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Displaying 1-3 out of 3 total
A Semi-Supervised Learning Approach to Differential Privacy
Found in: 2013 IEEE 13th International Conference on Data Mining Workshops (ICDMW)
By Geetha Jagannathan,Claire Monteleoni,Krishnan Pillaipakkamnatt
Issue Date:December 2013
pp. 841-848
Motivated by the semi-supervised model in the data mining literature, we propose a model for differentially-private learning in which private data is augmented by public data to achieve better accuracy. Our main result is a differentially private classifie...
Climate Informatics: Accelerating Discovering in Climate Science with Machine Learning
Found in: Computing in Science & Engineering
By Claire Monteleoni,Gavin A. Schmidt,Scott McQuade
Issue Date:September 2013
pp. 32-40
Given the impact of climate change, understanding the climate system is an international priority. The goal of climate informatics is to inspire collaboration between climate scientists and data scientists, in order to develop tools to analyze complex and ...
Practical Online Active Learning for Classification
Found in: Computer Vision and Pattern Recognition, IEEE Computer Society Conference on
By Claire Monteleoni, Matti Kaariainen
Issue Date:June 2007
pp. 1-8
We compare the practical performance of several recently proposed algorithms for active learning in the online classification setting. We consider two active learning algorithms (and their combined variants) that are strongly online, in that they access th...