CNEL Alumnus: Robert Jenssen


Former student webpage:
About Me

I am visiting CNEL as a Ph. D. student, coming from Norway where I work at the University of Tromso (the worlds nothernmost university). My supervisor at CNEL is Dr. Principe.
 
My Research Interests

Utilizing information-theoretic measures suitable for non-parametric estimation in the task of unsupervised grouping of data.
 
Research Goals

To learn as much as possible about information theoretic learning (ITL). Utilize information-theoretic measures suitable for non-parametric estimation in the task of unsupervised grouping of data (clustering).
Picture
Links

 
CNEL Papers
Journal Papers
1R. Jenssen, D. Erdogmus, K. hild, J. Principe, T. Eltoft, "Cauchy-Schwarz Distance for Fuzzy clustering using Parzen Kernel Annealing," Trans. on Pattern Analysis and Machine Intelligence. (Submitted)
2R. Jenssen, D. Erdogmus, K. Hild, J. Principe, T. Eltoft, "Information cut for clustering using a gradient descent approach", Pattern Recognition, Vol. 4, No. 3, pp. 796-806, Jan. 2008 (author PDF)
3R. Jenssen, D. Erdogmus, J. Prinicpe, T. Eltoft, "The Laplacien Classifier", Trans. on Signal Processing, Vol. 55, No. 7, pp. 3262-3271, 2007,DOI:10.1109/TSP.2007.894391 (author PDF)
4R. Jenssen, D. Erdogmuis, J. Principe, "Some Equivalence Between Kernel and Information Theoretic Methods", Journal of VLSI Signal Processing-Systems, Vol. 45, No. 1-2, pp. 49-65, Nov. 2006,DOI:10.1007/s11265-006-9771-8 (author PDF)
 
Conference Papers
1R. Jenssen, D. Erdogmus, K. E. Hild II, J. C. Principe and T. Eltoft, "Information Force Clustering using Directed Trees," American Control Conf..(Accepted) (author PDF)
2R. Jenssen, K. E. Hild II, D. Erdogmus, J. C. Principe and T. Eltoft, "Clustering using Renyi's Entropy," Intl. Joint Conf. on Neural Networks.(Accepted) (author PDF)
3R. Jenssen, J. C. Principe and T. Eltoft, "Information Cut and Information Forces for Clustering," Intl. Work. on Neural Networks for Signal Processing.(Accepted) (author PDF)
4R. Jenssen, D. Erdogmus, J. Principe, T. Eltoft, "Information Theoretic Angle-Based Spectral Clustering: A Theoretical Analysis and an Algorithm", Intl. Joint Conf. on Neural Networks, pp. 4904-4911, July 2006 (author PDF)
5R. Jenssen, D. Erdogmus, J. Principe, T. Eltoft, "The Laplacian Spectral Classifier", Intl. Conf. on Acoustics, Speech, and Signal Processing, pp. v-325-v-328, May 2005 (author PDF)
6R. Jenssen, D. Erdogmus, J.Principe, T. Eltoft, "The Laplacian PDF Distance; A Cost Function for Clustering in a Kernel Feature Space", Neural Information Processing Systems, pp. 1-8, Dec. 2004 (author PDF)
7R. Jenssen, T. Eltoft, J. Principe, "Information Theoretic Spectral Clustering", Intl. Joint Conf. on Neural Networks, pp. 111-116, July 2004 (author PDF)
 

Copyright Notice: This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.

People

Research

Publications

Courses, Tutorials and Wikis

Communications

Search CNEL