Kan Li

About Me

I’m currently the PI for NSF Award #1648329.
My Research Interests

Kernel Adaptive Filtering
Recurrent Neural Network
Support Vector Machine
Automata Theory
Pulse-based Computation
Convex Universal Learning Machines
Deep Learning
Information Theoretic Learning
Brain Machine Interface
Signal Processing
Computer Vision

CNEL Papers
Journal Papers
1Kan Li and Jose Principe, "Biologically-Inspired Spike-Based Automatic Speech Recognition of Isolated Digits over a Reproducing Kernel Hilbert Space", Frontiers in Neuroscience, Vol. 12, No. 194, pp. 1-17, Apr. 2018,DOI:10.3389/fnins.2018.00194 (author PDF)
2Kan Li, Jose Principe, "Transfer Learning in Adaptive Filters: The Nearest-Instance-Centroid-Estimation Kernel Least-Mean-Square Algorithm", Trans. on Signal Processing, Vol. 65, No. 24, pp. 6520-6535, Dec. 2017,DOI:10.1109/TSP.2017.2752695 (author PDF)
3Xinge You, Weigang Guo, Shujian Yu, Kan Li, José C. Príncipe, and Dacheng Tao, "Kernel Learning for Dynamic Texture Synthesis", Trans. on Image Processing, Vol. 25, No. 10, pp. 4782-4795, Oct. 2016,DOI:10.1109/TIP.2016.2598653
4Lu Lu, Haiquan Zhao, Kan Li, Badong Chen, "A Novel Normalized Sign Algorithm for System Identification Under Impulsive Noise Interference", Circuits, Systems, and Signal Processing, Vol. 35, No. 9, pp. 3244-3265, Sept. 2016,DOI:10.1007/s00034-015-0195-1
5Kan Li, Jose C. Principe, "The Kernel Adaptive Autoregressive-Moving-Average Algorithm", Trans. on Neural Networks, Vol. 27, No. 2, pp. 334-346, Feb. 2016,DOI:10.1109/TNNLS.2015.2418323 (author PDF)
6Salvador Dura-Bernal, Kan Li, Samuel A Neymotin, Joseph T Francis, Jose C Principe, William W Lytton, "Restoring behavior via inverse neurocontroller in a lesioned cortical spiking model driving a virtual arm", Frontiers in Neuroscience, Vol. 10, No. 28, pp. 1-17, 2016,DOI:10.3389/fnins.2016.00028
Conference Papers
1Kan Li and Jose C. Principe, "Surprise-Novelty Information Processing for Gaussian Online Active Learning (SNIP-GOAL)", Intl. Joint Conf. on Neural Networks, pp. 1-6, July 2018 (author PDF)
2Rishabh Singh, Kan Li, and Jose C. Principe,, "Nearest-Instance-Centroid-Estimation Linear Discriminant Analysis (NICE LDA)", Intl. Conf. on Acoustics, Speech, and Signal Processing, pp. 1-5, Apr. 2018 (author PDF)
3Kan Li and Ying Ma and Jose C Principe, "Automatic Plant Identification using STEM Automata", IEEE Int. Workshop on Machine Learning for Signal Processing, pp. -, Sept. 2017 (author PDF)
4Kan Li, Jose Principe, "Flight Dynamics Modeling and Recognition using Finite State Machine for Automatic Insect Recognition", Intl. Joint Conf. on Neural Networks, pp. -, May 2017,DOI:10.1109/IJCNN.2017.7966326 (author PDF)
5Kan Li and Jose C. Principe, "Automatic Insect Recognition Using Optical Flight Dynamics Modeled by Kernel Adaptive ARMA Network", Intl. Conf. on Acoustics, Speech, and Signal Processing, pp. -, Mar. 2017,DOI:10.1109/ICASSP.2017.7952652 (author PDF)
6Kan Li, Salvador Dura-Bernal, Joseph T. Francis, William W. Lytton, and Jose C. Principe, "Repairing Lesions via Kernel Adaptive Inverse Control in a Biomimetic Model of Sensorimotor Cortex", IEEE EMBS Neural Engineering Conference, pp. -, Apr. 2015,DOI:10.1109/NER.2015.7146663 (author PDF)

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