Alexander J. Smola
Orcid: 0000-0002-7963-4721Affiliations:
- Carnegie Mellon University
- Google Research
- Yahoo! Research, Santa Clara
- NICTA, Canberra Research Laboratory
- Australian National University, Machine Learning Group
According to our database1,
Alexander J. Smola
authored at least 294 papers
between 1996 and 2024.
Collaborative distances:
Collaborative distances:
Timeline
Legend:
Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
-
on zbmath.org
-
on twitter.com
-
on id.loc.gov
-
on dl.acm.org
On csauthors.net:
Bibliography
2024
IEEE Trans. Pattern Anal. Mach. Intell., March, 2024
2023
Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the Eleventh International Conference on Learning Representations, 2023
Proceedings of the Eleventh International Conference on Learning Representations, 2023
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023
2022
GraphHINGE: Learning Interaction Models of Structured Neighborhood on Heterogeneous Information Network.
ACM Trans. Inf. Syst., 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022
Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022
Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition.
Proceedings of the International Conference on Machine Learning, 2022
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022
2021
Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021
2020
Learning Interaction Models of Structured Neighborhood on Heterogeneous Information Network.
CoRR, 2020
DDPG++: Striving for Simplicity in Continuous-control Off-Policy Reinforcement Learning.
CoRR, 2020
Proceedings of the 2020 International Conference on Management of Data, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Faster, Simpler, More Accurate: Practical Automated Machine Learning with Tabular, Text, and Image Data.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020
An Efficient Neighborhood-based Interaction Model for Recommendation on Heterogeneous Graph.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020
Proceedings of the 8th International Conference on Learning Representations, 2020
2019
CoRR, 2019
Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019
Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
Proceedings of the 36th International Conference on Machine Learning, 2019
Proceedings of the 2019 IEEE International Conference on Data Mining, 2019
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, 2019
2018
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018
Proceedings of the 35th International Conference on Machine Learning, 2018
Proceedings of the 35th International Conference on Machine Learning, 2018
Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning.
Proceedings of the 6th International Conference on Learning Representations, 2018
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018
2017
CoRR, 2017
Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, 2017
Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the 34th International Conference on Machine Learning, 2017
Latent LSTM Allocation: Joint Clustering and Non-Linear Dynamic Modeling of Sequence Data.
Proceedings of the 34th International Conference on Machine Learning, 2017
Proceedings of the 5th International Conference on Learning Representations, 2017
Proceedings of the 5th International Conference on Learning Representations, 2017
Proceedings of the IEEE International Conference on Computer Vision, 2017
Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017
Go for a Walk and Arrive at the Answer: Reasoning Over Knowledge Bases with Reinforcement Learning.
Proceedings of the 6th Workshop on Automated Knowledge Base Construction, 2017
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017
Proceedings of the Workshops of the The Thirty-First AAAI Conference on Artificial Intelligence, 2017
2016
ACM Trans. Intell. Syst. Technol., 2016
Proceedings of the 25th International Conference on World Wide Web, 2016
Proceedings of the Ninth ACM International Conference on Web Search and Data Mining, 2016
Proceedings of the 10th ACM Conference on Recommender Systems, 2016
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016
Proceedings of the NAACL HLT 2016, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016
Proceedings of the 55th IEEE Conference on Decision and Control, 2016
Proceedings of the 54th Annual Allerton Conference on Communication, 2016
Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016
Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016
2015
Graph Partitioning via Parallel Submodular Approximation to Accelerate Distributed Machine Learning.
CoRR, 2015
Proceedings of the 24th International Conference on World Wide Web, 2015
Proceedings of the Eighth ACM International Conference on Web Search and Data Mining, 2015
Proceedings of the Thirty-First Conference on Uncertainty in Artificial Intelligence, 2015
Proceedings of the 9th ACM Conference on Recommender Systems, 2015
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015
Annotating Needles in the Haystack without Looking: Product Information Extraction from Emails.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015
Dirichlet-Hawkes Processes with Applications to Clustering Continuous-Time Document Streams.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015
Proceedings of the 32nd International Conference on Machine Learning, 2015
Proceedings of the 32nd International Conference on Machine Learning, 2015
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015
Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015
Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
2014
Proceedings of the 23rd International World Wide Web Conference, 2014
Proceedings of the Seventh ACM International Conference on Web Search and Data Mining, 2014
Scalable hierarchical multitask learning algorithms for conversion optimization in display advertising.
Proceedings of the Seventh ACM International Conference on Web Search and Data Mining, 2014
Proceedings of the 11th USENIX Symposium on Operating Systems Design and Implementation, 2014
Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014
Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014
Proceedings of the 31th International Conference on Machine Learning, 2014
Proceedings of the 31th International Conference on Machine Learning, 2014
2013
Measurement and modeling of eye-mouse behavior in the presence of nonlinear page layouts.
Proceedings of the 22nd International World Wide Web Conference, 2013
Proceedings of the 22nd International World Wide Web Conference, 2013
Proceedings of the 22nd International World Wide Web Conference, 2013
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
The dataminer's guide to scalable mixed-membership and nonparametric bayesian models.
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013
Proceedings of the 30th International Conference on Machine Learning, 2013
Nested Chinese Restaurant Franchise Process: Applications to User Tracking and Document Modeling.
Proceedings of the 30th International Conference on Machine Learning, 2013
Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013
2012
Proceedings of the 21st World Wide Web Conference 2012, 2012
Proceedings of the Fifth International Conference on Web Search and Web Data Mining, 2012
Proceedings of the Fifth International Conference on Web Search and Web Data Mining, 2012
Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence, 2012
Proceedings of the 35th International ACM SIGIR conference on research and development in Information Retrieval, 2012
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012
Exponential Regret Bounds for Gaussian Process Bandits with Deterministic Observations.
Proceedings of the 29th International Conference on Machine Learning, 2012
Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012
2011
Mach. Learn., 2011
Online Inference for the Infinite Topic-Cluster Model: Storylines from Streaming Text.
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 2011
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 2011
Int. J. Comput. Vis., 2011
Proceedings of the 20th International Conference on World Wide Web, 2011
Proceedings of the 20th International Conference on World Wide Web, 2011
Proceedings of the 20th International Conference on World Wide Web, 2011
Proceedings of the Forth International Conference on Web Search and Web Data Mining, 2011
Proceedings of the Forth International Conference on Web Search and Web Data Mining, 2011
Collaborative competitive filtering: learning recommender using context of user choice.
Proceedings of the Proceeding of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2011
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011
2010
Stat. Anal. Data Min., 2010
Pervasive Mob. Comput., 2010
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics, 2010
Proceedings of the Third International Conference on Web Search and Web Data Mining, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010
Proceedings of the ICDMW 2010, 2010
2009
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics, 2009
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics, 2009
Proceedings of the SIAM International Conference on Data Mining, 2009
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009
Proceedings of the 26th Annual International Conference on Machine Learning, 2009
Hilbert space embeddings of conditional distributions with applications to dynamical systems.
Proceedings of the 26th Annual International Conference on Machine Learning, 2009
2008
Proceedings of the 2008 ACM Conference on Recommender Systems, 2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the Machine Learning, 2008
Proceedings of the Computational Science, 2008
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008
2007
Binet-Cauchy Kernels on Dynamical Systems and its Application to the Analysis of Dynamic Scenes.
Int. J. Comput. Vis., 2007
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007
Proceedings of the Proceedings 15th International Conference on Intelligent Systems for Molecular Biology (ISMB) & 6th European Conference on Computational Biology (ECCB), 2007
Proceedings of the Machine Learning, 2007
Proceedings of the Machine Learning, 2007
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007
Proceedings of the EMNLP-CoNLL 2007, 2007
Proceedings of the Discovery Science, 10th International Conference, 2007
Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007
2006
J. Mach. Learn. Res., 2006
Proceedings of the Advances in Neural Information Processing Systems 19, 2006
Proceedings of the Advances in Neural Information Processing Systems 19, 2006
Proceedings of the Proceedings 14th International Conference on Intelligent Systems for Molecular Biology 2006, 2006
Proceedings of the Neural Information Processing, 13th International Conference, 2006
Proceedings of the Machine Learning, 2006
Proceedings of the Machine Learning, 2006
Proceedings of the Machine Learning: ECML 2006, 2006
Proceedings of the Learning Theory, 19th Annual Conference on Learning Theory, 2006
2005
Experimentally optimal nu in support vector regression for different noise models and parameter settings.
Neural Networks, 2005
Proceedings of the 2005 TREC Video Retrieval Evaluation, 2005
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2005
Proceedings of the Eighth International Symposium on Signal Processing and Its Applications, 2005
Proceedings of the Proceedings Thirteenth International Conference on Intelligent Systems for Molecular Biology 2005, 2005
Proceedings of the Machine Learning, 2005
Proceedings of the 13th European Symposium on Artificial Neural Networks, 2005
Proceedings of the Algorithmic Learning Theory, 16th International Conference, 2005
Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005
Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005
2004
Experimentally optimal v in support vector regression for different noise models and parameter settings.
Neural Networks, 2004
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004
Proceedings of the Machine Learning, 2004
2003
IEEE Trans. Neural Networks, 2003
Constructing Descriptive and Discriminative Nonlinear Features: Rayleigh Coefficients in Kernel Feature Spaces.
IEEE Trans. Pattern Anal. Mach. Intell., 2003
Proceedings of the Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, 2003
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003
Proceedings of the Computational Learning Theory and Kernel Machines, 2003
2002
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002
Proceedings of the Advanced Lectures on Machine Learning, 2002
Proceedings of the Advanced Lectures on Machine Learning, 2002
Multi-Instance Kernels.
Proceedings of the Machine Learning, 2002
Proceedings of the Algorithmic Learning Theory, 13th International Conference, 2002
Learning with Kernels: support vector machines, regularization, optimization, and beyond.
Adaptive computation and machine learning series, MIT Press, ISBN: 9780262194754, 2002
2001
Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators.
IEEE Trans. Inf. Theory, 2001
Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001
Proceedings of the Computational Learning Theory, 2001
Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, 2001
2000
Proceedings of the Knowledge Discovery and Data Mining, 2000
Proceedings of the Advances in Neural Information Processing Systems 13, 2000
Proceedings of the Advances in Neural Information Processing Systems 13, 2000
Choosing in Support Vector Regression with Different Noise Models: Theory and Experiments.
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000
Sparse Greedy Matrix Approximation for Machine Learning.
Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000), Stanford University, Stanford, CA, USA, June 29, 2000
Query Learning with Large Margin Classifiers.
Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000), Stanford University, Stanford, CA, USA, June 29, 2000
Entropy Numbers of Linear Function Classes.
Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000), June 28, 2000
1999
IEEE Trans. Neural Networks, 1999
Inform. Forsch. Entwickl., 1999
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999
Engineering Support Vector Machine Kerneis That Recognize Translation Initialion Sites.
Proceedings of the German Conference on Bioinformatics, 1999
Proceedings of the Computational Learning Theory, 4th European Conference, 1999
1998
Neural Networks, 1998
On a Kernel-Based Method for Pattern Recognition, Regression, Approximation, and Operator Inversion.
Algorithmica, 1998
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998
Fast Approximation of Support Vector Kernel Expansions, and an Interpretation of Clustering as Approximation in Feature Spaces.
Proceedings of the Mustererkennung 1998, 20. DAGM-Symposium, Stuttgart, 29. September, 1998
1997
Proceedings of the Advances in Neural Information Processing Systems 10, 1997
Proceedings of the Advances in Neural Information Processing Systems 10, 1997
Proceedings of the Artificial Neural Networks, 1997
Proceedings of the Artificial Neural Networks, 1997
1996
Support Vector Method for Function Approximation, Regression Estimation and Signal Processing.
Proceedings of the Advances in Neural Information Processing Systems 9, 1996
Proceedings of the Advances in Neural Information Processing Systems 9, 1996