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Visualizing privacy-utility trade-offs in differentially private data releases
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 …
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
We identify a new class of vulnerabilities in implementations of differential privacy.
Specifically, they arise when computing basic statistics such as sums, thanks to …
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
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 …
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
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 …
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
Advancements in vaccination technologies mitigate disease transmission risks but may
inadvertently suppress the behavioral immune system, an evolved disease avoidance …
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
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 …
professional shortage area. Shortage areas tend to be rural, have higher levels of poverty …
Query Obfuscation for Information Retrieval Through Differential Privacy
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 …
importance. The problem is exacerbated when the IR system is not cooperative in satisfying …
Cohere: Managing differential privacy in large scale systems
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 …
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 …
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.
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 …
making appropriate decisions related to the allocation of public health resources. Due to the …