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Research Area: Machine Learning |
Profile
I studied physics in Munich at the University of Technology, Munich, at the Universita degli Studi di Pavia and at AT&T Research in Holmdel. During this time I was at the Maximilianeum München and the Collegio Ghislieri in Pavia. In 1996 I received the Master degree at the University of Technology, Munich and in 1998 the Doctoral Degree in computer science at the University of Technology Berlin. Until 1999 I was a researcher at the IDA Group of the GMD Institute for Software Engineering and Computer Architecture in Berlin (now part of the Fraunhofer Geselschaft). After that, I worked as a Researcher and Group Leader at the Research School for Information Sciences and Engineering of the Australian National University. From 2004 until 2008 I worked as a Senior Principal Researcher and Program Leader at the Statistical Machine Learning Program at NICTA. Since 2008 I am with Yahoo! Research working on Machine Learning Problems.
Recent Publications, Projects and News
- Scalable Inference in Latent Variable Models Amr Ahmed;Mohamed Aly;Joseph Gonzalez;Shravan Narayanamurthy;Alexander J. Smola, Proceedings of the Fifth International Conference on Web Search and Web Data Mining, WSDM, 2012
- Linear-time estimators for propensity scores Deepak Agarwal; Lihong Li; Alexander J. Smola, AISTATS, 2011 [view abstract]
- Scalable Distributed Inference of Dynamic User Interests for Behavioral Targeting Amr Ahmed;Yucheng Low;Mohamed Aly;Alex Smola;Vanja Josifovski, ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2011 [view abstract]
- Parallelized stochastic gradient descent Martin Zinkevich; Alexander J. Smola; Markus Weimer; Lihong Li, NIPS, 2010 [view abstract]
- Hilbert Space Embeddings of Hidden Markov Models Le Song; Byron Boots; Sajid M. Siddiqi; Geoffrey Gordon; Alex Smola, ICML, 2010 [view abstract]
