Differential Privacy Blog Series

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<div class="views-element-container nist-block nist-social__wrapper--block" data-elastic-exclude="" > <h2 class="nist-block__title" >Connect with us</h2> <div><div class="js-view-dom-id-77a650ef12e96963634e85f50f250349dde5aa5362c24c284f86e84c44ad3dbf"> <div><div class="views-field views-field-nid"><span class="field-content"> <div><a href="https://public.govdelivery.com/accounts/USNIST/subscriber/topics?qsp=283" class="nist-social nist-social--envelope" title="GovDelivery" ><span>GovDelivery</span></a></div></span></div></div> </div> </div> </div>  </div> </aside> <div class="nist-page__region nist-page__region--content tablet-lg:grid-col-8 desktop-lg:grid-col-9" > <div class="nist-block" > <h1 class="nist-page__title">Differential Privacy Blog Series</h1> </div> <div class="nist-block" >  <div data-elastic-exclude class="nist-block nist-social__wrapper"> <h2 class="nist-social__title">Share</h2> <div class="social-media-sharing"> <div class="nist-social__wrapper--share"> <div> <a 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<img src="/sites/default/files/images/2024/01/22/DP%20Blog%20Series%20Banner.jpg" width="1880" height="518" alt="DP Blog Series" loading="lazy" typeof="foaf:Image"> <div class="nist-image__credit"> <span class="nist-image__credit-label">Credit:</span> metamorworks/shutterstock.com </div> </div> <p>We have developed this blog series leveraging the differential privacy contributions in the <a href="/itl/applied-cybersecurity/privacy-engineering/collaboration-space/focus-areas/de-id/tools" data-entity-type="node" data-entity-uuid="90106483-8923-4427-b96e-0063f339ddf6" data-entity-substitution="canonical" title="Disassociability Tools">de-identification tools</a> section. This series is designed to help business process owners and privacy program personnel understand basic concepts about differential privacy and applicable use cases and to help privacy engineers and IT professionals implement the tools. </p><p>Note: Since the completion of this series, we have developed more in-depth guidelines on differential privacy, <a href="https://csrc.nist.gov/pubs/sp/800/226/ipd">NIST Special Publication 800-226, <em>Guidelines for Evaluating Differential Privacy Guarantees</em></a><em> </em>(Initial Public Draft)</p><h2 class="nist-block__title">BLOG POSTS</h2><blockquote><p><strong>Differential Privacy for Privacy-preserving Data Analysis: An Introduction to our Blog Series</strong> | July 27, 2020 | by <span>Joseph Near, David Darais, and Katie Boeckl</span></p><p><a class="usa-button" href="/blogs/cybersecurity-insights/differential-privacy-privacy-preserving-data-analysis-introduction-our" data-entity-type="node" data-entity-uuid="31a595a3-7a1f-410c-990c-bf2ebf98b0f6" data-entity-substitution="canonical" title="Differential Privacy for Privacy-Preserving Data Analysis: An Introduction to our Blog Series">See Post #1</a></p><p><span><strong>Threat Models for Differential Privacy</strong> | September 15, 2020 | by</span><em><span> </span></em><span>Joseph Near and David Darais</span></p><p><a class="usa-button" href="/blogs/cybersecurity-insights/threat-models-differential-privacy" title="Differential Privacy for Privacy-Preserving Data Analysis: An Introduction to our Blog Series" data-entity-type="node" data-entity-uuid="a17a1da9-0207-4699-99f9-337d812aa0fc" data-entity-substitution="canonical"><span><strong>See Post #2</strong></span></a></p><p><span><strong>Counting Queries: Extracting Key Business Metrics from Datasets</strong></span><em><span> </span></em><span>| October 14, 2020 | by</span><em><span> </span></em><span>Joseph Near and David Darais</span></p><p><a class="usa-button" href="/blogs/cybersecurity-insights/counting-queries-extracting-key-business-metrics-datasets" title="Differential Privacy for Privacy-Preserving Data Analysis: An Introduction to our Blog Series" data-entity-type="node" data-entity-uuid="6ccb6eed-b4d5-4077-a793-c26bd76f6beb" data-entity-substitution="canonical"><span><strong>See Post #3</strong></span></a></p><p><span><strong>Summation and Average Queries: Detecting Trends in Your Data</strong></span><em><span><strong> </strong></span></em><span>| December 17, 2020 | by</span><em><span> </span></em><span>Joseph Near and David Darais</span></p><p><a class="usa-button" href="/blogs/cybersecurity-insights/summation-and-average-queries-detecting-trends-your-data" title="Differential Privacy for Privacy-Preserving Data Analysis: An Introduction to our Blog Series" data-entity-type="node" data-entity-uuid="93411d7e-5bc9-41ee-9583-1a9e54fb9349" data-entity-substitution="canonical"><span><strong>See Post #4</strong></span></a></p><p><span><strong>Workloads of Counting Queries: Enabling Rich Statistical Analyses with Differential Privacy</strong></span><em><span> | </span></em><span>February 9, 2021 | by Ryan McKenna</span></p><p><a class="usa-button" href="/blogs/cybersecurity-insights/workloads-counting-queries-enabling-rich-statistical-analyses" title="Differential Privacy for Privacy-Preserving Data Analysis: An Introduction to our Blog Series" data-entity-type="node" data-entity-uuid="33a14b79-896f-4562-801b-806079b421d2" data-entity-substitution="canonical"><span><strong>See Post #5</strong></span></a></p><p><strong>Differential Privacy for Complex Data: Answering Queries Across Multiple Data Tables</strong> | March 25, 2021 | by Xi He </p><p><a class="usa-button" href="/blogs/cybersecurity-insights/differential-privacy-complex-data-answering-queries-across-multiple" data-entity-type="node" data-entity-uuid="68f782d1-fc98-4f7b-b01b-84742048745c" data-entity-substitution="canonical" title="Differential Privacy for Complex Data: Answering Queries Across Multiple Data Tables"><span><strong>See Post #6</strong></span></a></p><p><strong>Differentially Private Synthetic Data</strong> | May 3, 2021 | by Joseph Near and David Darais </p><p><a class="usa-button" href="/blogs/cybersecurity-insights/differentially-private-synthetic-data" data-entity-type="node" data-entity-uuid="14df0510-c158-4d5d-ae43-465917ef21c4" data-entity-substitution="canonical" title="Differentially Private Synthetic Data"><span><strong>See Post #7</strong></span></a></p><p><strong>Differential Privacy Bugs and Why They're Hard to Find</strong> | May 25, 2021 | by Joseph Near and David Darais </p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/differential-privacy-bugs-and-why-theyre-hard-find"><span><strong>See Post #8</strong></span></a></p><p><strong>Testing for Differential Privacy Bugs </strong>| June 22, 2021 | by Dan Kifer</p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/testing-differential-privacy-bugs"><span><strong>See Post #9</strong></span></a></p><p><strong>Automatic Proofs of Differential Privacy  </strong>| July 22, 2021 | by Chike Abuah</p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/automatic-proofs-differential-privacy"><span><strong>See Post #10</strong></span></a></p><p><strong>Privacy-Enhancing Cryptography to Complement Differential Privacy  </strong>| November 3, 2021 | by <span>Lu铆s Brand茫o and Ren茅 Peralta</span></p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/privacy-enhancing-cryptography-complement-differential-privacy"><span><strong>See Post #11</strong></span></a></p><p><strong>Utility Metrics for Differential Privacy: No One-Size-Fits-All </strong>| November 29, 2021 | by Claire McKay Bowen</p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/utility-metrics-differential-privacy-no-one-size-fits-all"><span><strong>See Post #12</strong></span></a></p><p><span><strong>How to deploy machine learning with differential privacy</strong></span><strong> </strong>| December 21, 2021 | by <span>Nicolas Papernot and Abhradeep Thakurta</span></p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/how-deploy-machine-learning-differential-privacy"><span><strong>See Post #13</strong></span></a></p><p><strong>Differential Privacy: Future Work & Open Challenges</strong> |鈥疛anuary 24, 2022鈥瘄 by Joe Near and David Darais </p><p><a class="usa-button" href="https://www.nist.gov/blogs/cybersecurity-insights/differential-privacy-future-work-open-challenges"><span><strong>See Post #14</strong></span></a></p></blockquote> </div> </div> <div class="nist-block" >  <div data-elastic-exclude="" class="nist-tags"> <a href="/topic-terms/privacy" 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