Visualizing privacy-utility trade-offs in differentially private data releases

P Nanayakkara, J Bater, X He, J Hullman… - arxiv preprint arxiv …, 2022 - arxiv.org
Organizations often collect private data and release aggregate statistics for the public's
benefit. If no steps toward preserving privacy are taken, adversaries may use released …

Widespread underestimation of sensitivity in differentially private libraries and how to fix it

S Casacuberta, M Shoemate, S Vadhan… - Proceedings of the 2022 …, 2022 - dl.acm.org
We identify a new class of vulnerabilities in implementations of differential privacy.
Specifically, they arise when computing basic statistics such as sums, thanks to …

An evaluation of Internet searches as a marker of trends in population mental health in the US

U Vaidyanathan, Y Sun, T Shekel, K Chou, S Galea… - Scientific reports, 2022 - nature.com
The absence of continuous, real-time mental health assessment has made it challenging to
quantify the impacts of the COVID-19 pandemic on population mental health. We examined …

Associations between google search trends for symptoms and COVID-19 confirmed and death cases in the United States

M Abbas, TB Morland, ES Hall… - International journal of …, 2021 - mdpi.com
We utilize functional data analysis techniques to investigate patterns of COVID-19 positivity
and mortality in the US and their associations with Google search trends for COVID-19 …

Looking beyond vaccines: Cultural tightness–looseness moderates the relationship between immunization coverage and disease prevention vigilance

MZ Ma, SX Chen, X Wang - Applied Psychology: Health and …, 2024 - Wiley Online Library
Advancements in vaccination technologies mitigate disease transmission risks but may
inadvertently suppress the behavioral immune system, an evolved disease avoidance …

[HTML][HTML] Leveraging symptom search data to understand disparities in US mental health care: demographic analysis of search engine trace data

B Rochford, S Pendse, N Kumar… - JMIR Mental …, 2023 - mental.jmir.org
Background In the United States, 1 out of every 3 people lives in a mental health
professional shortage area. Shortage areas tend to be rural, have higher levels of poverty …

Query Obfuscation for Information Retrieval Through Differential Privacy

G Faggioli, N Ferro - European Conference on Information Retrieval, 2024 - Springer
Protecting the privacy of a user querying an Information Retrieval (IR) system is of utmost
importance. The problem is exacerbated when the IR system is not cooperative in satisfying …

Cohere: Managing differential privacy in large scale systems

N Küchler, E Opel, H Lycklama, A Viand… - … IEEE Symposium on …, 2024 - ieeexplore.ieee.org
The need for a privacy management layer in today's systems started to manifest with the
emergence of new systems for privacy-preserving analytics and privacy compliance. As a …

Google COVID-19 vaccination search insights: Anonymization process description

S Bavadekar, A Boulanger, J Davis… - arxiv preprint arxiv …, 2021 - arxiv.org
This report describes the aggregation and anonymization process applied to the COVID-19
Vaccination Search Insights (published at http://goo. gle/covid19vaccinationinsights), a …

[PDF][PDF] Prediction of COVID-19 Transmission in the United States Using Google Search Trends.

M Alruily, M Ezz, AM Mostafa, N Yanes… - … , Materials & Continua, 2022 - researchgate.net
Accurate forecasting of emerging infectious diseases can guide public health officials in
making appropriate decisions related to the allocation of public health resources. Due to the …