorithm with Transfer Speedup," IEEE Communication Letters, Vol. 9, No. 10, October, 2005 [pdf]
[72]     X. Li, I. Elhanany, "Stability of Frame-Based Maximal Weight Matching Algorithms with Reconfiguration Delays," Proc. 2005 IEEE High-Performance Switching and Routing Symposium (HPSR), Hong-Kong, May, May, 2005 [pdf]
[73]     X. Li, I. Elhanany, "Heterogeneous Maximal-Throughput Bursty Traffic Model with Application to Input-Queued Switches," Proc.2005 IEEE Sarnoff Symposium, April, 2005 [pdf]
[74]     I. Elhanany, D. Chiou, V. Tabatabaee, R. Noro, A. Poursepanj, "The Network Processing Forum Switch Fabric Benchmark Specifications: An Overview," IEEE Network Magazine, pp. 4-9, April, 2005 [pdf]
[75]     I. Elhanany, M. Kahane, "Heterogeneous Bursty Traffic Dispersion over Multiple Server Clusters," Communication Letters, Vol. 9, No. 3, pp. 261-263, March, 2005 [pdf]
[76]     M. Kahane, U. Barzilai, I. Elhanany, "CWT: An Efficient Queue Urgency Metric with Application to High-Speed Packet Switching," Proc. 13th IEEE International Conference on Computer Communications and Networks (ICCCN) 2004, October, 2004 [pdf]
[77]     I. Elhanany, M. Kahane, "On the Performance of Bursty Traffic Dispersion over Multiple Server Clusters," IEEE Conference on Networking (ICN), March, 2004 [pdf]
[78]     I. Elhanany, "Analysis of Output-Queued Cell Switches with Random Arbitration and Generic Arrival Processes," Proc. IEEE GLOBECOM 2003, San Francisco, CA, December, 2003 [pdf]
[79]     I. Elhanany, V. Tabatabaee, "Benchmarking Next-Generation Switch Fabrics," IEEE Computer Magazine, pp. 109-110, October, 2003 [pdf]
[80]     I. Elhanany, K. Busch, D. Chiou, "Switch Fabric Interfaces," IEEE Computer Magazine, pp. 106-108, September, 2003 [pdf]
[81]     I. Elhanany, M. Kahane, D. Sadot, "On Uniformly Distributed ON/OFF Arrivals in Virtual Output Queued Switches with Geometric Service Times," Proc. IEEE Conference on Communications (ICC) 2003, Alaska, June, 2003 [pdf]
[82]     I. Elhanany, D. Sadot, "Performance Analysis of a Robust Scheduling Algorithm for Scalable Input-Queued Switches," Proc. IEEE Conference on Communications (ICC), June, 2003 [pdf]
[83]     I. Elhanany, M. Kahane, D. Sadot, "A Performance Study of Virtual Output Queued Switches with Heterogeneous Bursty Traffic," Proc. IEEE High-Performance Switching and Routing Conference (HPSR) 2003, Torino, Italy., May, 2003 [pdf]
[84]     I. Elhanany, D. Sadot, "Queueing Analysis of Markov Modulated ON/OFF Arrivals with Geometric Service Times," Proc. 22nd IEEE 22nd Convention of IEEE Israel Section, December, 2002 [pdf]
[85]     I. Elhanany, D. Sadot, "Analysis of Non-Uniform Cell Destination Distribution in Virtual Output Queuing Systems," IEEE Communications Letters, Vol. 6, No. 9, pp. 367-369, September, 2002 [pdf]
[86]     I. Elhanany, M. Kahane, D. Sadot, "Packet-Scheduling in Next-Generation Multi-Terabit Networks," IEEE Computer Magazine, pp. 104-106, No. 34, Vol. 4, April, 2001 [pdf]
[87]     I. Elhanany, D. Sadot, "A Flexible ATM Traffic Synthesizer for Evaluating High-Performance Packet-Switched Networks," Proc. IEEE International Conference on Software, Telecommunications and Computer Networks (SoftCom 2000), Split, Croatia, October, 2000 [pdf]
[88]     I. Elhanany, J. Nir, D. Sadot, "A Contention-Free Packet Scheduling Scheme for Provision of Quality-of-Service in Tbit/sec WDM Networks," (INVITED PAPER) SPIE Optical Networks Magazine, No. 3, pp. 19-24, July, 2000 [pdf]
[89]     I. Elhanany, D. Sadot, "A Prioritized Packet Scheduling Architecture for Provision of Quality-of-Service in Tbit/sec WDM Networks," . IEEE International Conference on Communications (ICC 2000), New-Orleans, Vol. 2, pp. 695-700, June, 2000 [pdf]
[90]     D. Sadot, I. Elhanany, "Optical Switching Speed Requirements for Terabit/sec Packet Over WDM Networks," IEEE Photonic Technology Letters, Vol. 12, No.4, pp. 440-442, April, 2000 [pdf]
[91]     I. Elhanany, D. Sadot, "A Contention-Free Tbit/sec Packet-Switching Architecture for ATM over WDM Networks," (INVITED PAPER) IEEE/IEICE Trans. on Communications, Vol. E83-B, No. 2, pp. 225-230, February, 2000 [pdf]
[92]     I. Elhanany, D. Sadot, "Tbit/sec Switching Scheme for ATM/WDM High-Speed Computer Networks," Proc. 7th IEEE Mediterranean Conference on Control and Automation (MED'99), pp. 2438-2441, June, 1999 [pdf]
[93]     I. Elhanany, D. Sadot, "A Novel Tbit/sec Switch Architecture for ATM/WDM High-Speed Networks," Proc. IEEE ATM Workshop '99, Kochi-City, Japan, pp. 97-101, May, 1999 [pdf]
[94]     J. Nir, I. Elhanany, D. Sadot, "Tbit/s Switching Scheme for ATM/WDM Networks," Electronics Letters, Vol. 35, No.1, pp. 30-31, January, 1999 [pdf]
 
Securing Wireless Sensor Networks
[95]     O. Arazi, H. Qi, "On Calculating Multiplicative Inverses Modulo 2^m," IEEE Transactions on Computers, vol. 57, no. 10, pp. 1435-1438, October, 2008 [pdf]
[96]     O. Arazi, H. Qi, D. Rose, "Public Key Cryptographic Method for Denial of Service Prevention in Wireless Sensor Networks," Proc. of 4th Annual IEEE Communications Society Conference on Sensor, Mesh, and Ad Hoc Communications and Networks (SECON), June, 2007 [pdf]
[97]     O. Arazi, I. Elhanany, D. Rose, H. Qi, B. Arazi, "Self-Certified Public Key Generation on the Intel Mote 2 Sensor Network Platform," 3rd Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON), September, 2006 [pdf]
[98]     O. Arazi, B. Arazi, H. Qi, I. Elhanany, D. Rose, "Self-Certified Public Key Cryptography for Resource-Constrained Sensor Networks," 2006 Cyber Security and Information Infrastructure Research Workshop, Oak Ridge National Lab (ORNL), May, 2006 [pdf]
[99]     B. Arazi, I. Elhanany, O. Arazi, H. Qi, "Revisiting Public Key Cryptography for Wireless Sensor Networks," IEEE Computer Magazine, pp. 85-87, November, 2005 [pdf]
 
Networking Protocols
[100]     Z. Liu, I. Elhanany, "RL-MAC: A QoS-Aware Reinforcement Learning based MAC Protocol for Wireless Sensor Networks," IEEE Conference on Networking, Sensing and Control, Ft. Lauderdale, FL, April, 2006 [pdf]
[101]     Z. Liu, I. Elhanany, "RL-MAC: A Reinforcement Learning based MAC Protocol for Wireless Sensor Networks," International Journal of Sensor Networks (IJSNet), Vol. 1, No. 2, April, 2006 [pdf]
[102]     Y. Liu, I. Elhanany, H. Qi, "An Energy-Efficient QoS-Aware Media Access Control (Q-MAC) Protocol," 2nd IEEE International Conference on Mobile Ad Hoc and Sensor Systems (MASS) 2005, Washington, DC, November, 2005
 
Engineering Education
[103]     T. Goodspeed, R. Wunderlich, I. Elhanany, "WIP: Enhancing Reinforcement Learning Class Curriculum using a Matlab Interface Library for use with the Sony AIBO Robot," ASEE/IEEE 2007 Frontiers in Education Conference (FIE 2007) , October, 2007 [pdf]
[104]     J. Pfaffman, I. Elhanany, "Adaptation of a Computer Networks Curriculum for Non-Technical Audience," Proc. IEEE Frontiers in Education (FIE) Conference 2004, October, 2004 [pdf]
 
Miscellaneous
[105]     D. Koessler, B. Martin, B. Kiefer, M. Berry, "The Effects of Tabular-based Content Extraction on Patent Document Clustering," 2012 SIAM Workshop on Text Mining, Anaheim, CA., April, 2012
[106]     O. Arazi, I. Elhanany, "A Scalable Architecture for High-Speed Digital Companding," Proc. IEEE 48th Midwest Symposium on Circuits & Systems (MWSCAS 2005), August, 2005 [pdf]
[107]     I. Elhanany, O. Arazi, "Redundant Linear Coding for Accelerating Counting and Comparison Operations," Proc. 20th IEEE International Symposium on Circuits and Systems (ISCAS 2000), Geneva, Switzerland, Vol. 5, pp. 333-336, May, 2000 [pdf]
[108]     I. Elhanany, S. Jacobi, M. Kahane, E. Markus, D. Tirosh, D. Barak, "A Novel Architecture for Digital Pulse Height Analysis with Applications to Radiation Spectroscopy," Proc. 7th IEEE Mediterranean Conference on Control and Automation (MED'99), pp. 2143-2151, June, 1999 [pdf]
[109]     I. Elhanany, Y. Kadmon, A. Gabovitch, M. Sheinfeld, D. Tirosh, D. Barak, "Radiation Plume Contouring Algorithm Using Two-Dimensional Biharmonic Spline Interpolation," Proc. IRPA 2nd Regional Mediterranean Congress on Radiation Protection, Tel-Aviv, Israel, November, 1997
[110]     M. Sheinfeld, I. Elhanany, Y. Kadmon, D. Tirosh, A. Gabovitch, D. Barak, "Software for Airborne Radiation Monitoring Systems," Proc. IRPA 2nd Regional Mediterranean Congress on Radiation Protection, Tel-Aviv, Israel, November, 1997
 
Scalable Machine Learning, Deep Learning Systems, High-Performance Networking and Custom Computing
[111]     C. Symons, I. Arel, "Multi-View Budgeted Learning under Label and Feature Constraints Using Label-Guided Graph-Based Regularization," in Proc. ICML 2011 Workshop on Combining Learning Strategies to Reduce Label Cost, June, 2011 [pdf]
 
Intelligent Vehicular Traffic Control
[112]     I. Arel, C. Liu, T. Urbanik, A. Kohls, "A Reinforcement Learning based Multi-agent System for Network Traffic Signal Control," IET Intelligent Transport Systems, Vol. 4, No. 2, pp. 128-135, June, 2010 [pdf]
[113]     S. Anuradha Bulusu, I. Arel, B. Arazi, A. Davis, G. Bitar, "A Data Security Protocol for the Trusted Truck System," in Proc. 6th Annual Cyber Security and Information Intelligence Research Workshop, Oak Ridge National Lab, Oak Ridge, TN, April, 2010 [pdf]
[114]     R. Wunderlich, C. Liu, I. Elhanany, T. Urbanik, "A Novel Signal Scheduling Algorithm with Quality of Service Provisioning for an Isolated Intersection," IEEE Transactions on Intelligent Transportation Systems, Vol. 9, No. 3, pp. 536-547., September, 2008 [pdf]
[115]     R. Wunderlich, I. Elhanany, T. Urbanik, C. Liu, "Advanced Traffic Signal Control Using Intelligent Vehicle Infrastructure," in Proc. 10th International Conference on Applications of Advanced Technologies in Transportation (AATT 2008), May, 2008
[116]     R. Wunderlich, I. Elhanany, T. Urbanik, "A Stable Longest Queue First Signal Scheduling Algorithm for an Isolated Intersection," in Proc. 2007 IEEE International Conference on Vehicular Electronics and Safety (ICVES), December, 2007 [pdf]
 
Scientific Computing
[117]     K. Habgood, I. Arel, "A Condensation-based Application of Cramer's Rule for solving Large-Scale Linear Systems," Journal of Discrete Algorithms, Vol 10, pp. 98-109. (Also referenced on Wikipedia under the "Determinant" and "Cramer's Rule" entries) , January, 2012 [pdf]
[118]     K. Habgood, I. Arel, "Revisiting Cramer's Rule for Solving Dense Linear Systems," in Proc. ACM High Performance Computing Symposium (HPC 2010), April, 2010
[119]     A. Nagari, I. Elhanany, B. Thompson, F. Li, T. King, "Parallel Processing Architecture for Solving Large-Scale Linear Systems," in Proc. of the 2008 International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA'08), July, 2008
 
Visual Attention Mechanisms
[120]     B. Goodrich, I. Arel, "Reinforcement Learning based Visual Attention with Application to Face Detection," in Proc. 3rd IEEE International Workshop on Computer Vision for Computer Games, Providence, Rhode Island., June, 2012 [pdf]
[121]     B. Goodrich, I. Arel, "Consolidated Actor Critic Reinforcement Learning Model Applied to Face Detection," (BEST STUDENT POSTER AWARD) in Proc. of the 50th ACM Southeast Conference, Tuscaloosa, AL, March, 2012
[122]     N. Pennington, B. Goodrich, I. Arel, "Contrasting Infant Perception Data with a Reinforcement Learning Visual Search Model," in Proc. 2nd International Conference on Biologically Inspired Cognitive Architectures (BICA 2011), November, 2011