The neural ordinary differential equation (neural ODE) model has attracted increasing attention in time series analysis for its capability to process irregular time steps, i.e., data are not observed over equally-spaced time intervals. In multi-dimensional time series analysis, a task is to conduct evolutionary subspace clustering, aiming at clustering temporal data according to their evolving low-dimensional subspace structures. Many existing methods can only process time series with regular time steps while time series are unevenly sampled in many situations such as missing data. In this paper, we propose a neural ODE model for evolutionary subspace clustering to overcome this limitation and a new objective function with subspace self-expressiveness constraint is introduced. We demonstrate that this method can not only interpolate data at any time step for the evolutionary subspace clustering task, but also achieve higher accuracy than other state-of-the-art evolutionary subspace clustering methods. Both synthetic and real-world data are used to illustrate the efficacy of our proposed method.

A highly concerning new study lays bare the danger of repeated head impacts for rugby players. After performing scans of 44 elite adult rugby players, experts found 23 per cent had abnormalities in brain structure, specifically in white matter and blood vessels of the brain. White matter mainly comprises the neural pathways, the long extensions of the nerve cells, and is crucial to our cognitive ability. The study also found 50 per cent of the rugby players had an unexpected reduction in brain volume. Non-profit the Drake Foundation, which backed the study, is now calling for immediate changes in rugby protocols to ensure long-term welfare of elite players.

Ms. Kinstler is a doctoral candidate in rhetoric and has previously written about technology and culture. "Alexa, are we humans special among other living things?" One sunny day last June, I sat before my computer screen and posed this question to an Amazon device 800 miles away, in the Seattle home of an artificial intelligence researcher named Shanen Boettcher. But after some cajoling from Mr. Boettcher (Alexa was having trouble accessing a script that he had provided), she revised her response. "I believe that animals have souls, as do plants and even inanimate objects," she said. "But the divine essence of the human soul is what sets the human being above and apart. Mr. Boettcher, a former Microsoft general manager who is now pursuing a Ph.D. in artificial intelligence and spirituality at the University of St. Andrews in Scotland, asked me to rate Alexa's response on a scale from 1 to 7. I gave it a 3 -- I wasn't sure that we humans should be set "above and apart" from other ...

In a recent McKinsey Future of Work podcast interview with Microsoft Chief Technology Officer Kevin Scott, the CTO revealed that artificial intelligence (AI) is about to go prime time and will begin showing up in the most unlikely of places – including our nation's farm fields Once a mysterious science being beta-tested by only Fortune 100 companies, AI is rapidly becoming more democratic, inclusive, and utilitarian – to even those residing in under-served communities. It's also becoming a versatile tool that can branch out to myriad market sectors, including one of our oldest – agriculture. Scott recently published a book entitled Reprogramming the American Dream: From Rural America to Silicon Valley – Making AI Serve Us All. The findings come from his personal experiences with AI being implemented to service populations in rural towns and working-class communities, rather than just hi-tech cities or corner offices. The Wall Street Journal recently reported on Microsoft's FarmBeats program – a platform that leverages AI to improve farming outcomes.

Fox News correspondent Lucas Tomlinson has the details from the Pentagon on'Special Report' Russian President Vladimir Putin inspected the country's newly unveiled "Checkmate" warplane on Tuesday. The prototype of the Sukhoi fifth-generation stealth fighter was revealed at the MAKS-2021 International Aviation and Space Salon, Reuters reported. The show opened Tuesday in Zhukovsky, outside Moscow. Fifth-generation refers to the jet's stealth characteristics, a capability to cruise at supersonic speed as well as artificial intelligence to assist the pilots, among other advanced features. "What we saw in Zhukovsky today demonstrates that the Russian aviation has a big potential for development and our aircraft making industries continue to create new competitive aircraft designs," Putin said in a speech at the show.

Many governments are increasingly approaching artificial intelligence with an almost religious zeal. By 2018 at least 22 countries around the world, and also the EU, had launched grand national strategies for making AI part of their business development, while many more had announced ethical frameworks for how it should be allowed to develop. The latest is Ireland, which has just announced its national artificial intelligence strategy, "AI – Here for Good". It aims to become "an international leader in using AI to benefit our economy and society, through a people-centred, ethical approach to its development, adoption and use". This is to be obtained via eight policy commandments, including increasing trust in and understanding of AI by using an "AI ambassador" – a veritable AI high priest – to spread the message around the country.

The Senate on Wednesday, July 14, said that the Ministry of Communications and Digital Economy has established a centre for artificial intelligence and robotics to deploy the use of robots and artificial intelligence in combating crime and criminality in Nigeria. The Senate stated this during the consideration of a report on'the spate of growing insecurity in Nigeria. The report was submitted by the Joint Committee on Legislative Compliance and Communications. The Chairman of the Joint Committee, Senator Adelere Adeyemi Oriolowo (APC, Osun West), in his presentation, said there were programmes and projects by the Ministry and its agencies to support security agencies in fighting crime. Oloriowo disclosed that a total of twenty-three Emergency Communication Centres using the 112 code have been commissioned, with an additional 12 almost ready for commissioning.

Saturation-style automated theorem provers (ATPs) based on the given clause procedure are today the strongest general reasoners for classical first-order logic. The clause selection heuristics in such systems are, however, often evaluating clauses in isolation, ignoring other clauses. This has changed recently by equipping the E/ENIGMA system with a graph neural network (GNN) that chooses the next given clause based on its evaluation in the context of previously selected clauses. In this work, we describe several algorithms and experiments with ENIGMA, advancing the idea of contextual evaluation based on learning important components of the graph of clauses.

Can machine learning help emerging markets leapfrog generations of technology to take advantage of future networks? Join a group of Nigerian academics on their quest to build a freely available speech recognition library that can function locally given the huge number of languages spoken across Africa.

Cognitive disorders, including dementia, are increasingly being reported as a complication of the highly contagious SARS-CoV-2 virus that causes Covid-19, researchers behind the recent study at the Cleveland Clinic in Ohio have revealed. "Reports of neurological complications in Covid-19 patients and'long-hauler' patients whose symptoms persist after the infection clears are becoming more common, suggesting that [the virus] may have lasting effects on brain function," said the authors of the study, which was published this week in the journal Alzheimer's Research & Therapy. The researchers' aim was to uncover the mechanisms responsible for brain-associated complications such as delirium and the loss of taste or smell that are often found in novel coronavirus patients. In order to do so, they compared on a molecular level the host genes of Covid-19 and those responsible for some neurological disorders. Having collected the data of both Covid-19 patients and people suffering from Alzheimer's disease, they used artificial intelligence to measure the proximity between them.