Publications

2008
"Topic Models for Hypertext: How Many Words is a Single Link Worth?" Amit Gruber, Michal Rosen-Zvi and Yair Weiss, NIPS worskhop on Analyzing Graphs: Theory and Applications, Whistler, Canada, December 2008


"Comparison of Classifier Fusion Methods for Predicting Response to Anti HIV-1 Therapy" André Altmann, Michal Rosen-Zvi, Mattia Prosperi, Ehud Aharoni, Hani Neuvirth, Eugen Schülter, Joachim Büch, Daniel Struck, Yardena Peres, Francesca Incardona, Anders Sönnerborg, Rolf Kaiser, Maurizio Zazzi, Thomas Lengauer, PLoS ONE 3(10)

"Sustaining 3TC/FTC, ABC, AZT or ATV from a previous treatment shows a clinical benefit" Michal Rosen-Zvi, Eugen Schülter, Andre Altman, Saleta Sierra-Aragon, Maurizio Zazzi, Andres Sönnerborg, Thomas Lengauer, Rolf Kaiser , a poster presentation at the XVII International HIV Drug Resistance Workshop, Sitges 2008

"Latent Topic Models for Hypertext" Amit Gruber, Michal Rosen-Zvi and Yair Weiss, The 24th Conference on Uncertainty in Artificial Intelligence (UAI 2008) Helsinki, Finland, July 2008

"Selecting anti-HIV therapies based on a variety of genomic and clinical factors" Michal Rosen-Zvi, Andre Altmann, Mattia Prosperi, Ehud Aharoni, Hani Neuvirth, Anders Sönnerborg, Eugen Schülter, Daniel Struck, Yardena Peres, Francesca Incardona, Rolf Kaiser, Maurizio Zazzi, Thomas Lengauer, an oral presentation at the ISMB conference/ bioinformatics journal Toronto 2008

"The EuResist approach for predicting response to anti HIV-1 therapy" Andre Altmann, Michal Rosen-Zvi, Mattia Prosperi, Ehud Aharoni, Hani Neuvirth, Eugen Schülter, Joachim Büch, Yardena Peres, Francesca Incardona, Anders Sönnerborg, Rolf Kaiser, Maurizio Zazzi, Thomas Lengauer, Proceedings of the 6th European HIV Drug Resistance Workshop, Cascais, Portugal 2008

"Learning with Bayesian networks from in-line metrology sampling data" M Rosen-Zvi, W Muth, S G Conti, F A Scholl, R J. Baseman, (2008), The 9th European Advanced Equipment Control/Advanced Process Control AEC/APC Conference, April 2008

2007
"Integration of viral genomics with clinical data to predict response to anti-HIV treatment" E Aharoni, A Altman, G Borgulya, R D'Autilia, F Incardona, R Kaiser, C Kent, T Lengauer, H Neuvirth, Y Peres, A Petroczi, M Prosperi, M Rosenzvi, E Schulter, T Sing, A Sonnenborg, R Thompson, M Zazzi, (2007) IST-Africa 2007 Conference & Exhibition, May, 2007, Maputo, Mozambique

"EuResist: exploration of multiple modeling techniques for prediction of response to treatment" M Zazzi, E Aharoni, A Altmann, F Bazsó, P Bidgood, G Borgulya, J Denholm-Prince, M Fielder, R Kaiser, C Kent, T Lengauer, T. Nepusz, H Neuvirth, Y Peres, A Petroczi, M Prosperi, L Romano, M Rosen-Zvi, E Schülter, T Sing, A Sonnerborg, R Thompson, G Ulivi, L Zalányi, F Incardona, (2007) Proceedings of the 5th European HIV Drug Resistance Workshop, March, 2007, Cascais, Portugal.

"EuResist: European data – European interpretation systems" M. Rosen-Zvi, E. Aharoni, A. Altmann, R. Kaiser, T. Lengauer, H. Neuvirth, M. Prosperi, F. Bazsó, F. Incardona, M. Zazzi(2007), European Journal of Medical Research

"A Novel Classification Technique Using Compression-based Similarity with Application to Residual Gas Analysis Data" Elad Yom-Tov, Yiheng Xu, Michal Rosen-Zvi, and Justin Wong, The 8th European Advanced Equipment Control/Advanced Process Control (AEC/APC) Conference, April 2007

"Hidden Topic Markov Models" Amit Gruber, Michal Rosen-Zvi and Yair Weiss, in Artificial Intelligence and Statistics (AISTATS), San Juan, Puerto Rico, March 2007.

2006
"Consistent dimensionality reduction scheme and its application to clinical HIV data" Michal Rosen-Zvi, Hani Neuvirth, Ehud Aharoni, Maurizio Zazzi, and Naftali Tishby, in NIPS 2006 workshop "Novel Applications of Dimensionality Reduction", December 2006

"Improved Prediction of HIV Resistance In-Vitro by Biochemically-Driven Models", H Neuvirth , M Rosen-Zvi, N Srebro, E Aharoni, M Zazzi, and N Tishby NIPS 2006 workshop talk: "New Problems and Methods in Computational Biology", December 2006

2005
"On the relationship between deterministic and probabilistic directed graphical models: from Bayesian networks to recursive neural networks" Pierre Baldi and Michal Rosen-Zvi, Neural Networks Volume 18 , Special issue on neural networks and kernel methods for structured domains p:1080 - 1086 (2005)

"The DLR Hierarchy of Approximate Inference" Michal Rosen-Zvi, Alan L. Yuille and Michael I. Jordan, Proceedings of the 21th Annual Conference on Uncertainty in Artificial Intelligence, UAI 2005

2004
"Exponential Family Harmoniums with an Application to Information Retrieval" Max Welling, Michal Rosen-Zvi and Geoffrey Hinton, in Advances in Neural Information Processing Systems 17 MIT Press, Cambridge, MA 2004

"Approximate Inference by Markov Chains on Union Spaces" Max Welling, Michal Rosen-Zvi and Yee Whye Teh, in ICML 2004

"The Author-Topic Model for Authors and Documents", Michal Rosen-Zvi, Tom Griffiths, Mark Steyvers and Padhraic Smyth Proceedings of the 20th Annual Conference on Uncertainty in Artificial Intelligence (UAI 2004)

"Probabilistic Author-Topic Models for Information Discovery", Mark Steyvers, Padhraic Smyth , Michal Rosen-Zvi and Tom Griffiths in KDD 2004

2003
"Approximate inference and the DLR equations" Michal Rosen-Zvi and Michael I. Jordan, Technical Report, Computer Science Division, University of California, Berkeley (2003)

"Time series prediction by feedforward neural networks - is it difficult?", M Rosen-Zvi, I Kanter and W Kinzel , J. Phys. A: Math. Gen. 36: 4543-4550, (2003)

2002
"Mutual learning in a tree parity machine and its application to cryptography", M. Rosen-Zvi, E. Klein, I. Kanter, and W. Kinzel, Phys. Rev. E 66: 066135 (2002)

"Cryptography based on neural networks - analytical results", M Rosen-Zvi, I Kanter and W Kinzel, J. Phys. A: Math. Gen. 35: L707-L713, (2002)

"Generalization and capacity of extensively large two-layered perceptrons", M. Rosen-Zvi, A. Engel, and I. Kanter, Phys. Rev. E 66: 036138 (2002)

2001
"Multilayer Neural Networks with Extensively Many Hidden Units", M. Rosen-Zvi, A. Engel, and I. Kanter, Phys. Rev. Lett. 87: 078101 (2001)

"Training a perceptron in a discrete weight space", M. Rosen-Zvi and I. Kanter, Phys. Rev. E 64: 046109 (2001)

2000
"On-line learning in the Ising perceptron", M Rosen-Zvi, J. Phys. A: Math. Gen. 33: 7277-7287 (2000)

1998
"Learnability of periodic activation functions: General results", M. Rosen-Zvi, M. Biehl, and I. Kanter, Phys. Rev. E 58: 3606-3609 (1998)

1996
"Frequency-Domain Photon Migration in Two-Layered Tissues", M. Rosen-Zvi and H. Taitelbaum, Optical Society of America, TOPS 3, 101 (1996)

In Hebrew
מערכת הלומדת מנתונים קליניים וגנומיים של אלפי חולים ומייצרת המלצה לגבי הטיפול הטוב ביותר – מחלת האיידס כמקרה מבחן
מיכל רוזן-צבי, אהוד אהרוני, חני נויבירט, כרמל קנט, ירדנה פרס
הכינוס השנתי במערכות מידע ברפואה, ישראל, יוני 2008