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AnsattRobertJensen

Jenssen, Robert


Førsteamanuensis
Fysikk og teknologi


Telefon: 776 46493
Mobil jobb / Mobil privat: 41699612 /
Epost : robert.jenssen@uit.no
Kontor/besøksadresse : NOBS HOV 214 / Nordlysobservatoriet
Funksjon : Førsteamanuensis / Gruppeleder Dataanalyse og sensorteknologi

Hjemmesider

http://ansatte.uit.no/rje001

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Arbeider i CRIStin

  • Jenssen, Robert; Vikjord, Vidar Vangen. A new information theoretic clustering algorithm based on k-nn. IEEE Workshop on Machine Learning for Signal Processing 2013. ISSN 2161-0363.s 1 - 6.s doi: 10.1109/MLSP.2013.6661968.
  • Jenssen, Robert. Mean vector component analysis: A New approach to un-centered PCA for non-negative data. IEEE Workshop on Machine Learning for Signal Processing 2013. ISSN 2161-0363.s 1 - 6.s doi: 10.1109/MLSP.2013.6661966.
  • Jenssen, Robert. Mean Vector Component Analysis for Visualization and Clustering of Nonnegative Data. IEEE Transactions on Neural Networks and Learning Systems 2013; Volum 24 (10). ISSN 2162-237X.s 1553 - 1564.s doi: 10.1109/TNNLS.2013.2262774.
  • Jenssen, Robert. Entropy-relevant dimensions in the kernel feature space. IEEE signal processing magazine (Print) 2013; Volum 30 (4). ISSN 1053-5888.s 30 - 39.s doi: 10.1109/MSP.2013.2249692.
  • Gómez-Chova, Luis; Jenssen, Robert; Camps-Valls, Gustavo. Kernel Entropy Component Analysis for Remote Sensing Image Clustering. IEEE Geoscience and Remote Sensing Letters 2012; Volum 9 (2). ISSN 1545-598X.s 312 - 316.s doi: 10.1109/LGRS.2011.2167212.
  • Jenssen, Robert; Myhre, Jonas Nordhaug. MIXTURE WEIGHT INFLUENCE ON KERNEL ENTROPY COMPONENT ANALYSIS AND SEMI-SUPERVISED LEARNING USING THE LASSO. (fulltekst) IEEE Signal Processing Society 2012 (13117249) ISBN 978‐1‐4673‐1026‐0. ISSN 1551-2541.s 1 - 6.
  • Jenssen, Robert; Kloft, Marius; Zien, Alexander; Sonnenburg, Soeren; Müller, Klaus R.. A Scatter-Based Prototype Framework and Multi-Class Extension of Support Vector Machines. PLoS ONE 2012; Volum 7 (10). ISSN 1932-6203.s doi: 10.1371/journal.pone.0042947.
  • Salberg, Arnt Børre; Jenssen, Robert. Land-cover classification of partly missing data using support vector machines. International Journal of Remote Sensing 2012; Volum 33 (14). ISSN 0143-1161.s 4471 - 4481.s doi: 10.1080/01431161.2011.648378.
  • Jenssen, Robert; Principe, J. C.; Xu, Jianwu; Paiva, Antonio. A Reproducing Kernel Kernel Hilbert Space Framework for ITL. (data) Springer Science+Business Media B.V. 2010 ISBN 978-1-4419-1569-6.s 351 - 384.
  • Jenssen, Robert; Principe, J. C.; Gockay, E.; Rao, S.. Clustering with ITL Principles. (data) Springer Science+Business Media B.V. 2010 ISBN 978-1-4419-1569-6.s 263 - 298.
  • Jenssen, Robert. Kernel Entropy Component Analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence 2010; Volum 32 (5). ISSN 0162-8828.s 847 - 860.s doi: 10.1109/TPAMI.2009.100.
  • Jenssen, Robert. Information Theoretic Learning and Kernel Methods. (data) Springer Science+Business Media B.V. 2009 ISBN 978-0-387-84815-0.s 209 - 230.
  • Jenssen, Robert; Storås, Ola Kvisle. Kernel Entropy Component Analysis Pre-Images for Pattern Denoising. (omtale) Springer 2009 (16) ISBN 3-642-02229-4. ISSN 0302-9743.s 626 - 635.
  • Ozertem, Umut; Erdogmus, Deniz; Jenssen, Robert. Mean shift spectral clustering. Pattern Recognition 2008; Volum 41. ISSN 0031-3203.s 1924 - 1938.s doi: 10.1016/j.patcog.2007.09.009.
  • Jenssen, Robert; Erdogmus, Deniz; Hild, Kenneth; Principe, Jose; Eltoft, Torbjørn. Information Cut for Clustering using a Gradient Descent Approach. Pattern Recognition 2007; Volum 40. ISSN 0031-3203.s 796 - 806.
  • Jenssen, Robert; Erdogmus, Deniz; Principe, Jose C.; Eltoft, Torbjørn. The Laplacian classifier. IEEE Transactions on Signal Processing 2007; Volum 55. ISSN 1053-587X.s 3262 - 3271.s doi: 10.1109/TSP.2007.894391.
  • Ozertem, Umut; Erdogmus, Deniz; Jenssen, Robert. Spectral feature projections that maximize Shannon mutual information with class labels. Pattern Recognition 2006; Volum 39. ISSN 0031-3203.s 1241 - 1252.
  • Jenssen, Robert; Principe, Jose; Erdogmus, Deniz; Eltoft, Torbjørn. The Cauchy-Schwarz Divergence and Parzen Windowing: Connections to Graph Theory and Mercer Kernels. Journal of the Franklin Institute 2006; Volum 343. ISSN 0016-0032.s 614 - 629.
  • Jenssen, Robert; Eltoft, Torbjørn; Erdogmus, Deniz; Principe, Jose. Some Equivalences Between Kernel Methods and Information Theoretic Methods. Journal of VLSI Signal Processing Systems for Signal, Image and Video Technology 2006; Volum 45. ISSN 0922-5773.s 49 - 65.
  • Erdogmus, Deniz; Jenssen, Robert; Rao, Yadunandana; Principe, Jose. Gaussianization: An Efficient Multivariate Density Estimation Technique for Statistical Signal Processing. Journal of VLSI Signal Processing Systems for Signal, Image and Video Technology 2006; Volum 45. ISSN 0922-5773.s 67 - 83.
  • Jenssen, Robert; Erdogmus, Deniz; Hild, Kenneth E.; Principe, Jose c.; Eltoft, Torbjørn. Optimizing the Cauchy-Schwarz PDF distance for information theoretic, non-parametric clustering. Lecture Notes in Computer Science 2005; Volum 3757. ISSN 0302-9743.
  • Jenssen, Robert; Eltoft, Torbjørn. Independent Component Analysis for Texture Segmentation. Pattern Recognition 2003; Volum 36 (10). ISSN 0031-3203.s 2301 - 2315.
  • Salberg, Arnt-Børre; Hardeberg, Jon Yngve; Jenssen, Robert. Image Analysis, 16th Scandinavian Conference Proceedings (SCIA), Oslo, Norway, June 2009, Springer Verlag Lecture Notes in Computer Science, LNCS 5575. 2009 ISBN 978-3-642-02229-6.
  • Salberg, Arnt Børre; Hardeberg, Jon Yngve; Jenssen, Robert. Image Analysis. 16th Scandinavian Conference, SCIA 2009 Oslo Norway, June 2009. Proceedings. Springer 2009 (16) ISBN 3-642-02229-4. ISSN 0302-9743.s 626 - 635.
  • Jenssen, Robert. Machine learning and applications at the University of Tromso. Steering Committee Meeting at the Univ Antwerp 2013-06-19 - 2013-06-19 2013.
  • Jenssen, Robert; Vikjord, Vidar. A new information theoretic clustering algorithm based on k-nn. IEEE Workshop on machine learning for signal processing 2013-09-22 - 2013-09-25 2013.
  • Jenssen, Robert. Mean vector component analysis: A New approach to un-centered PCA. IEEE Machine Learning for Signal Processing 2013-09-22 - 2013-09-25 2013.
  • Jenssen, Robert. Entropy-Relevant Dimensions in Kernel Feature Space. University College London, Center for Computational Statistics and Machine Learning Lunch Talk 2013-04-05 - 2013-04-05 2013.
  • Jenssen, Robert. Kernel Entropy Component Analysis: A Unifying View. Invited Talk DTU Informatics and the Signal Processing Chapter of the IEEE Denmark Section. 2012-11-09 - 2012-11-09 2012.
  • Jenssen, Robert. NST - IBM Workshop: Machine Learning @ UiT. NST - IBM Workshop 2012-11-01 - 2012-11-01 2012.
  • Jenssen, Robert. Machine Learning for Data Analysis @ UiT. Talk at the Norwegian Centre for Integrated Care and Telemedicine. 2012-06-20 - 2012.
  • Jenssen, Robert. Background on Information Theoretic Learning. Talk at the DTU Informatics (Technical University of Denmark) 2012-10-04 - 2012.
  • Myhre, Jonas Nordhaug; Jenssen, Robert. MIXTURE WEIGHT INFLUENCE ON KERNEL ENTROPY COMPONENT ANALYSIS AND SEMI-SUPERVISED LEARNING USING THE LASSO. IEEE Workshop in Machine Learning for Signal Processing 2012-09-23 - 2012-09-26 2012.
  • Jenssen, Robert. Kernel Entropy Component Analysis: New Theory and Semi-Supervised Learning. IEEE Workshop on Machine Learning for Signal Processing 2011-09-18 - 2011-09-21 2011.
  • Jenssen, Robert. Kernel Entropy Component Analysis. Invitert foredrag Technical University of Berlin 2011-08-05 - 2011.
  • Jenssen, Robert. Machine Learning @ UiT. Studentforeninga Momentum 2011-11-15 - 2011.
  • Gomez-Chova, Luis; Jenssen, Robert; Camps-Valls, Gustavo. Kernel Entropy Component Analysis in Remote Sensing Data Clustering. International Geoscience and Remote Sensing Symposium 2011-07-24 - 2011-07-29 2011.
  • Jenssen, Robert; Kloft, Marius; Sonnenburg, Soeren; Zien, Alexander; Muller, Klaus-Robert. A New Scatter-Based Multi-Class Support Vector Machine. IEEE Workshop on Machine Learning for Signal Processing 2011-09-18 - 2011-09-21 2011.
  • Jenssen, Robert. "Intelligente" læringssystemer: Fra leken Furby til spamfiltre til miljø. Science - who cares? 2010-09-02 - 2010.
  • Jenssen, Robert; Principe, J. C.. Information theoretic clustering. (data) Scholarpedia 2010; Volum 5 (10): 5189. ISSN 1941-6016.s doi: 10.4249/scholarpedia.5189.
  • Jenssen, Robert. Maskinlæring for Dataanalyse: Eksempler på anvendelser, "close-up" på spamfilter og Google PageRank. Mat.-Nat. populærvitenskapelig foredragsserie 2008-02-01 - 2008-02-01 2008.
  • Jenssen, Robert. New Information Theoretic Learning and Kernel Methods. Keynote talk, NOBIM 2008 Conference 2008-06-05 - 2008-06-06 2008.
  • Jenssen, Robert. Maskinlæring for Dataanalyse: Eksempler på anvendelser, "close-up" på spamfilter og Google PageRank. Populærvitenskapelig forelesning i forbindelse med klassebesøk fra Honningsvåg på IFT 2008-02-06 - 2008-02-06 2008.
  • Jenssen, Robert. Indefinite Parzen Window for Spectral Clustering. IEEE Conference on Machine Learning for Signal Processing 2007-08-27 - 2007-08-29 2007.
  • Anfinsen, Stian Normann; Jenssen, Robert; Eltoft, Torbjørn. Spectral Clustering of Polarimetric SAR Data with Wishart Derived Distance Measure. Proc. 3rd Int. Workshop on Science and Applications of SAR Polarimetry and Polarimetric Interferometry (POLinSAR 2007) (fulltekst) 2007-01-22 - 2007-01-26 2007.
  • Jenssen, Robert; Eltoft, Torbjørn. An Information Theoretic Perspective to Kernel K-Means. IEEE Machine Learning for Signal Processing Conference 2006-09-06 - 2006-09-08 2006.
  • Anfinsen, Stian Normann; Jenssen, Robert; Eltoft, Torbjørn. Classification of Polarimetric SAR Data with an Information Theoretic Kernel Method. International Geoscience and Remote Sensing Symposium 2006-07-31 - 2006-08-04 2006.
  • Hild, Kenneth E.; Jenssen, Robert. Experimental Upper Bound for Convolutive Mixtures of Speech by Maximizing SIR. IEEE Machine Learning for Signal Processing Conference 2006-09-06 - 2006-09-08 2006.
  • Jenssen, Robert; Girolami, Mark; Eltoft, Torbjørn; Erdogmus, Deniz. Kernel Maximum Entropy Data Transformation and an Enhanced Spectral Clustering Algorithm. Advances in Neural Information Processing Systems Conference 2006-12-03 - 2006-12-10 2006.
  • Jenssen, Robert; Erdogmus, Deniz; Principe, Jose; Eltoft, Torbjørn. Information Theoretic Angle-Based Spectral Clustering: A Theoretical Analysis and an Algorithm. International Joint Conference on Neural Networks 2006-07-16 - 2006-07-21 2006.
  • Anfinsen, Stian Normann; Jenssen, Robert. Presentasjon av Institutt for fysikk, Forskningstorget 2005.. Forskningstorget 2005 2005-09-23 - 2005-09-24 2005.
  • Xu, Jianwu; Erdogmus, Deniz; Jenssen, Robert; Principe, Jose. An Information Theoretic Perspective to Kernel Independent Component Analysis. International Conference on Acoustics, Speech and Signal Processing 2005-03-16 - 2005-03-23 2005.
  • Jenssen, Robert; Erdogmus, Deniz; Principe, Jose; Eltoft, Torbjørn. The Laplacian Spectral Classifier. International Conference on Acoustics, Speech and Signal Processing 2005-03-16 - 2005-03-23 2005.
  • Jenssen, Robert; Erdogmus, Deniz; Hild, Kenneth; Principe, Jose; Eltoft, Torbjørn. Optimizing the Cauchy-Schwarz PDF Distance for Information Theoretic, Non-Parametric Clustering. Energy Minimization Methods in Computer Vision and Pattern Recognition 2005-11-09 - 2005-11-11 2005.
  • Jenssen, Robert; Erdogmus, Deniz; Principe, Jose; Eltoft, Torbjørn. Towards a Unification of Information Theoretic Learning and Kernel Methods. Machine Learning for Signal Processing 2004-01-29 - 2004-10-01 2004.
  • Jenssen, Robert. The Information Cut and Graph Spectral Clustering. Invited Talk at the Computational NeuroEngineering Laboratory, University of Florida 2004-03-03 - 2004-03-03 2004.
  • Jenssen, Robert; Erdogmus, Deniz; Principe, Jose; Eltoft, Torbjørn. The Laplacian PDF Distance: A Cost Function for Clustering in a Kernel Feature Space. Neural Information Processing Systems 2004-12-08 - 2004-12-13 2004.
  • Jenssen, Robert. Fysikk som Rocker: Multikonsert og hjernesignaler. Forskningstorget 2004 2004-09-18 - 2004-09-18 2004.
  • Jenssen, Robert. Fysikk som Rocker: Multikonsert og hjernesignaler. Forskningstorget 2004 2004-09-17 - 2004-09-17 2004.
  • Erdogmus, Deniz; Jenssen, Robert; Rao, Yadunandana; Principe, Jose. Multivariate Density Estimation with Optimal Marginal Parzen Density Estimation and Gaussianization. Machine Learning for Signal Processing 2004-09-29 - 2004-10-01 2004.
  • Jenssen, Robert; Eltoft, Torbjørn; Principe, Jose. Information Theoretic Spectral Clustering. International Joint Conference on Neural Networks 2004-07-25 - 2004-07-29 2004.
  • Jenssen, Robert; Eltoft, Torbjørn; Principe, Jose. Information Theoretic Clustering: A Unifying Review of Three Recent Algorithms. Nordic Symposium on Signal Processing 2004-06-09 - 2004-06-11 2004.
  • Jenssen, Robert. Fysikk som Rocker. Forskningstorget 2003 2003-09-19 - 2003-09-19 2003.
  • Hanssen, Alfred; Jenssen, Robert; Hindberg, Kristian. Fysikk som rocker. 2003.
  • Hanssen, Alfred; Jenssen, Robert; Hindberg, Kristian. Fysikk som rocker. 2003.
  • Hanssen, Alfred; Jenssen, Robert; Hindberg, Kristian. Fysikk som rocker. 2003.
  • Jenssen, Robert; Erdogmus, Deniz; Hild, Kenneth E.; Principe, Jose c.; Eltoft, Torbjørn. Information Force Clustering using Directed Trees. Int. Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition 2003-07-07 - 2003-07-09 2003.
  • Jenssen, Robert; Principe, Jose c.; Eltoft, Torbjørn. Cauchy-Schwartz pdf Divergence Measure for non-Parametric Clustering. Norwgian Symposium in Signal Processing 2003 2003-10-02 - 2004-10-04 2003.
  • Jenssen, Robert; Erdogmus, Deniz; Hild, Kenneth E.; Principe, Jose c.; Eltoft, Torbjørn. Clustering using Renyi's Entropy. Int. Joint Conference on Neural Networks 2003-07-20 - 2003-07-24 2003.
  • Jenssen, Robert; Principe, Jose c.; Eltoft, Torbjørn. Information Cut and Information Forces for Clustering. IEEE Int. Workshop on Neural Networks for Signal Processing 2003-09-17 - 2003-09-19 2003.
  • Erdogmus, Deniz; Fontela-romero, O.; Principe, Jose; Alonso-betanzos, A.; Castillo, E.; Jenssen, Robert. Accurate Initialization of Neural Network Weights by Backpropagation of the Desired Response. Int'l. Joint Conference on Neural Networks 2003-07-20 - 2003-07-24 2003.
  • Jenssen, Robert; Eltoft, Torbjørn. ICA Filter Bank for Segmentation of Textured Images. Int. Workshop on Independent Component Analysis and Blind Signal Separation 2003-04-01 - 2003-04-04 2003.
  • Jenssen, Robert. Fysikk som Rocker. Forskningstorget 2003 2003-09-20 - 2003-09-20 2003.
  • Jenssen, Robert. Institutt for Fysikk - Presentasjon til Ungdomskoleelever. Presentasjon av Institutt for Fysikk 2002-06-14 - 2002-06-14 2002.
  • Jenssen, Robert. Taleseparering, CD-spiller og multikonsert. Åpen dag, Institutt for Fysikk, 2002 2002-01-08 - 2002-01-08 2002.
  • Jenssen, Robert. Taleseparering. Åpen dag, Institutt for Fysikk 2002 2002-01-07 - 2002-01-07 2002.
  • Jenssen, Robert. CD-spilleren og Multikonsert. Presentasjon av Institutt for Fysikk 2002-03-11 - 2002-03-11 2002.
  • Jenssen, Robert. CD-spilleren og Multikonsert. Presentasjon av Institutt for Fysikk 2002-03-06 - 2002-03-06 2002.
  • Jenssen, Robert. CD-spilleren og Multikonsert. Kreativ uke 2002 2002-03-12 - 2002-03-12 2002.
  • Jenssen, Robert. CD-spillerens virkemåte. Ingeniørenes dag 2001 2001-09-19 - 2001-09-19 2001.
  • Jenssen, Robert. CD-spillerens virkemåte. Ingeniørenes dag 2001 2001-09-29 - 2001-09-29 2001.
  • Jenssen, Robert; Øigård, Tor Arne; Eltoft, Torbjørn; Hanssen, Alfred. Sparse code shrinkage based on the normal inverse Gaussian density model. Proceedings of NORSIG'01 2001-10-01 - 2001-10-01 2001.
  • Jenssen, Robert; Øigård, Tor Arne; Eltoft, Torbjørn; Hanssen, Alfred. Sparse code shrinkage based on the normal inverse Gaussian density model. 3rd Int. Conf. on Independent Component Analysis and Blind Signal Separation 2001-12-09 - 2001-12-12 2001.



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