Search Results for author: Lovedeep Gondara

Found 10 papers, 4 papers with code

Differentially Private Ensemble Classifiers for Data Streams

1 code implementation9 Dec 2021 Lovedeep Gondara, Ke Wang, Ricardo Silva Carvalho

Learning from continuous data streams via classification/regression is prevalent in many domains.


The Differentially Private Lottery Ticket Mechanism

1 code implementation16 Feb 2020 Lovedeep Gondara, Ke Wang, Ricardo Silva Carvalho

We propose the differentially private lottery ticket mechanism (DPLTM).

Differentially Private Survival Function Estimation

no code implementations4 Oct 2019 Lovedeep Gondara, Ke Wang

Survival function estimation is used in many disciplines, but it is most common in medical analytics in the form of the Kaplan-Meier estimator.

Recovering Loss to Followup Information Using Denoising Autoencoders

no code implementations12 Feb 2018 Lovedeep Gondara, Ke Wang

Loss to followup is a significant issue in healthcare and has serious consequences for a study's validity and cost.


Detecting Adversarial Samples Using Density Ratio Estimates

no code implementations5 May 2017 Lovedeep Gondara

Machine learning models, especially based on deep architectures are used in everyday applications ranging from self driving cars to medical diagnostics.

Density Ratio Estimation Self-Driving Cars

CrowdMI: Multiple Imputation via Crowdsourcing

no code implementations8 Dec 2016 Lovedeep Gondara

Can humans impute missing data with similar proficiency as machines?

Imputation valid

Classifier comparison using precision

no code implementations29 Sep 2016 Lovedeep Gondara

New proposed models are often compared to state-of-the-art using statistical significance testing.

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