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Unsupervised explainable activity prediction in competitive Nordic Walking from experimental data

arXiv.org Artificial Intelligence

Artificial Intelligence (AI) has found application in Human Activity Recognition (HAR) in competitive sports. To date, most Machine Learning (ML) approaches for HAR have relied on offline (batch) training, imposing higher computational and tagging burdens compared to online processing unsupervised approaches. Additionally, the decisions behind traditional ML predictors are opaque and require human interpretation. In this work, we apply an online processing unsupervised clustering approach based on low-cost wearable Inertial Measurement Units (IMUs). The outcomes generated by the system allow for the automatic expansion of limited tagging available (e.g., by referees) within those clusters, producing pertinent information for the explainable classification stage. Specifically, our work focuses on achieving automatic explainability for predictions related to athletes' activities, distinguishing between correct, incorrect, and cheating practices in Nordic Walking. The proposed solution achieved performance metrics of close to 100 % on average.


Data Engineer (Nordic based) at Nets - Ballerup, Denmark

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We are a part of Nexi Group - The European PayTech. Handling billions of transactions annually, Nets, is among the solid payment processors in Europe. We keep a tight focus on making it even easier and more intuitive for our customers to handle digital payments and related services. This has made us a trusted partner to more than 700,000 merchant outlets, including 140,000 online merchant outlets, more than 260,000 enterprises and over 250 banks across Europe. At Nets, you'll develop in a fast-growing tech company in a high-paced, high-impact market.


Digital drives workplace trends in the Nordics

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Rapid advancements in digital technologies and artificial intelligence (AI) are driving significant change in the Nordic real estate sector and quickening the pace of transition to smart offices, factory buildings and high-street retail spaces. While existing and emerging technologies remain the primary catalyst for change, the real estate industry's transition is heavily motivated by a more robust focus on embracing energy-reduction technology to support the construction of next-generation smart buildings. The broader adoption of AI and digital technologies in smart building design is also influenced by the transformative nature of working practices across the Nordic countries that was triggered by the onset of the Covid-19 pandemic in 2020. In Sweden, the mass return of employees to normal office functions during the first quarter of 2022 coincided with a national multi-sector debate on "workplace wellbeing" that looked at how AI and digital technologies, integrated into building design, could be used to deliver safer and superior environments for all employees. A link between the workplace environment and higher safety measures being demanded by trade unions at employers in Sweden features in a research-based report from real estate group Wihlborgs that was undertaken in partnership with NAVET Analytics and Quilt.AI.


Revealing interactions between HVDC cross-area flows and frequency stability with explainable AI

arXiv.org Artificial Intelligence

The energy transition introduces more volatile energy sources into the power grids. In this context, power transfer between different synchronous areas through High Voltage Direct Current (HVDC) links becomes increasingly important. Such links can balance volatile generation by enabling long-distance transport or by leveraging their fast control behavior. Here, we investigate the interaction of power imbalances - represented through the power grid frequency - and power flows on HVDC links between synchronous areas in Europe. We use explainable machine learning to identify key dependencies and disentangle the interaction of critical features. Our results show that market-based HVDC flows introduce deterministic frequency deviations, which however can be mitigated through strict ramping limits. Moreover, varying HVDC operation modes strongly affect the interaction with the grid. In particular, we show that load-frequency control via HVDC links can both have control-like or disturbance-like impacts on frequency stability.


Artificial intelligence and the future of online shopping - Direct Link

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In the United States, more than half of all households are expected to have a digital assistant or smart speaker like Google Home or Amazon Echo by 2022, and many people already today use these devices for shopping. In the Nordic region, however, relatively few consumers have purchased or plan to purchase an AI-based digital assistant. Those Nordic residents who do have one primarily use assistants to play music, do research and manage to-do lists. Yet when it comes to online shopping, the purchasing journey is to a high degree driven by convenience. In the next few years, AI solutions that save customers time and energy are expected to become increasingly common.


Curing the KYC compliance challenge with AI

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Jokingly dubbed "deal prevention units" by some front-office staff, compliance teams now have the third most-stressful City jobs after that of an investment banker and a trader. Pre-crisis, pre-Brexit and pre-cybercrime, compliance used to be (almost!) a stress-free job with regular hours. As regulatory pressure intensifies and personal liability mounts, compliance officers are under increased pressure do the right thing every time, personally and professionally. Our latest research, The Cost of Compliance and How to Reduce It, shows that a typical European bank, serving 10 million customers, could save up to €10 million annually and avoid growing fines by the regulator by implementing technology to improve the "Know Your Customer" (KYC) processes. Following new EU Anti-Money Laundering (AML4/5) and Counter-Terrorist Financing (CTF) rules extending the scope of KYC requirements, the cost each year of punitive non-compliance fines is now €3.5 million.


The AI Rush

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By 1433, the Chinese admiral Zheng He had already sailed from China to India, Indonesia, and even Africa on caravels twice as large as those Christopher Columbus used 59 years later for his fateful journey. China could have been the country to discover America. Instead, its government surprisingly decided to put an end to its naval activities and burn its entire fleet of ships, indirectly allowing Spain to conquer America and bring prosperity to Europe. It took more than 5 centuries for China to recover from this political decision. What could make such an advanced country deliberately turn away from its future?


Do I know you?

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Society Do I Know You? Technology ICT Pauliina Alanen has ventured a long way from her social science studies to become a tech professional, making a pit stop in Silicon Valley on the road to her current post at Finnish artificial intelligence company Silo.AI. To balance her studies in social and political science, Alanen dipped into the tech scene during her student years and ended up working for Jolla – the Nokia offshoot – as an assistant. Back then, she felt like blushing when telling people she worked in the tech scene, as it was so new and exciting to her. However, at Jolla she found a fertile environment and culture to learn the ropes of the scene, which helped her to realise every tech-head's dream: move to California and work at a startup in Silicon Valley. After nearly two years, she returned to Finland to tap into one of the leading trends in the field – artificial intelligence – whilst working for one of its leading proponents in the Nordics: Silo.AI.


Artificial Intelligence in the Nordics, 2019

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This IDC Market Perspective introduces the market for artificial intelligence and cognitive systems in the Nordics.


Spotlight on the Nordics: Artificial Intelligence

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In this e-guide we explore how artificial intelligence is going to play a key role in the future of the Nordics. We discuss whether AI is truly a threat to humans in terms of the future of work, how AI can benefit humans in the future and how the Finnish government is backing a national AI development strategy. You forgot to provide an Email Address. This email address doesn't appear to be valid. This email address is already registered.