#healthtech

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AI, Vol. 7, Pages 387: Developing a Federated, Lightweight, Interpretable, and Specialized AI-Based Intrusion Detection System for Medical Internet of Things (IoMT) Environments

The rapid expansion of the Internet of Medical Things (IoMT) has enhanced healthcare services, but it has also exposed these systems to a growing range of cyberattacks. Addressing this challenge requires effective intrusion detection solutions. Machine learning-based intrusion detection systems (IDSs) offer a promising approach. In this research, we leverage IoMT-TrafficData, a recently published dataset specific to IoMT environments, to develop intrusion detection models based on federated learning (FL), which preserves data privacy while enabling the use of lightweight learning algorithms suited to resource-constrained devices. In addition, SHAP-based interpretability methods are employed to explain model decisions, thereby improving reliability and transparency. Compared with existing IDS solutions for IoMT, this research proposes an approach that balances performance, privacy, and interpretability while accounting for resource limitations, resulting in three unified, lightweight, and interpretable detection models tailored to different data types in IoMT environments. This work thus provides a solid foundation for future research on secure medical IoT systems.

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RetailClub’s AI Festival opens this week as Nisum and others push retailers past the pilot stage

When Walmart made about 200,000 products purchasable inside ChatGPT, it drew the whole e-commerce world’s attention. Then, the numbers came in. The retailer confirmed that, within ChatGPT, conversion was three times lower for products sold directly in the chatbot than for those that sent shoppers on to a retailer’s website. At Morgan Stanley’s technology conference …

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Ascend Learning Acquires AI Scheduling Platform M7 Health to Build End-to-End Healthcare Workforce Lifecycle

What You Should Know Healthcare and education technology provider Ascend Learning announced the acquisition of M7 Health, an AI-powered clinical scheduling and workforce management platform utilized across large academic medical centers, community facilities, and rural hospitals nationwide. The transaction creates an integrated enterprise workforce platform connecting education, credentialing, competency management, frontline leadership engagement, and dynamic ... Read More

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Xiaomi Mi Fitness is getting an AI Health Assistant

Xiaomi seems to be cooking up something pretty big for Mi Fitness. The latest app code points to a new The post Xiaomi Mi Fitness is getting an AI Health Assistant appeared first on Gadgets & Wearables.

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The man who built Apple’s stores doesn’t buy Silicon Valley’s bet on AI shopping

Apple Store architect Ron Johnson says Apple's secret sauce has always been its people.

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New AI Model Can Detect Heart Disease Markers in Simple Electrocardiogram Readings–a Breakthrough

Artificial intelligence has brought about a revolution in medical screening practices, with the technology able to make detections across hundreds of scans in seconds which can be forwarded to trained pairs of human eyes. Now from the UK comes another example in the form of heart disease diagnostics. Trained on millions of patients, a new […] The post New AI Model Can Detect Heart Disease Markers in Simple Electrocardiogram Readings–a Breakthrough appeared first on Good News Network.

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Feldera raises $21.5M to tackle the compute bill behind enterprise AI

An AI agent can produce an answer in seconds. Making sure the enterprise data behind that answer is current can be a much more expensive problem. That’s the opportunity Feldera is going after. The startup today announced $21.5 million in Seed and Series A funding from Inovia Capital, Costanoa Ventures Battery Ventures, and Databricks and …

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Apple didn’t give up on stylus support for iPhone Duo; Samsung’s Galaxy Z Fold should take notes

Apple’s iPhone Duo may not have reinvented the Android foldable, but it certainly did put a polish on a number of things. Inlcuded in that list is stylus support on the iPhone Duo, something that was more complicated behind-the-scenes than it initially sounded like, and an effort that Samsung should probably take note of. more…

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OpenAI forms math advisory group as its AI resolves more than 100 open problems

The group won't be given leeway to slow down or redirect OpenAI's ongoing mathematical research.

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Motorola Signature 27 officially gets a North American launch in the ‘coming months’

Following a tease at Snapdragon Summit, Motorola has confirmed that its Signature 27 flagship is officially coming to North American markets, but with a bit of a wait. more…

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New Apple Watches are rebooting and logs point to the Neural Engine

This is not what you want from an Apple Watch that has barely left the box. Some Series 12 and The post New Apple Watches are rebooting and logs point to the Neural Engine appeared first on Gadgets & Wearables.

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Meta’s Muse is outpacing ChatGPT’s early mobile launch

Meta’s new AI agent Muse has racked up more downloads and daily active users in the U.S. and Canada than ChatGPT did over the same period after its mobile debut, according to new estimates from Appfigures.