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IEOR 8100 / COMS 6998 Foundations of Data Privacy

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DateTopicReadingAssignment
9-Sept DP definition, Laplace Mech, Rand RespCh 1 – 3.3
16-Sept Exponential mech, DP propertiesCh 3.4HW 0 due 
23-Sept Sparse VectorCh 3.5, 3.6HW 1 due
30-Sept SmallDBCh 4.1 
6-Oct Private Multiplicative WeightsCh 4.2 HW 2 due
13-Oct DP and mechanism designCh 10 HW 3 due
20-Oct Beyond Worst-caseCh 7.1, 7.2 Proposal due
27-Oct DP-ERMChaudhuri et al. 
3-Nov DP and deep learning (shorter lecture) Abadi et al. 
10-Nov Local privacy and Heavy Hitters Bassily and Smith 
17-Nov Federated Private Heavy Hitters Zhu et al., Kairouz et al. 
24-Nov Thanksgiving (no class)  
1-DecContinual observation/release Ch 12.3 
8-DecStudent presentations 
15-DecFinal exams (no class)Project due

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Rachel Cummings
Associate Professor, Department of Industrial Engineering and Operations Research
Affiliate, Department of Computer Science
Co-chair of Cybersecurity Research Center, Data Science Institute
Columbia University
rac2239 [at] columbia [dot] edu
Office: Mudd 535E

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