You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. Leaked Noah Presgrove filing makes explosive claims about alleged lover's plot to kill Oklahoma teen hours before his naked body was found on remote road next to his teeth Prince and Princess of Wales dazzle as they join King hosting Sultan of Oman at glittering State Banquet - with royals bidding to put'distraction' of Harry's latest interview behind them Robert F Kennedy's granddaughter Kyle dies at New England home aged just 42 'Cornell 7' frat boy's powerful family dynasty and web of connections to global elite revealed... as his own sister's fight against university rape emerges My fisherman friend, 71, was killed by an alligator after he'stole' its dinner. He saw it coming and tried to run... then slipped at the worst possible moment America's most popular baby names for 2026 revealed So many single men are taking this new drug cocktail before dates. The results in the bedroom are startling... as I discovered during one marathon session: JANA HOCKING Christina Applegate tearfully announces she does not have MS and was'misdiagnosed' for years I'm a Christian leader who attended a secret meeting with Anthropic. The crisis of faith will be so earth-shattering that we prayed here's my warning to anyone using AI Kylie Jenner causes catfight backstage at Victoria's Secret show: Supermodels who couldn't hide their rage over her $50m Fantasy Bra... as Kris Jenner's secret deal to get her on runway is exposed The pro-cellulite brigade thundered down the runway and ruined Victoria's Secret... here's what ordinary women really think of the brand's reboot: CAROLINE BULLOCK Tensions boil over at ESPN as commentator Troy Aikman fears for career: After awkward on-air incident, insiders reveal he's digging in heels despite seeing'writing on the wall' More humiliation for Kimberly Guilfoyle as ugly gossip among the A-list'Athens set' is revealed and even her pop star confidant goes silent... as her designer dresses are seen out on the street Prince Harry says he'wants it to work out' with his family... but takes a jab at those who'don't want to' Devastated family of airman who died in rappelling stunt reveal their shock over his'extremely traumatic and public' death Menopause left me with thinning, wispy hair - and it shattered my confidence.

You're viewing the US edition You can switch to the UK, AU or IE homepage at any time using this menu. Leaked Noah Presgrove filing makes explosive claims about alleged lover's plot to kill Oklahoma teen hours before his naked body was found on remote road next to his teeth Prince and Princess of Wales dazzle as they join King hosting Sultan of Oman at glittering State Banquet - with royals bidding to put'distraction' of Harry's latest interview behind them Robert F Kennedy's granddaughter Kyle dies at New England home aged just 42 'Cornell 7' frat boy's powerful family dynasty and web of connections to global elite revealed... as his own sister's fight against university rape emerges My fisherman friend, 71, was killed by an alligator after he'stole' its dinner. He saw it coming and tried to run... then slipped at the worst possible moment America's most popular baby names for 2026 revealed So many single men are taking this new drug cocktail before dates. The results in the bedroom are startling... as I discovered during one marathon session: JANA HOCKING Christina Applegate tearfully announces she does not have MS and was'misdiagnosed' for years I'm a Christian leader who attended a secret meeting with Anthropic. The crisis of faith will be so earth-shattering that we prayed here's my warning to anyone using AI Kylie Jenner causes catfight backstage at Victoria's Secret show: Supermodels who couldn't hide their rage over her $50m Fantasy Bra... as Kris Jenner's secret deal to get her on runway is exposed The pro-cellulite brigade thundered down the runway and ruined Victoria's Secret... here's what ordinary women really think of the brand's reboot: CAROLINE BULLOCK Tensions boil over at ESPN as commentator Troy Aikman fears for career: After awkward on-air incident, insiders reveal he's digging in heels despite seeing'writing on the wall' More humiliation for Kimberly Guilfoyle as ugly gossip among the A-list'Athens set' is revealed and even her pop star confidant goes silent... as her designer dresses are seen out on the street Prince Harry says he'wants it to work out' with his family... but takes a jab at those who'don't want to' Devastated family of airman who died in rappelling stunt reveal their shock over his'extremely traumatic and public' death Menopause left me with thinning, wispy hair - and it shattered my confidence.

Russia may be hiding signal repeaters inside Kyiv to help drones evade Ukraine's electronic warfare defenses using mesh networking, a weapons expert says.

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Almost 100 anti-war activists protested on Wednesday outside the Sejong Centre in Seoul, opposing a potential deployment of the South Korean military assets to the Strait of Hormuz. AI researcher quits Anthropic saying AI race'could kill us all' Video: Why are Republicans hosting a midterm convention? Turkish jets perform dramatic flyover above Egypt's pyramids

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The world's most family-friendly landmarks revealed - with six UK spots making the top 50 The UK's best staycations revealed by Daily Mail Travel - from a Gara Rock beach proposal to an £80-a-night mansion retreat This sun-drenched European coast offers great value - and it's just a two-hour flight away Don't get caught out by Ryanair's small bag restrictions - I've tested the carry-on suitcases and underseat bags that beat the strict requirements Why heading to Salcombe, one of Britain's most expensive seaside towns, in the shoulder season is an off-peak treat - and what to do there Tired of fun! Middle class families who turn their noses up at Butlin's are missing out Luxury hotel owner in Cornwall offers to foot British tourists' petrol bills to ease financial pain of staycation With flights disrupted amid Iran war, these are Europe's easiest countries to navigate by train - and how it compares to flying for price and time How to retire to the seaside for as little as £90,000 - and Britain's best hidden beach home spots New business class seats with IMAX-style wrap-around screens revealed - making passengers feel like they're in the cinema How the cost of your staycation REALLY compares with a'cheap' holiday abroad - when you factor in everything from food to fuel Why the Lake District shouldn't introduce tourism tax, says Cumbria tourism boss How Marseille became Europe's Capital of Cool - with 20 degree sunshine, sea views and amazing seafood The world's best food markets revealed - and a UK spot comes in second place READ MORE: The best hotels in the UK for 2026 revealed - does YOUR favourite make the list? Ready to hit the mute button on reality? Deep in the Pembrokeshire countryside lies a cosmic retreat that feels almost light years away from Earth. The awe-inspiring Spodnic UFO is one of three standout stays at Melin Mabes, a four-acre glamping site owned and ran by Martin Johnson and his wife, CarolAnne. 'It looks like it's just landed from outer space and aliens could come out,' Martin notes as he showcases his brainchild during the first episode of Channel's World's Most Secret Hotels.

While both classical and neural network classifiers can achieve high accuracy, they fall short on offering uncertainty bounds on their predictions, making them unfit for safety-critical applications. Existing kernel-based classifiers that provide such bounds scale with $\mathcal O (n^{\sim3})$ in time, making them computationally intractable for large datasets. To address this, we propose a novel, computationally efficient classification algorithm based on the Nadaraya-Watson estimator, for whose estimates we derive frequentist uncertainty intervals. We evaluate our classifier on synthetically generated data and on electrocardiographic heartbeat signals from the MIT-BIH Arrhythmia database. We show that the method achieves competitive accuracy $>$\SI{96}{\percent} at $\mathcal O(n)$ and $\mathcal O(\log n)$ operations, while providing actionable uncertainty bounds. These bounds can, e.g., aid in flagging low-confidence predictions, making them suitable for real-time settings with resource constraints, such as diagnostic monitoring or implantable devices.

Online health communities (OHCs) are vital for fostering peer support and improving health outcomes. Support groups within these platforms can provide more personalized and cohesive peer support, yet traditional support group formation methods face challenges related to scalability, static categorization, and insufficient personalization. To overcome these limitations, we propose two novel machine learning models for automated support group formation: the Group specific Dirichlet Multinomial Regression (gDMR) and the Group specific Structured Topic Model (gSTM). These models integrate user generated textual content, demographic profiles, and interaction data represented through node embeddings derived from user networks to systematically automate personalized, semantically coherent support group formation. We evaluate the models on a large scale dataset from MedHelp, comprising over 2 million user posts. Both models substantially outperform baseline methods including LDA, DMR, and STM in predictive accuracy (held out log likelihood), semantic coherence (UMass metric), and internal group consistency. The gDMR model yields group covariates that facilitate practical implementation by leveraging relational patterns from network structures and demographic data. In contrast, gSTM emphasizes sparsity constraints to generate more distinct and thematically specific groups. Qualitative analysis further validates the alignment between model generated groups and manually coded themes, showing the practical relevance of the models in informing groups that address diverse health concerns such as chronic illness management, diagnostic uncertainty, and mental health. By reducing reliance on manual curation, these frameworks provide scalable solutions that enhance peer interactions within OHCs, with implications for patient engagement, community resilience, and health outcomes.

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