July 10–13, 2012

The Workshops on Algorithms for Modern Massive Data Sets (MMDS 2012) addressed algorithmic and statistical challenges in modern large-scale data analysis. The goals of this series of workshops are to explore novel techniques for modeling and analyzing massive, high-dimensional, and nonlinearly-structured scientific and internet data sets; and to bring together computer scientists, statisticians, mathematicians, and data analysis practitioners to promote the cross-fertilization of ideas.

** MMDS 2012 Wrap-up: ** We kindly thank all
participants,
poster presenters and
speakers for attending the workshop.

Time | Talk |
---|---|

9:00 - 10:00 | Tutorial: Michael Mitzenmacher Peeling Arguments: Invertible Bloom Lookup Tables and Biff Codes ► |

10:00 - 10:30 | Frederic Chazal Detection and Approximation of Linear Structures in Metric Spaces ► |

11:00 - 11:30 | Ping Li Probabilistic Hashing for Efficient Search and Learning on Massive Data ► |

11:30 - 12:00 | Ashish Goel Real Time Social Search and Related Problems ► |

12:00 - 12:30 | Andrew Goldberg Hub Labels in Databases: Shortest Paths for the Masses ► |

2:30 - 3:00 | Theodore Johnson Data Stream Warehousing ► |

3:00 - 3:30 | Josh Wills Experimenting at Scale ► |

3:30 - 4:00 | Hang Li Large Scale Machine Learning for Query Document Matching in Web Search ► |

4:30 - 4:50 | Blair Sullivan Branching Out: Quantifying Tree-like Structure in Complex Networks ► |

4:50 - 5:10 | Mahdi Soltanolkotabi A Geometric Analysis of Subspace Clustering with Outliers ► |

5:10 - 5:30 | Bahman Bahmani Scalable K-Means++ ► |

5:30 - 6:00 | Steve Bartel Analytics at Dropbox |

Time | Talk |
---|---|

9:00 - 10:00 | Tutorial: Yi Ma The Pursuit of Low-dimensional Structures in High-dimensional Data ► |

10:00 - 10:30 | Edoardo Airoldi Graphlets Decomposition of a Weighted Network ► |

11:00 - 11:30 | Yiannis Koutis SDD Solvers: Bridging the Gap Between Theory and Practice ► |

11:30 - 12:00 | Art Owen Bootstrapping r-fold Tensor Data ► |

12:00 - 12:30 | Kamesh Madduri Algorithms and Tools for Scalable Graph Analytics ► |

2:30 - 3:00 | Shaowei Lin Studying Model Asymptotics with Singular Learning Theory ► |

3:00 - 3:30 | David Bindel Communities, Spectral Clustering, and Random Walks ► |

3:30 - 4:00 | Ali Pinar The Block Two-Level Erdos-Renyi (BTER) Graph Model ► |

4:30 - 5:00 | Xiao-Li Meng (presented by Alexander Blocker) Preprocessing, Multiphase Inference, and Massive Data in Theory and Practice ► |

5:00 - 5:30 | Alfred Hero Hub Discovery in Large Correlation Networks ► |

5:30 - 6:00 | Dan Feldman Google Your Life: Learning Sensors Data ► |

Edoardo Airoldi | Harvard University |

Bahman Bahmani | Stanford University |

Steve Bartel | Dropbox |

Peter Bartlett | University of California, Berkeley, and QUT |

David Bindel | Cornell University |

Tony Cass | CERN |

Frederic Chazal | INRIA |

Fan Chung Graham | University of California, San Diego |

Petros Drineas | Rensselaer Polytechnic Institute |

Noureddine El Karoui | University of California, Berkeley |

Sean Fahey | Johns Hopkins Applied Physics Laboratory |

Dan Feldman | Massachusetts Institute of Technology |

Joydeep Ghosh | University of Texas, Austin |

Ashish Goel | Stanford University |

Andrew Goldberg | Microsoft Research, Silicon Valley |

Alexander Gray | Georgia Institute of Technology |

Jiawei Han | University of Illinois, Urbana-Champaign |

Alfred Hero | University of Michigan |

Theodore Johnson | AT&T Research Labs |

Yiannis Koutis | University of Puerto Rico, Rio Piedras |

Jure Leskovec | Stanford University |

Hang Li | Huawei Labs |

Ping Li | Cornell University |

Shaowei Lin | University of California, Berkeley |

Yi Ma | Microsoft Research, Asia |

Kamesh Madduri | Pennsylvania State University |

Xiao-Li Meng | Harvard University |

Michael Mitzenmacher | Harvard University |

Art Owen | Stanford University |

Haesun Park | Georgia Institute of Technology |

DJ Patil | Greylock Partners |

Ali Pinar | Sandia National Laboratories |

Christopher Re | University of Wisconsin, Madison |

Joseph Richards | University of California, Berkeley |

Mahdi Soltanolkotabi | Stanford University |

Rick Stevens | Argonne National Laboratory |

Blair Sullivan | Oak Ridge National Labs |

Alexander Szalay | Johns Hopkins University |

Tiankai Tu | DE Shaw Research |

Josh Wills | Cloudera, Inc |

David Woodruff | IBM Research, Almaden |

**MMDS 2010:**
Workshop on Algorithms for Modern Massive Data Sets,
Stanford, CA, June 15–18, 2010.

**MMDS 2008:**
Workshop on Algorithms for Modern Massive Data Sets,
Stanford, CA, June 25–28, 2008.

**MMDS 2006:**
Workshop on Algorithms for Modern Massive Data Sets,
Stanford, CA, June 21–24, 2006.