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Rachel Cummings

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ISYE/CS 8803 Foundations of Data Privacy

Home Schedule

Tentative class schedule.  Check back frequently for updates.

Date Topic Reading Assignment
20-Aug  Intro to privacy, administrivia Ch 1, 2
22-Aug  Laplace mech Ch 3.3 HW 1 out
27-Aug  Exponential mech Ch 3.4
29-Aug  Randomized response Ch 3.2
3-Sep  Sparse Vector 1 Ch 3.5, 3.6
5-Sep  Sparse Vector 2 HW 1 due /
HW 2 out
10-Sep  SmallDB 1 Ch 4.1
12-Sep  SmallDB 2 Ch 4.2
17-Sep  Private Multiplicative Weights 1
19-Sep  Private Multiplicative Weights 2 HW 2 due
24-Sep  Subsample and Aggregate  Ch 7.1  HW 3 out
26-Sep  Propose-Test-Release  Ch 7.2
1-Oct  Lipschitz extensions
3-Oct  Local privacy 1 HW 3 due (Fri)
8-Oct  Local privacy 2
10-Oct  Local privacy 3 Proposal due (Fri)
15-Oct  Fall Student Recess (no class)
17-Oct  Federated learning Proposals returned
22-Oct INFORMS (no class)
24-Oct
29-Oct
31-Oct  Guest lecture
5-Nov
7-Nov
12-Nov Guest lecture
14-Nov Guest lecture
19-Nov
21-Nov
26-Nov  Student presentations
28-Nov Thanksgiving Break (no class)
3-Dec  Student presentations
12-Dec Final exam period (no class)  Project due

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

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