Rob Hall
I am now a programmer at Etsy
My thesis is here.
I was a grad student in the Machine Learning department at CMU. I was working with Professor Steven Fienberg of the statistics department, looking at ways to do some traditional data mining tasks (density estimation, classification etc.) in a way which respects ``privacy'' of the underlying data.
Previously I worked with Andrew McCallum at UMass, looking at machine learning for record linkage in a variety of different settings.
Before that, when I was an undergrad I did a project with Arnold Rosenberg regarding grid computing whereupon I lowered my Erdos number to 3.
Teaching
Publications
2013
Differential Privacy for Functions and Functional Data
Rob Hall, Alessandro Rinaldo, Larry Wasserman
JMLR.
2012
Valid Statistical Inference on Automatically Matched Files
Rob Hall and Stephen Fienberg
PSD 2012
Achieving Both Valid and Secure Logistic Regression Analysis on Aggregated Data from Different Private Sources
Stephen Fienberg, Robert Hall, Yuval Nardi
Journal of Privacy and Confidentiality, 4(1), pp 189--691.
poster.
Differential Privacy in Reproducing Kernel Hilbert Spaces
Rob Hall, Alessandro Rinaldo, Larry Wasserman
ICML 2012 Workshop on Reproducing Kernel Hilbert Spaces.
slides.
2011
Random Differential Privacy
Rob Hall, Alessandro Rinaldo, Larry Wasserman
Under review.
Secure Multiparty Linear Regression Based on Homomorphic Encryption
Robert Hall, Stephen Fienberg, Yuval Nardi
Journal of Official Statistics, 27(4), pp 669 -- 691.
Approaches to Multiple Record Linkage
Mauricio Sadinle, Robert Hall, Stephen Fienberg
ISI 2011, invited paper
2010
Privacy Preserving Record Linkage
Robert Hall, Stephen Fienberg
Privacy in Statistical databases (PSD) 2010
poster.
2009
Translating Relevance Scores to Probabilities for Contextual Advertising
Deepak Agarwal, Evgeniy Gabrilovich, Robert Hall, Vanja Josifovski
CIKM 2009
slides (rough).
2008
Unsupervised Deduplication using Cross-Field Dependencies
Robert Hall, Charles Sutton, Andrew McCallum
KDD 2008
slides.
2007
Canonicalization of Database Records using Adaptive Similarity Measures
Aron Culotta, Michael Wick, Robert Hall, Matthew Marzilli, Andrew McCallum
KDD, 2007
Author Disambiguation using Error-driven Machine Learning with a Ranking Loss Function
Aron Culotta, Pallika Kanani, Robert Hall, Michael Wick, Andrew McCallum
IIWeb-07
slides
First-Order Probabilistic Models for Coreference Resolution
Aron Culotta, Michael Wick, Robert Hall, Andrew McCallum
HLT/NAACL, 2007
A Comparison of Dag-Scheduling Strategies for Internet-Based Computing
R. Hall, A. Rosenberg, A. Venkataramani.
IPDPS 2007
Talks
Thesis defense ppt pdf
Nov 5th, 2012.
Secure Multiparty Regression Based on Homomorphic Encryption
Penn State University, Theory Seminar March 2011
Arbitrary Other Stuff
My Erdos Number is 3 due to collaboration with Arny Rosenberg (2) during my final year as an undergrad at UMass.
In addition to machine learning I also enjoy running and have begun tracking my progress here
During the summer of 2012 I have rediscovered my interest in writing little openGL demos, which is now made even simpler due to the advent of webGL you can see some little demos I've made here.