|
Date
|
Topic
|
Reading
|
Presenter
|
Notes
|
|
April 2
|
Introduction
|
Challenges and Opportunities with Big Data, H. Jagadish et al. 2011.
The Claremont Report on Database Research
The Beckman Report on Database Research
|
Arash Termehchy
|
|
|
April 4
|
Query Languages
|
Foundations of Databases, Section 3, 4, 5, 6 .
|
Arash Termehchy
|
|
|
April 9
|
Query Languages
|
|
Arash Termehchy
|
|
|
April 11
|
Graph and Link Analysis
|
Authorative Sources in a Hyperlinked Environment, J. Klienburg et al. 1998,
The PageRank Citation Ranking: Bringing Order to the Web, L. Page et al. 1999 (*)
|
Arash Termehchy
|
|
|
April 16
|
Ranking and Rank Aggregation
|
Optimal aggregation algorithms for middleware, R. Fagin et al. J. Computer and System Sciences 66 (2003) (up to Section 8). (*)
|
Arash Termehchy
|
Project Proposal Due
|
|
April 18
|
Sampling
|
On Random Sampling Over Joins (*)
|
Arash Termehchy
|
|
|
April 23
|
Sampling
|
|
Arash Termehchy
|
|
|
April 25
|
Data Integration
|
Answering Queries Using Views, A Survey (up to Section 7) (*)
|
Arash Termehchy
|
|
|
April 30
|
Data Exploration
|
Dynamic Prefetching of Data Tiles for Interactive Visualization (*)
|
Arash Termehchy
Sanad Saha
|
|
|
May 2
|
Scalable Learning
|
Scalable Linear Algebra on a Relational Database System(*)
|
Arash Termehchy
Pavel Grechunk
|
|
|
May 7
|
Midterm Project Presentation
|
|
|
Midterm Project Report Due
|
|
May 9
|
Scalable Inference
|
Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS (*)
|
Arash Termehchy
Fransiskus Derian
|
|
|
May 14
|
Data Errors , Data Cleaning
|
ActiveClean: Interactive Data Cleaning For Statistical Modeling (*)
Detecting Data Errors: Where are we and what needs to be done? (*)
|
Arash Termehchy
John Davis
Chethan Nag Garapati
|
|
|
May 16
|
Data Cleaning I
|
Dependencies Revisited for Improving Data Quality(*)
|
Arash Termehchy
Prateek Dasgupta
|
|
|
May 21
|
Data Cleaning II
|
The Interaction between Record Matching and Data Repairing(*)
|
Arash Termehchy
Omeed Habibelahian
|
|
|
May 23
|
No Class
|
|
|
|
|
May 28
|
Data Cleaning, Continued
|
|
|
|
|
May 30
|
Data Cleaning
Data Transformation
|
BoostClean: Automated Error Detection and Repair for Machine Learning(*)
Wrangler: Interactive Visual Specification of Data Transformation Scripts (*)
|
Arash Termehchy
Christopher Buss
Lin You-Jen
|
|
|
June 4
|
Data Transformation
|
Interactive Program Synthesis (*)
|
Arash Termehchy
Aayam Shrestha
|
|
June 6
|
Confirmatory Data Analysis
|
A firm foundation for private data analysis(*)
The reusable holdout: Preserving validity in adaptive data analysis(*)
|
Arash Termehchy
Praveen Ilango
|
