Design an Exponential Mechanism (Random-ized) - IT Assignment Help

Assignment Task:

Task:

1. Laplace Mechanism (15 points) Using the same dataset as Homework 1: https://archive.icaucleduhnlidatasets/Aduk. Query the average age of the records with age greater than 25. Inject Laplacian noise to the query result (average age) to ensure 0.5-differential privacy and I-differential privacy. 
 

Tasks: 
(a) Derive the global sensitivity for the query (average age). (5 points) (b) Calculate the variance for the Laplace noise and inject noise into the average age query result with 0.5-differential privacy and I-differential privacy, respectively. (10 points)

Submission Part I: (1) a report including the screenshots of the major stem of each task and your answers (named as Itta-report.pdf ), and (2) source code files - all named with the prefix -hw2-1-- (e.g.. hw2-1-laplace.java). 

2. Exponential Mechanism (15 points) Using the same dataset as Homework I: https://anthive.ics.uckedniml/datasets/Adult. Query the most frequent -Education" result. Design an exponential mechanism (random-ized) to ensure (-differential privacy for the query. Repeat all the procedures for Exponential mechanism (c = 0.5 and e = I): 
 

Tasks: 
(a) Derive the global sensitivity for the query (mast frequent "Education"). (5 points) (b) Compute the probabilities and generate the noisy output result with 0.5-differential privacy and 1-differential privacy, respectively. (10 points) Submission Part II: (1) include the screenshots of the major steps of each task and your answers in the same report as above hw2-report.pdt and (2) source code files - all named with the prefix -hw2-2-' (e.g., hw2-2-exponentiaLjava). 
 

The above IT Assignment has been solved by our  IT Assignment  Experts at My Uni Paper. Our Assignment Writing Experts are efficient to provide a fresh solution to this question. We are serving more than 10000+ Students in Australia, UK & US by helping them to score HD in their academics. Our experts are well trained to follow all marking rubrics & referencing style.

Be it a used or new solution, the quality of the work submitted by our assignment experts remains unhampered. You may continue to expect the same or even better quality with the used and new assignment solution files respectively. There’s one thing to be noticed that you could choose one between the two and acquire considered worthy of the highest distinction.