Artificial Intelligence

WeBank, IBM and Other Organizations Jointly Held the 1st International Workshop on Federated Machine Learning in conjunction with IJCAI 2019

Published

5 years ago

August 22, 2019

Wladimir P.

Reading Time: 4 minutes

Once a concept, AI is now ushering in a key stage of application. What’s the solution to the data silos among businesses? Given the enhanced regulation on data at home and abroad, what’s the solution to data privacy and security concerns? What’s the status quo of Federated Machine Learning and how to establish an ecosystem for FML in the future?

WeBank, IBM and other organizations jointly held the 1st International Workshop on Federated Machine Learning for User Privacy and Data Confidentiality (FML’19) in conjunction with the 28th International Joint Conference on Artificial Intelligence (IJCAI-19) on Aug. 12, 2019, to further discussion on these issues.

President of IJCAI, Chair of FML Steering Committee, Chief AI Officer of WeBank Professor Qiang Yang delivered opening remarks at the workshop. Dr. Shahrokh Daijavad from IBM and Dr. Jakub Konečný from Google presented keynote addresses. In the panel discussion, top scholars from WeBank, Bar-Ilan University, IBM, Squirrel AI, Google, Huawei, Clustar, Sinovation Ventures and many other renowned enterprises and universities shared and discussed their findings and experience in FML as an emerging AI technology.

This workshop received 40 papers, of which 12 were presented during the workshop, 19 presented via poster. Awards include Best Theory Paper Award, Best Application Paper Award, Best Student Paper Award, Best Presentation Award. Selected high quality papers will be invited for publication in a special issue in the IEEE Intelligent Systems journal. All these attracted numerous scholars to engage in discussions and join efforts for building the FML ecosystem.

Experts from IBM and Google Share Groundbreaking Findings with a Focus on the Theory and Application of FML

Privacy and security are becoming a key concern in our digital age. On 25th May last year, the implementation of General Data Protection Regulation (GDPR) by the EU, the toughest Act on data privacy protection, stressed that user data collection must be open and transparent. A series of laws and regulations from China and overseas also pose new challenges to the traditional way of handling data and model for cooperation. Seeking ways for AI to adapt to this new reality became top priority, a demand that led to this workshop on FML.

A wealth of solutions and breakthroughs were shared by Dr. Shahrokh Daijavad from IBM and Dr. Jakub Konečný from Google in their speech on FML.

Besides how FML can help tackle challenges in the business world, Dr. Shahrokh Daijavad also shared the concept of Fusion AI, which means to train models on widely distributed data sets, but fuse them to produce one equivalent to what centralized training would yield. “Unlike traditional machine learning, in Fusion AI, model parameters are shared and data is not transferred, which makes Fusion AI model better than models that moving data centrally.” Given the widely distributed data, the development of Fusion AI and FML became ever important and imminent.

“FML enables machine learning engineers and data scientists to work productively with decentralized data with privacy by default,” said Dr. Jakub Konečný from Google. He also shared with us how FML works and its use cases at Google. In the case of Gboard, as on-device data is privacy sensitive or large or is more relevant than server-side proxy data, and labels can be inferred naturally via user interaction, the application of Federated RNN compared to prior n-gram model can increase the accuracy of next-word prediction by 24%, and the click rate of prediction strip by 10%.

Major Figure Panelists Discuss the Way Ahead for FML

The moderator of the panel discussion, AI Principal Scientist of WeBank Dr. Lixin Fan joined panelists including Professor Benny Pinkas from Bar-Ilan University, Dr. Shahrokh Daijavad of IBM Academy of Technology, Chief Architect of Squirrel AI Dr. Richard Tong, Research Scientist of Google Dr. Jakub Konečný, Dr. Baofeng Zhang from CTO Office of CBG Software in Huawei, Executive VP of Clustar Dr. Junxue Zhang, VP of AI Institute in Sinovation Ventures Dr. Ji Feng and other experts in a host of in-depth exchanges with attendees, to shed light on the way ahead for FML.

Experts shared thoughts in the panel discussion on questions including but not limited to: How to meet the security and compliance requirements? Is there a way to extend the value of data while observing user privacy and data security? Given the classic trade-off between data regulation and development of AI, how to achieve the long-term goal of establishing a stable and win-win business ecosystem?

List of Award-Winners

Best Theory Paper Award, Best Application Paper Award, Best Student Paper Award and Best Presentation Award selected by all attendees were announced at the closing of the workshop.

Best Theory Paper Award:
Preserving User Privacy for Machine Learning: Local Differential Privacy or Federated Machine Learning? By Huadi Zheng, Haibo Hu & Ziyang Han;

Best Application Paper Award:
FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare. By Yiqiang Chen, Jindong Wang, Chaohui Yu, Wen Gao & Xin Qin;

Best Student Paper Award:
Quantifying the Performance of Federated Transfer Learning. By Qinghe Jing, Weiyan Wang, Junxue Zhang, Han Tian & Kai Chen;

Best Presentation Award:
Federated Generative Privacy. By Aleksei Triastcyn and Boi Faltings.

President of IJCAI, Chief AI Officer of WeBank Professor Qiang Yang, Chief Architect of Squirrel AI Dr. Richard Tong, andVP of AI Institute in Sinovation Ventures Dr. Ji Feng presented the awards.

“The mission of this International Federated Machine Learning Workshop is to facilitate further understanding in the academia, business community as well as legal and regulatory institutions by promoting the establishment of FML ecosystem in the hope that more businesses will join and build a platform for students aspired to work in FML to find research teams that suit them,” said Professor Qiang Yang.

Held Aug. 10-16, 2019 in Macao, China, IJCAI-19 is one of the leading International Academic Conference on AI, attracting over 3000 AI research personnel and experts. The 1st International Workshop on Federated Machine Learning (FML’19) was a highlight for experts joining this event. Visionaries in the academia and industrial sector expressed the willingness to be part of the effort for academic research, application of FML in the future, and the development and boom of AI ecosystem.

Artificial Intelligence

Wego and Tourism Authority of Thailand Partner for The Fourth Consecutive Year, Showcasing the Beauty of Thailand

Published

2 hours ago

April 25, 2024

CISION (PR Newswire)

wego-and-tourism-authority-of-thailand-partner-for-the-fourth-consecutive-year,-showcasing-the-beauty-of-thailand

DUBAI, UAE, April 25, 2024 /PRNewswire/ — Wego, the largest online travel marketplace in the Middle East and North Africa (MENA), is thrilled to announce its continued partnership with the Tourism Authority of Thailand (TAT) for the fourth consecutive year, showcasing the unparalleled beauty and charm of Thailand as a premier travel destination.

Building upon the success of their previous collaborations, Wego and the Tourism Authority of Thailand are once again teaming up to promote Thailand’s diverse attractions, rich culture, and breathtaking landscapes to travelers worldwide. Through this strategic partnership, Wego aims to inspire travelers to explore the wonders of Thailand and experience its unique blend of tradition and modernity.
Over the past campaigns, Wego and the Tourism Authority of Thailand have successfully amplified Thailand’s appeal as a top travel destination, reaching millions of travelers and driving significant interest in visiting the country. From its pristine beaches and vibrant cities to its lush jungles and cultural heritage sites, Thailand offers an array of experiences that cater to every traveler’s preferences.
“We are delighted to continue our partnership with the Tourism Authority of Thailand for the fourth consecutive campaign,” said Mamoun Hmedan, Chief Business Officer, Wego. “Thailand is a beloved destination for travelers worldwide, and we are committed to showcasing its beauty and diversity through our platform. Together with the Thailand Tourism Board, we look forward to inspiring even more travelers to explore all that Thailand has to offer.”
The success of the previous campaigns underscores the effectiveness of Wego and the Thailand Tourism Board’s collaborative efforts in promoting Thailand as a must-visit destination. By leveraging Wego’s extensive reach and innovative marketing capabilities, the partnership aims to further elevate Thailand’s profile and attract more travelers to experience the magic of the Land of Smiles.
“We are thrilled to continue our partnership with Wego for the fourth campaign,” said Mr. Chaiwat Tamthai, Director of TAT Dubai office. “Thailand offers an unparalleled travel experience, from its stunning beaches and vibrant cities to its rich cultural heritage. Through our collaboration with Wego, we are excited to showcase the beauty of Thailand to travelers in the MENA region and invite them to discover the wonders of our country.”
As travelers seek unforgettable experiences and breathtaking landscapes, Wego and the Tourism Authority of Thailand are committed to showcasing Thailand’s unique charm and allure, inviting travelers to embark on an unforgettable journey to this enchanting destination.
About Wego
Wego provides award-winning travel search websites and top-ranked mobile apps for travelers living in the Asia Pacific and the Middle East regions. Wego harnesses powerful yet simple to use technology that automates the process of searching and comparing results from hundreds of airlines, hotels, and online travel agency websites.
Wego presents an unbiased comparison of all travel products and prices offered in the marketplace by merchants, both local and global, and enables shoppers to quickly find the best deal and place to book whether it is from an airline or hotel directly or with a third-party aggregator website.
Wego was founded in 2005 and is dual headquartered in Dubai and Singapore with regional operations in Bangalore, Riyadh, Cairo, Lahore, and Kuala Lumpur.

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Artificial Intelligence

Building Energy Management Systems Market Projected to Reach $67.69 billion by 2030 – Exclusive Report by 360iResearch

Published

4 hours ago

April 25, 2024

CISION (PR Newswire)

PUNE, India, April 24, 2024 /PRNewswire/ — The report titled “Building Energy Management Systems Market by Component (Hardware, Services, Software), Type (Integrated Building Energy Management Systems, Standalone Building Energy Management Systems), Application, Deployment Mode, End-Use – Global Forecast 2024-2030” is now available on 360iResearch.com’s offering, presents an analysis indicating that the market projected to grow from a size of $34.52 billion in 2023 to reach $67.69 billion by 2030, at a CAGR of 10.09% over the forecast period.

“Revolutionizing Energy Efficiency Globally With The Evolution of Building Energy Management Systems (BEMS)”
In an era where energy conservation and efficiency have become paramount, building energy management systems (BEMS) are at the forefront of this transformation, offering solutions that monitor, control, and optimize energy usage within buildings. These advanced systems, leveraging real-time data analytics, automate energy control, enhance energy savings, reduce costs, and contribute to a greener planet. Primarily utilized in commercial spaces, residential areas, and industrial sectors, BEMS has a broad application scope, covering HVAC, lighting, and security systems. Factors driving the expansion of the BEMS market include escalating energy expenses, heightened awareness of environmental impacts, and the increasing incorporation of Internet of Things (IoT) and cloud-based technologies, coupled with supportive government initiatives promoting energy-efficient infrastructures. Although challenges such as high initial costs and technology integration barriers exist, the advent of AI and IoT technologies within BEMS heralds a future of predictive energy management and remote operational capabilities, with a growing emphasis on integrating renewable energy sources. Regions such as the United States, Canada, the European Union, and emerging economies such as China and India are witnessing significant growth in BEMS adoption, spurred by regulatory policies and a shift towards sustainable building practices. This global movement toward BEMS signals a step toward reducing carbon footprints and highlights the collective effort to embrace technology for a sustainable future.
Download Sample Report @ https://www.360iresearch.com/library/intelligence/building-energy-management-systems
“Harnessing Energy Management for Sustainability and Efficiency”
Data centers are pivotal infrastructures in the digital transformation era, consuming up to 50 times more energy than typical commercial spaces. This energy demand positions data centers as key contributors to the U.S.’s overall electricity consumption. Recognizing this, implementing building energy management systems (BEMS) is crucial in mitigating the environmental impact and operational costs associated with data centers. BEMS optimizes cooling systems to prevent equipment overheating, thereby enhancing energy efficiency by leveraging real-time data. Such systems reduce the power usage effectiveness (PUE) ratio, highlighting a move toward more sustainable consumption patterns and ensuring data centers’ operational continuity. Integrating seamlessly with existing infrastructure, BEMS offers a comprehensive approach to energy management, enabling more innovative cooling, efficient power usage, and predictive maintenance. This transition highlights a commitment to environmental responsibility and fosters operational efficiency, setting a new standard for data center operations worldwide.
“Revolutionizing Building Efficiency With Advanced Energy Management Systems Optimized Usage”
In push toward sustainability, building energy management systems (BEMS) stands at the forefront of innovation, integrating sophisticated hardware such as sensors, actuators, controllers, and more to manage and reduce energy consumption in buildings meticulously. These systems work in concert to monitor environmental conditions and adjust heating, ventilation, and air conditioning (HVAC) settings in real time, leading to significant energy savings. BEMS provides valuable data that helps identify savings opportunities, while networking tools ensure seamless communication between devices by precisely tracking energy flow through meters. Servers process vast amounts of data, enabling detailed analysis and actionable insights to refine energy use further. Additionally, comprehensive services, including customized consultations and dedicated support, ensure that each BEMS is tailored to a building’s unique needs, providing efficient operation and extended system longevity. BEMS exemplifies the strategic shift toward more sustainable and operationally excellent building management through the collaborative synergy of hardware, software, and expert services.
Request Analyst Support @ https://www.360iresearch.com/library/intelligence/building-energy-management-systems
“Schneider Electric SE at the Forefront of Building Energy Management Systems Market with a Strong 13.97% Market Share”
The key players in the Building Energy Management Systems Market include Schneider Electric SE, Honeywell International Inc., Azbil Corporation, Emerson Electric Co., Johnson Controls International PLC, and others. These prominent players focus on strategies such as expansions, acquisitions, joint ventures, and developing new products to strengthen their market positions.
“Introducing ThinkMi: Revolutionizing Market Intelligence with AI-Powered Insights for the Building Energy Management Systems Market”
We proudly unveil ThinkMi, a cutting-edge AI product designed to transform how businesses interact with the Building Energy Management Systems Market. ThinkMi stands out as your premier market intelligence partner, delivering unparalleled insights with the power of artificial intelligence. Whether deciphering market trends or offering actionable intelligence, ThinkMi is engineered to provide precise, relevant answers to your most critical business questions. This revolutionary tool is more than just an information source; it’s a strategic asset that empowers your decision-making with up-to-the-minute data, ensuring you stay ahead in the fiercely competitive Building Energy Management Systems Market. Embrace the future of market analysis with ThinkMi, where informed decisions lead to remarkable growth.
Ask Question to ThinkMi @ https://app.360iresearch.com/library/intelligence/building-energy-management-systems
“Dive into the Building Energy Management Systems Market Landscape: Explore 180 Pages of Insights, 566 Tables, and 26 Figures”
PrefaceResearch MethodologyExecutive SummaryMarket OverviewMarket InsightsBuilding Energy Management Systems Market, by ComponentBuilding Energy Management Systems Market, by TypeBuilding Energy Management Systems Market, by ApplicationBuilding Energy Management Systems Market, by Deployment ModeBuilding Energy Management Systems Market, by End-UseAmericas Building Energy Management Systems MarketAsia-Pacific Building Energy Management Systems MarketEurope, Middle East & Africa Building Energy Management Systems MarketCompetitive LandscapeCompetitive PortfolioInquire Before Buying @ https://www.360iresearch.com/library/intelligence/building-energy-management-systems
Related Reports:
Home Energy Management System Market – Global Forecast 2024-2030Energy Management System Market – Global Forecast 2024-2030Intelligent Building Automation Technologies Market – Global Forecast 2024-2030About 360iResearch
Founded in 2017, 360iResearch is a market research and business consulting company headquartered in India, with clients and focus markets spanning the globe.
We are a dynamic, nimble company that believes in carving ambitious, purposeful goals and achieving them with the backing of our greatest asset — our people.
Quick on our feet, we have our ear to the ground when it comes to market intelligence and volatility. Our market intelligence is diligent, real-time and tailored to your needs, and arms you with all the insight that empowers strategic decision-making.
Our clientele encompasses about 80% of the Fortune Global 500, and leading consulting and research companies and academic institutions that rely on our expertise in compiling data in niche markets. Our meta-insights are intelligent, impactful and infinite, and translate into actionable data that support your quest for enhanced profitability, tapping into niche markets, and exploring new revenue opportunities.
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Artificial Intelligence

Terra Drone, Unifly, and Aloft Launch UTM Development for AAM Targeting Global Markets

Published

8 hours ago

April 24, 2024

CISION (PR Newswire)

terra-drone,-unifly,-and-aloft-launch-utm-development-for-aam-targeting-global-markets

TOKYO, April 25, 2024 /PRNewswire/ — Terra Drone Corporation, a leading drone and Advanced Air Mobility (AAM) technology provider headquartered in Japan, announced today the launch of joint development with its Group companies Unifly NV (“Unifly”) and Aloft Technologies Inc. (“Aloft”) focused on UAS Traffic Management (UTM) for AAMs targeting global markets. Terra Drone has been making strides in its pioneering UTM business via strategic investments in Unifly, a leading UTM technology provider based in Belgium, and Aloft, which has the top UTM market share in the U.S. This collaboration marks the world’s first-ever joint UTM development for AAMs by multiple companies with extensive track records in UTM implementation and operation.

The three companies pursue joint UTM development to capitalize on the rapid global progress in electric vertical take-off and landing aircrafts (eVTOLs), set to revolutionize transportation. Morgan Stanley forecasts the Urban Air Mobility (UAM) market to reach $1 trillion by 2040 and $9 trillion by 2050 (1), with eVTOLs gaining global recognition through test flights and prototype showcases.
The companies proudly announce initiatives to enhance their existing UTM platforms in anticipation of the surge in eVTOL aircraft and drone activities. The shared vision for the UTM platform is to enable safe and efficient flight operations for eVTOLs and drones in the foreseeable future.
Recognizing the evolving needs of the AAM industry, they are dedicated to extending their platform by incorporating crucial additional functions. These enhancements, designed with automation at their core, aim to streamline operational efficiencies and pave the way for the integration of their increasingly automated UTM technology into the design and operational framework of AAMs. Through these efforts, they aim to set new standards in UTM and to facilitate the seamless integration of eVTOLs and drones into the national airspace, bolstering the potential for the AAM industry.
Through this initiative, they aim to build a global UTM infrastructure that kickstarts the AAM industry worldwide, creating a cohesive ecosystem that supports AAM growth and addresses broader challenges of urban mobility, sustainability, and air traffic safety.
Notes to Editor:
Research by Morgan Stanley in a report titled “eVTOL/Urban Air Mobility TAM Update: A Slow Take-Off, But Sky’s the Limit” https://advisor.morganstanley.com/the-busot-group/documents/field/b/bu/busot-group/Electric%20Vehicles.pdf]
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