Jalpesh Vasa

10 Questions 9 Answers 0 Followers

Questions related from Jalpesh Vasa

How Differential Privacy Useful in Deep Learning??

As Proposed by Cynthia Dwork, A Differential privacy gain a lots of attention nowadays in the field of Data Privacy. Also, there are various version of Differential Privacy(DP), Mainly used either...

30 September 2021 234 1 View

Where to provide Privacy in Deep Learning?

Which is best way to provide privacy in Deep Learning? At Data Pre-processing Phase At Model Training Phase At Data Inference(validation/Testing) Phase At Model Deployment Phase? Please suggest...

30 September 2021 337 4 View

Can anyone give answers for the following questions related to privacy in Deep Learning?

Which Python Architecture to use for accessing existing algorithm???(keras, Tensorflow_privacy, PyTorch etc) Which DL Model to use?(like CNN, CDBN, DNN, LSTM etc) Is there any Privacy Preserving...

30 September 2021 4,491 2 View

Can anyone suggest open source of Big Data, which can be freely accessible/downloadable and having sensitive attributes?

Is there any source available, which allows us to download/access Big Data(min. size of 500GB to 5TB) which having sensitive attributes combination like income/disease/age/ethnicity/country/gender...

29 April 2020 9,345 5 View

Is differential privacy a data perturbation technique?

If differential privacy is data perturbation technique, then which attacks are possible on it? What are the time and space complexity of DP(Differential Privacy) w.r.t. other Perturbation method?

27 April 2019 6,231 8 View

Which are data analytics techniques for which privacy preserving methods can be applied?

I'm using Big Data. Which are different Big Data Analytics/Data Analytics techniques, for which Privacy Preserving methods(Which method) can be applied? Please suggest.

15 April 2018 1,106 3 View

Which are open issues and challenges in Privacy preserving Big Data Analytics? Kindly suggest some research papers and topics to work.

Why to provide data privacy while doing big data analytics? Which are vulnerabilities in big data analytics w.r.t. privacy concern?

18 July 2017 2,067 2 View

How to provide privacy on unstructured data?

How can we provide privacy on unstructured data like social media data/weblog data/EHR? How to find sensitive information from unstructured data? can anyone guide me on this aspect?

18 April 2017 6,206 1 View

Can anyone suggest open issues/research gap/research direction in privacy preservation and security in Big Data?

Also suggest some research papers on it. Thank you.

06 March 2017 4,239 8 View

Can anyone suggest Mathematical modeling of different privacy preserving models like differential privacy, anonymity, noise addition techniques??

For providing Big Data privacy, its important that utility of the data/mining result should be preserved. For that before implementing anything, first we need to prove the concept/idea...

01 January 1970 8,009 3 View