Artificial Intelligence for Data Science

Presentations

• Tom Dietterich
  Talk 9:10 10th December 2016
  Automated Data Cleaning via Multi-View Anomaly Detection
• Isabel Valera and Zoubin Ghahramani.
  Talk 9:50 10th December 2016
  Automatic Discovery of the Statistical Types of Variables in a Dataset
• Christian Steinruecken
  Talk 11:00 10th December 2016
  Automated Model Construction and The Automated Statistician
• David Janz, Brooks Paige, Tom Rainforth, Jan-Willem van de Meent and Frank Wood
  Talk 11:40 10th December 2016
  Probabilistic structure discovery in time series data
• Carlos Guestrin
  Talk 14:00 10th December 2016
  Why should I trust you? Explaining the predictions of machine-learning models
• Richard Lippmann, William Campbell and Joseph Campbell
  Talk 14:40 10th December 2016
  An Overview of the DARPA Data Driven Discovery of Models (D3M) Program
• Frank Hutter
  Talk 15:30 10th December 2016
  Advances and Challenges in Automated Machine Learning: Blackbox Optimization and Beyond
• Kristin Bennett, John Erickson, Hannah De Los Santos, Evan Patton, John Sheehan and Deborah McGuinness
  Talk 16:10 10th December 2016
  Data Analytics as Data: A Semantic Workflow Approach
• Lidia Contreras-Ochando, Fernando Martínez-Plumed, Cesar Ferri, Jose Hernandez-Orallo and Maria Jose Ramirez-Quintana
  Talk 16:30 10th December 2016
  General-Purpose Inductive Programming for Data Wrangling Automation
• Lev Faivishevsky and Amitai Armon.
  Poster Using Downhill Simplex Method for Optimizing Machine Learning Training Running Time
• Lidia Contreras-Ochando, Fernando Martínez-Plumed, Cesar Ferri, Jose Hernandez-Orallo and Maria Jose Ramirez-Quintana
  Poster Logging Data Scientists: Collecting Evidence for Data Science Automation
• Lin Li, William Campbell, Cagri Dagli and Joseph Campbell
  Poster Making Sense of Unstructured Text Data
• Cornelia Caragea
  Poster Identifying Descriptive Keyphrases from Scholarly Big Data
• Simao Eduardo and Charles Sutton
  Poster Data Cleaning using Probabilistic Models of Integrity Constraints
• Udayan Khurana, Fatemeh Nargesian, Horst Samulowitz, Elias Khalil and Deepak Turaga
  Poster Automating Feature Engineering
• Zhao Xu, Lorenzo von Ritter and Kristian Kersting
  Poster Adaptive Streaming Anomaly Analysis