Dissertation

• An Effective and Robust Method for Active Constrained Clustering
  E. Kriminger
  University of Florida dissertation, Fall 2015

Journal

• Online active learning for automatic target recognition
  E. Kriminger, J. Cobb, and J. Principe
  IEEE Journal of Oceanic Engineering, 40(3), 2014.

• Reinforcement learning in video games using nearest neighbor interpolation and metric learning
  M. Emigh, E. Kriminger, A. Brockmeier, and J.Principe
  IEEE Trans. on Computational Intelligence and AI in Games, (accepted)

• Neural decoding with kernel-based metric learning
  A. Brockmeier, J. Choi, E. Kriminger, J. Francis, and J.Principe
  Neural Computation, 26(6), 2014.

Conference

• A model based approach to exploration of continuous-state MDPs using divergence-to-go
  M. Emigh, E. Kriminger, and J. Principe
  IEEE Int. Workshop on Machine Learning for Signal Processing (MLSP), September 2015

• Linear discriminant analysis with an information divergence criterion
  M. Emigh, E. Kriminger, and J. Principe
  Int. Joint Conf. on Neural Networks (IJCNN), October 2013
  Best student poster award

• Metric learning for invariant feature generation in reinforcement learning E. Kriminger, A. Brockmeier, L. Sanchez-Giraldo, and J. Principe
  1st Multidisc. Conf. on Reinforcement Learning and Decision Making (RLDM), October 2013

• Nearest neighbor distributions for imbalanced classification E. Kriminger, C. Lakshminarayan, and J. Principe
  IEEE Int. Joint Conf. on Neural Networks (IJCNN), June 2012

• One-class classifier based on extreme value statistics D. Martinez-Rego, E. Kriminger, J. Príncipe, O. Fontenla-Romero, and A. Alonson-Betanzos
  Euro. Sym. on Artificial Neural Networks, Comp. Int., and Machine Learning, April 2012

• Mixture of designer experts for multi-regime detection in streaming data E. Kriminger, C. Lakshminarayan, and J. Príncipe
  European Signal Processing Conference, August 2012

• Modified embedding for multi-regime detection in nonstationary streaming data E. Kriminger, C. Lakshminarayan, and J. Príncipe
  IEEE Int. Conf. on Acoustic, Speech, and Signal Processing (ICASSP), May 2011

• Latent state visualization of neural firing rates A. Brockmeier, E. Kriminger, J. Sanchez, and J. Príncipe
  5th Int. IEEE/EMBS Conf. on Neural Engineering, April 2011

• Markov chain model of HomePlug CSMA MAC for determining optimal fixed contention window size E. Kriminger and H. Latchman
  IEEE Int. Sym. On Power Line Communications and its Applications, April 2011

• Local frequency-based estimators for anomaly detection in oil and gas applications C. Lakshminarayan, E. Kriminger, and A. Singh-Alvarado
  Joint Statistical Meetings, August 2011

Patents

• Classifying unclassified samples
  C. Lakshminarayan, E. Kriminger, and J. Principe
  U.S. Patent 20,140,032,450, issued May 19, 2015

• Anomaly detection in streaming data
  C. Lakshminarayan, A. Singh-Alvarado, J. Principe, and E. Kriminger
  U.S. Patent 20,130,085,715, issued April 4, 2013

• Detecting regime change in streaming data
  C. Lakshminarayan, E. Kriminger, and J. Principe
  U.S. Patent 20,130,069,786, issued March 21, 2013

• Multi-regime detection in streaming data
  C. Lakshminarayan, A. Singh-Alvarado, and E. Kriminger
  U.S. Patent 20,130,067,106, issued March 14, 2013

Granted Patents

• U.S. Patent No. 11,586,280, ‘Head motion prediction for spatial audio applications,’ granted in 2023.
  Evan G. Kriminger, Xiaoyuan Tu, and Alexander Singh Alvarado.

• U.S. Patent No. 9,218,527, ‘Anomaly detection in streaming data,’ granted in 2015.
  Choudur Lakshminarayan, Alexander Singh Alvarado, Jose C. Principe, and Evan Kriminger.

• U.S. Patent No. 9,037,518, ‘Classifying unclassified samples,’ granted in 2015.
  Choudur Lakshminarayan, Evan Kriminger, and Jose C. Principe.

Patent Applications

• U.S. Patent Application No. 2024/402211, ‘Location measurement techniques,’ published in 2024.
  Jonathan R. Schoenberg, Yoav Feinmesser, Alexander Singh Alvarado, Evan G. Kriminger, et al.

• U.S. Patent Application No. 2024/272697, ‘Electronic Devices With Enclosure-Based Power Consumption,’ published in 2024.
  Xiaoyuan Tu, Anna E. Craig, and Evan G. Kriminger.

• U.S. Patent Application No. 2024/220869, ‘Systems and methods for providing machine learning model evaluation by using decomposition,’ published in 2024.
  Douglas C. Merrill, Michael Edward Ruberry, Ozan Sayin, et al.

• U.S. Patent Application No. 2024/070487, ‘Systems and methods for enriching modeling tools and infrastructure with semantics,’ published in 2024.
  Douglas C. Merrill, Armen Donigian, Eran Dvir, Sean Javad Kamkar, Evan G. Kriminger, et al.

• U.S. Patent Application No. 2013/069786, ‘Detecting regime change in streaming data,’ published in 2013.
  Choudur K. Lakshminarayan, Evan Kriminger, and Jose C. Principe.

• U.S. Patent Application No. 2013/067106, ‘Multi-regime detection in streaming data,’ published in 2013.
  Choudur Lakshminarayan, Alexander Singh Alvarado, and Evan Kriminger.