Publications:
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Nikovski, D.; Esenther, A., "Construction of Embedded Markov Decision Processes for Optimal Control of Non-Linear Systems with Continuous State Spaces", IEEE Conference on Decision and Control and European Control Conference (CDC-ECC), December 2011 (IEEE Xplore, TR2011-081)
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Sun, H.; Nikovski, D.; Ohno, T.; Takano, T.; Kojima, Y., "A Fast and Robust Load Flow Method for Distribution Systems with Distributed Generations", IEEE International Conference on Smart Grid and Clean Energy Technologies (ICSGCE), September 2011 (ICSGCE 2011, TR2011-070)
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Zhang, W.; Nikovski, D., "State-space Approximate Dynamic Programming for Stochastic Unit Commitment", North American Power Symposium (NAPS), August 2011 (NAPS 2011, TR2011-046)
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Nikovski, D.; Zhang, W., "Factored Markov Decision Process Models for Stochastic Unit Commitment", IEEE Conference on Innovative Technologies for an Efficient and Reliable Electricity Supply (CITRES), ISBN 978-1-4244-6076-2, pp. 28-35, September 2010 (IEEE Xplore, TR2010-083)
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Nikovski, D.N.; Ramachandran, G., "Memory-Based Modeling of Seasonality for Prediction of Climatic Time Series", Lecture Notes in Computer Science, ISSN 0302-9743, Vol. 5632/2009, pp. 734-748, July 2009 (SpringerLink, TR2009-050)
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Nikovski, D.N.; Jain, A., "Fast Adaptive Algorithms for Abrupt Change Detection", Machine Learning, ISSN 0885-6125; DOI 10.1007/s10994-009-5122-x, July 2009 (SpringerLink, TR2009-057)
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Nikovski, D.; Esenther, A.; Baba, A., "Semi-Supervised Information Extraction from Variable-Length Web-Page Lists", International Conference on Enterprise Information Systems (ICEIS), May 2009 (ICEIS 2009, TR2009-031)
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Jain, A.; Nikovski, D., "Incremental Exemplar Learning Schemes for Classification on Embedded Devices", European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), September 2008 (ECML PKDD 2008, TR2008-062)
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Nikovski, D., "Workflow Trees for Representation and Mining of Implicitly Concurrent Business Processes", International Conference on Enterprise Information Systems (ICEIS), June 2008 (ICEIS 2008, TR2008-034)
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Nikovski, D.; Jain, A., "Memory-Based Algorithms for Abrupt Change Detection in Sensor Data Streams", IEEE International Conference on Industrial Informatics, ISSN: 1935-4576, Vol. 1, pp. 547-552, June 2007 (IEEE Xplore, TR2007-024)
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Radhakrishnan, rR; Nikovski, D.; Peker, K.A.; Divakaran, A., "A Comparison between Polynomial and Locally Weighted Regression for Fault Detection and Diagnosis of HVAC Equipment", Conference on IEEE Industrial Electronics (IECON), ISSN: 1553-572X, pp. 3668-3673, November 2006 (IEEE Xplore, TR2006-094)
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Nikovski, D.; Kulev, V., "Induction of Compact Decision Trees for Personalized Recommendation", ACM Symposium on Applied Computing (SAC), April 2006 (SAC 2006, TR2006-036)
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Nikovski, D.; Nishiuma, N.; Goto, Y.; Kumazawa, H., "Univariate Short-Term Prediction of Road Travel Times", International IEEE Conference on Intelligent Transportation Systems (ITSC), pp. 1074-1079, September 2005 (IEEE Xplore, TR2005-086)
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Nikovski, D.; Brand, M., "Exact Calculation of Expected Waiting Times for Group Elevator Control", IEEE Transactions on Automatic Control, ISSN: 0018-9286, Vol. 49, Issue 10, pp. 1820-1823, October 2004 (IEEE Xplore, TR2004-148)
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Nishiuma, N.; Goto, Y.; Kumazawa, H.; Nikovski, D.; Brand, M., "Traffic Prediction using Singular Value Decomposition", World Congress on ITS, October 2004 (World Congress on ITS)
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Brand, M.E.; Nikovski, D.N., "Risk-Averse Group Elevator Scheduling", Elevcon World Congress on Vertical Transportation Technologies (ELEVCON), April 2004 (ELEVCON 2004, TR2004-045)
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Brand, M.E.; Nikovski, D.N., "Optimal Parking in Group Elevator Control", IEEE International Conference on Robotics & Automation (ICRA), ISSN: 1050-4729, Vol. 1, pp. 1002-1008, April 2004 (IEEE Xplore, TR2004-044)
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Suzuki, N.; Iwata, M.; Sasakawa, K.; Komaya, K.; Nikovski, D.N.; Brand, M.E., "A Calculation Method of Car Arrival Time with Dynamic Programming in Elevator Group Control", Conference of the Institute of Electrical Engineers of Japan, August 2003
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Nikovski, D.N.; Brand, M.E., "Marginalizing Out Future Passengers in Group Elevator Control", Conference on Uncertainty in Artificial Intelligence (UAI), ISBN: 0-127-05664-5, pp. 443-450, August 2003 (UAI 2003, TR2003-062)
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Nikovski, D.; Brand, M., "Non-Linear Stochastic Control in Continuous State Spaces by Exact Integration in Bellman's Equations", International Conference on Automated Planning and Scheduling (ICAPS), June 2003 (ICAPS, TR2003-091)
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Nikovski, D.; Brand, M., "Decision-Theoretic Group Elevator Scheduling", International Conference on Automated Planning and Scheduling (ICAPS), June 2003 (ICAPS 2003, TR2003-061)
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