Health care is one of the most exciting frontiers in data mining and machine learning. Successful adoption of electronic health records (EHRs) created an explosion in digital clinical data available for analysis, but progress in machine learning for healthcare research has been difficult to measure because of the absence of publicly available benchmark data sets. To address this problem, we propose four clinical prediction benchmarks using data derived from the publicly available Medical Information Mart for Intensive Care (MIMIC-III) database. These tasks cover a range of clinical problems including modeling risk of mortality, forecasting length of stay, detecting physiologic decline, and phenotype classification. We formulate a heterogeneous multitask problem where the goal is to jointly learn multiple clinically relevant prediction tasks based on the same time series data. To address this problem, we propose a novel recurrent neural network (RNN) architecture that leverages the correlations between the various tasks to learn a better predictive model. We validate the proposed neural architecture on this benchmark, and demonstrate that it outperforms strong baselines, including single task RNNs.

China and Israel tech collaboration just grew a little closer again with the signing of an initial $10 million investment by a Chinese conglomerate and an institute of the Chinese Academy of Sciences with the University of Haifa to create three artificial intelligence centers in Beijing, Hangzhou and Haifa. The centers, which will house R&D facilities that will work toward commercialization of artificial intelligence, are financed by Chinese billionaire Zhou Qinghou, chairman of the privately owned Hangzhou Wahaha Group. The deal is a distance from the company's main business in beverages. The agreement takes a page out of the ground-breaking deal by Technion University and Cornell to develop joint campuses in China and New York City to help develop technological breakthroughs in a sort of New Tech Triangle. Under this new Israel-China deal, the institutes will select cutting-edge application technologies from University of Haifa and the Chinese Academy of Sciences' advance disciplines that can be industrialized, including vision tracking through mobile devices, image processing and big data for medical application, 3D image learning, chip technologies and biometric identification.

Matchpool, the incentive-based community platform that is touted as allowing anyone to open their own "matchmaking pool", is to launch a crowdfund campaign later this month in a move described by the blockchain start-up's CEO and co-founder Yonatan Ben Shimon, a former hedge fund manager, to disrupt the dating scene on a "global scale." In the run up to the start of the crowdfund, which is scheduled to commence on March 25, the company has also announced that Hermione Way, Tinder's former head of European communications, brand consultant and digital marketeer, has joined the Matchpool advisory board. As an advisor, Way who has appeared on has appeared on media channels including BBC World News, NYTimes, Wall Street Journal, and TechCrunch, will provide guidance on global communications strategies while the company works to modernize the centuries-old matchmaking profession. Dating services as a market, which comprises segments spanning online dating websites, dating apps and matchmaking and dating coaches, has been estimated recently to be a $2.5 billion business in the U.S. alone according to a report by Marketdata Enterprises Inc. Online services are cited to account these days for around 70% of the market's value. Whilst at Tinder, which is part of Nasdaq-quoted Match Group Inc. that also owns dating platforms like OKCupid and Match, she helped grow the brand across the United Kingdom, France, Germany, Russia, Spain and Italy.

Competition amongst universities is set to increase with institutions closely differentiating themselves to attract and retain the best quality students, academics and staff. Key to this differentiation will be an extensive technology adoption and innovation strategy, enhancing the student experience, delivery of learning content, community engagement and campus management. The education technology (Edutech) market in Australia is expected to grow significantly amidst increasing student demand for education services and technology innovation, competition amongst institutions and decreasing acquisition costs. Frost & Sullivan anticipates that as the learning experience becomes increasingly digitised, technologies and solutions incorporating big data and analytics, collaboration, Augmented / Virtual Reality technology, Artificial Intelligence and learning management systems will play a key role within universities in the coming years. Frost & Sullivan's most recent analysis, Australian Edutech Market: Key Trends, Technologies and Opportunities 2016-2022 finds that the Australian Edutech Market is expected to grow to AUD 1.7 Billion by 2022.

FUKUSHIMA – A radiation level of 11 sieverts per hour has been detected in tainted water inside a reactor containment vessel at the Fukushima No. 1 nuclear power plant, Tokyo Electric Power Company Holdings Inc. said Tuesday. The reading was measured in a survey using a robot on Sunday at a point some 30 cm above the bottom of the containment vessel of the plant's reactor 1. This is the highest radiation level detected in water inside the containment vessel. If exposed to this level of radiation, a person likely would die in about 40 minutes. The survey showed accumulation of sandy substances at the bottom, but Tepco said it does not believe they are melted nuclear fuel.

Samsung has announced Bixby, its artificial intelligence assistant, ahead of the launch of the Galaxy S8. It's expected to be one of the phone's biggest new features, and Samsung hopes it will trigger an enormous shift in user behaviour. As has been rumoured, the upcoming Samsung Galaxy S8 will have a dedicated Bixby button, which users can push in order to launch the voice assistant. Bixby is designed to make Samsung's devices more "natural and intuitive" to use, according to the company. It will initially only work with a handful of pre-installed apps, but Samsung says it will support almost every task the app is capable of performing, entirely through spoken commands. The giant human-like robot bears a striking resemblance to the military robots starring in the movie'Avatar' and is claimed as a world first by its creators from a South Korean robotic company Waseda University's saxophonist robot WAS-5, developed by professor Atsuo Takanishi and Kaptain Rock playing one string light saber guitar perform jam session A man looks at an exhibit entitled'Mimus' a giant industrial robot which has been reprogrammed to interact with humans during a photocall at the new Design Museum in South Kensington, London Electrification Guru Dr. Wolfgang Ziebart talks about the electric Jaguar I-PACE concept SUV before it was unveiled before the Los Angeles Auto Show in Los Angeles, California, U.S The Jaguar I-PACE Concept car is the start of a new era for Jaguar.

Pope Francis has warned young people about their use of social media, urging them to create their own history and reject "false" depictions of reality. The Argentinian pontiff was recording a video message for World Youth Day, which takes places on 9 April. "Many people say that young people are distracted and superficial," he said. Still, we should acknowledge our need to reflect on our lives and direct them towards the future. "In the social media, we see faces of young people appearing in any number of pictures recounting more or less real events, but we don't know how much of all this is really'history', an experience that can be communicated and endowed with purpose and meaning."

Samsung could start a new chapter when it unveils its long-awaited Galaxy S8 on March 29, putting the disaster of the Note 7 behind it and showing that it can take a big step forward with innovative features. It's a digital assistant you'll be able activate by pressing a dedicated button on the side of the S8, and it has an impressive pedigree. The feature descends from Viv, the A.I. startup that Samsung bought in October 2016 and which claimed to be a more extensive and powerful alternative to Siri, which its creators also built. Apple bought Siri in 2010, and its co-founders Dag Kittlaus, Adam Cheyer and Chris Brigham left the company in 2012 to build a better version of Siri that could connect to other services on a phone, and not just refer queries that it didn't understand to the Web. That's what Samsung is now promising Bixby will be able to do, claiming it will be better than other digital assistants like Siri or Google Assistant because of how it can link more deeply with apps on your phone.

United Technology's announcement last November that its Carrier Corp. plant would keep jobs in Indiana rather than move them to Mexico was heralded as a significant victory for American workers. However, the true impact of the deal was hidden below the headlines. United Technologies CEO, Greg Hayes, said the company will invest $16M "to...automate to drive the cost down so that we can continue to be competitive... ultimately...there will be fewer jobs." Carrier's plans underscore a harsh reality: most American jobs aren't going to Mexico, China or another foreign country, they're being automated. The workers left behind often struggle to find employment for comparable pay because they lack the skills required for the jobs that aren't threatened by automation.

Each year, the videogame industry sees greater growth, as games become more ubiquitous in our lives - in our living rooms, mobile phones and virtual reality headsets. The growth of the games industry is also reflected in our annual Billionaires list, which numbers quite a few people deriving their wealth from videogames, either directly by developing blockbuster games or indirectly through providing a platform for them. Here are six of the most notable videogame billionaires. Kagemasa Kozuki, the founder and chairman of Japanese video game giant Konami, didn't set out to make a fortune in videogames. When he founded Konami in 1969, it was a jukebox repair and rental business.