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Replica Analytics’ new estimator uses synthetic data for more reliable evaluation of re-identification risk in datasets

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OTTAWA, ON, July 19, 2022 /PRNewswire/ – Replica Analytics, an Aetion company, has unveiled a novel approach to use synthetic data for a more accurate assessment of re-identification risks in datasets, to better manage privacy risks and enable greater data sharing in healthcare and other sectors.

“Re-identification risk is the probability that an adversary will correctly match a record in a dataset with a real person and until now, there has been no sufficiently reliable measure of this risk,” said Dr. Khaled El Emam, Senior Vice-President and General Manager of Replica Analytics, the premier science-based synthetic data generation technology provider to the healthcare industry. “Access to data and sharing de-identified datasets remain a challenge, in part due to privacy concerns. The re-identification risk estimator we have developed should help data custodians overcome those challenges.”

Most existing estimators provide a proxy for risk based on strong assumptions, as they cannot calculate the risk on a population because real population data is rarely available. Replica’s estimator leverages data synthesis technology to simulate the unavailable population dataset, so that re-identification risks can be calculated much more accurately. Synthetic data generation (SDG) involves training a machine learning model to master the statistical patterns and properties of a real dataset. The trained model, when implemented properly, is then used to create a synthetic dataset which maintains the traits of the original dataset, but with no one-to-one mapping back to a person, so the synthetic data mitigates privacy risks.

Measuring re-identification risk using a synthetic estimator to enable data sharing, a study recently published by the journal, PLOS ONE, includes a detailed analysis of the concepts behind Replica’s new risk estimator, an evaluation of its performance and relevant case studies. The results show that the estimator reliably outperforms other approaches, across different dataset sizes and varying complexity, achieving a high degree of accuracy, and offering a consistent estimate of the probability of re-identification risk. The study was also the focus of a webinar and blog post.

The new approach is another example of the usefulness and effectiveness of SDG technology in assessing and mitigating privacy risks and enabling data sharing. Replica’s estimator can now be used through the Replica Synthesis software to better assess re-identification risks in real datasets. If the risk is deemed too high, organizations can choose to synthesize the data and then use the company’s privacy assurance functionality to measure any risk in the synthetic data to demonstrate that it is much lower than the real data.

About Replica Analytics, an Aetion company

Replica Analytics is the premier science-based SDG technology provider to the healthcare industry. The company is a pioneer in the development of unique technologies for generating privacy-protective synthetic data that maintain the statistical properties of real-world data (RWD). The company was acquired in late 2021 by Aetion, the leading regulatory-grade real-world evidence (RWE) technology provider. Replica Synthesis software provides a full suite of synthetic data generation and evaluation capabilities that can solve multiple grand challenges facing the life sciences industry, and health research in general. For more information, visit: https://replica-analytics.com/.

About Aetion

Aetion is a healthcare analytics company that delivers real-world evidence for the manufacturers, purchasers, and regulators of medical treatments and technologies. The Aetion Evidence Platform® analyzes data from the real world to produce transparent, rapid, and scientifically validated answers on safety, effectiveness, and value. Founded by Harvard Medical School faculty members with decades of experience in epidemiology and health outcomes research, Aetion informs healthcare’s most critical decisions—what works best, for whom, and when—to guide product development, commercialization, and payment innovation. Learn more at aetion.com and follow us at @aetioninc.

View original content:https://www.prnewswire.com/news-releases/replica-analytics-new-estimator-uses-synthetic-data-for-more-reliable-evaluation-of-re-identification-risk-in-datasets-301589358.html

SOURCE Replica Analytics

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Reserve Bank of India expanding cross-border payments platform

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According to the Atlantic Council, 134 countries are currently exploring CBDCs in different phases — including every G20 country.

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Bernard Looney Appointed Chairman of the Board of Directors at Prometheus Hyperscale

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Global energy executive joins Prometheus Hyperscale to accelerate sustainable data center growth and provide strategic counsel on $10B flagship project in Evanston, Wyoming

HOUSTON, Nov. 24, 2024 /PRNewswire/ — Prometheus Hyperscale, a leading developer of sustainable hyperscale data centres, is delighted to announce the appointment of Bernard Looney as Chairman of the Board of Directors.

Mr. Looney, former CEO of BP, brings to the role more than three decades of energy sector expertise – from the frontline to the boardroom. He will provide strategic guidance on the development of the company’s growth plans, including its $10B flagship data center in Evanston, Wyoming, which will be among the largest facilities of its kind in the world when completed.

The announcement of Mr. Looney’s appointment comes as societies and large technology companies grapple with how to power the explosive growth in artificial intelligence (AI). The International Energy Agency (IEA) estimates that by 2026 data centers globally will use over 1,000 terawatt-hours (TWh) annually, around the same as Japan uses today. Against this backdrop of soaring demand and squeezed supply, Prometheus is pioneering new standards in hyperscale data center operations.

These approaches include harnessing a variety of energy sources to power its data centers, including renewables, natural gas and possibly nuclear at a later date through our strategic partnership with Oklo. Prometheus aims for its data centers to not impact grid customers.

Another key challenge is the enormous amount of power and water used to cool data centers to prevent the servers from overheating. Prometheus Hyperscale uses a unique liquid cooling system that dramatically outperforms traditional air-cooling methods, reducing energy consumption by up to 50%. This system also utilises deep underground water reservoirs and captures the waste heat to reuse or sequester it. It’s believed that Prometheus Hyperscale’s flagship project will be the first hyperscale data center in the United States to combine liquid heat transfer and heat reuse technologies.

Founded by Trenton Thornock, an experienced leader in energy, finance and infrastructure, Prometheus Hyperscale’s flagship project in Evanston, Wyoming, promises to be the most advanced sustainable data center in the United States, and one of the largest in the world, when it becomes operational in 2025/26. The 1GW-capacity developed site will cover an area of 640-acres (one square mile), making it approximately three quarters the size of New York’s Central Park. Four further sites are currently earmarked across Arizona and Colorado.

As Chairman, Mr. Looney will ensure the successful execution of Evanston as well as Prometheus’s broader business goals. His appointment comes following the recent announcement that Trevor Neilson, a renowned climate technology entrepreneur and philanthropist, will serve as the company’s President.

It’s estimated that $1 trillion will be invested in the U.S. in data centers in the next five years – with an additional $1 trillion internationally.

Trenton Thornock, Founder and CEO of Prometheus Hyperscale commented: “Having Bernard Looney join as Chairman is a tremendous step forward for Prometheus. Bernard’s track record and transformative leadership in the energy sector aligns perfectly with our vision for the future of data centers. His insights, as well as his extensive operational and project delivery experience, will be invaluable as we bring our flagship project in Evanston, Wyoming to life and set new benchmarks for sustainable digital infrastructure.”

Trevor Neilson, President of Prometheus Hyperscale, commented: “Bernard is the perfect person to guide Prometheus as we form partnerships across the energy sector to access low-carbon electrons that will power the future of AI. His extensive industry experience and leadership will be instrumental as Prometheus establishes itself at the forefront of sustainable data center operations.”

Bernard Looney commented: “I am delighted to join Prometheus Hyperscale at this pivotal moment as the world grapples with the intersection of AI, Energy and Sustainability. Innovative power solutions are desperately needed to ensure that AI is unleashed to tackle some of the biggest global challenges including healthcare, economic growth, and the energy transition. We must work to find solutions that lead to Net Positive AI – where the benefits to our world outweigh any costs. The flagship Evanston project is one such solution and I look forward to lending a helping hand, working alongside Trenton, Trevor, and the entire Prometheus team to help bring this vision to life. I can’t imagine a more exciting challenge.”

Factsheet: Prometheus Hyperscale’s Flagship Project in Evanston, Wyoming

Prometheus’s site in Evanston, Wyoming, aims to redefine sustainable infrastructure in the data center industry, setting a new benchmark for operational excellence and environmental responsibility.

Key aspects of the project include:

Extensive Land and Power Capacity: The project encompasses a 12,000-acre ranch, including a dedicated 640-acre plot (about 1 square mile) for data center facilities. Prometheus has secured an initial 120 MW of grid power through Rocky Mountain Power, with plans for an additional 120 MW, ensuring robust power availability without curtailment risks.

On-Site Renewable and Low-Carbon Power Generation: With an on-site generation goal of over 1 GW, which will make it one of the largest data centers in the world, Prometheus is incorporating a mix of wind, solar and gas power sources. Additionally, the company has a strategic partnership with Oklo focused on next-generation fission-based nuclear power, delivering reliable, sustainable baseload energy to the campus.

High-Performance Fiber Connectivity: The Evanston site will connect directly to the Northern transcontinental fiber trunk, offering high-speed, low-latency connections between the East and West Coasts. With agreements for up to 400G of service and plans to scale up to 800G when commercially available, the project is poised to meet the rigorous connectivity needs of AI, cloud, and high-performance computing clients and to be one of the biggest data centers in the world.

Cutting-Edge Liquid Cooling Technology: Prometheus’s unique liquid cooling systems will be deployed to achieve unparalleled energy efficiency by capturing and reusing waste heat. This innovative solution is specifically engineered for high-performance computing environments and will play a critical role in reducing the carbon footprint of the facility.

Strategic Location and Access to Skilled Labor: Located 80 miles from Salt Lake City, Utah, the Evanston site benefits from proximity to a large, skilled workforce, bolstered by a regional Journeyman Lineman program focused on data center operations. This strategic location supports the project’s operational and expansion goals while reinforcing Prometheus’s commitment to regional economic growth.

For more information about Prometheus Hyperscale and its sustainability initiatives, please visit www.prometheushyperscale.com.

About Prometheus Hyperscale

Prometheus Hyperscale, founded by Trenton Thornock, is revolutionizing data center infrastructure by developing sustainable, energy-efficient hyperscale data centers. Leveraging unique, cutting-edge technology and working alongside strategic partners, Prometheus is building next-generation, liquid-cooled hyperscale data centers powered by cleaner energy. With a focus on innovation, scalability, and environmental stewardship, Prometheus Hyperscale is redefining the data center industry for a sustainable future.

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SOURCE Prometheus Hyperscale

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Sixth Avenue Custom Millwork Launches Revamped Website to Enhance Client Experience

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Sixth Avenue Custom, a premier provider of custom millwork services for both home and business owners, has launched a revamped website designed to offer a more streamlined user experience, showcasing their custom woodworking and millwork services.

FREDERICK, Md., Nov. 24, 2024 /PRNewswire-PRWeb/ — Sixth Avenue Custom, a leading provider of custom millwork services, has unveiled its newly revamped website aimed at enhancing user experience and better showcasing its wide array of woodworking services. The updated website highlights the company’s dedication to creating high-quality custom cabinetry, millwork, and architectural details for residential and commercial clients while offering a modern, easy-to-navigate platform for users. As an industry leader in bespoke craftsmanship, Sixth Avenue Custom’s redesigned site now makes it even easier for potential clients to engage with their work.

Sixth Avenue Custom, a leading provider of custom millwork services, has unveiled its newly revamped website aimed at enhancing user experience and better showcasing its wide array of woodworking services.

Six generations ago, Ezra Beachley began crafting high-quality furniture with unmatched precision and care. Now, his great, great, great grandson Ryan Beachley carries that same ethos forward with Sixth Avenue Custom, a company set on maintaining tradition while embracing the future. “Our model and process is not the ordinary way of doing things. It’s unique, it’s custom, it’s the Sixth Avenue Custom way,” said Ryan. This philosophy of blending old-world craftsmanship with modern tools and technologies is front and center on the newly launched website. The updated site offers an engaging, user-friendly experience and showcases the company’s vast portfolio of exquisite residential and commercial projects—from bespoke cabinetry to intricate architectural millwork.

The updated website also introduces responsive design features, ensuring visitors can easily access the company’s portfolio and services across any device, from desktops to smartphones. In addition to a more polished look and feel, the website now offers smoother navigation, allowing users to browse through service offerings, explore more content about the company’s process, and quickly request consultations. By including a dedicated blog and expanded resource sections, Sixth Avenue Custom aims to educate clients about the nuances of custom millwork, giving them the knowledge they need to make informed decisions for their spaces.

If you’re looking for outstanding custom millwork solutions, visit Sixth Avenue Custom to view the newly enhanced website or schedule a consultation for your next project. The company’s dedicated team continues to push the boundaries of design and woodworking, ensuring each project exceeds client expectations. To learn more, explore the site at https://sixthavenuecustom.com or call Sixth Avenue Custom at 301-327-1504. Sixth Avenue Custom is located at 5907 Enterprise Court, Frederick, Maryland, 21703.

Media Contact

Mai-Lan Spiegel, 321 Web Marketing, 1 7038107557, mailan@321webmarketing.comhttps://sixthavenuecustom.com/

View original content:https://www.prweb.com/releases/sixth-avenue-custom-millwork-launches-revamped-website-to-enhance-client-experience-302314333.html

SOURCE Sixth Avenue Custom

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