Products related to Robustness:
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Machine Learning Algorithms : Adversarial Robustness in Signal Processing
This book demonstrates the optimal adversarial attacks against several important signal processing algorithms.Through presenting the optimal attacks in wireless sensor networks, array signal processing, principal component analysis, etc, the authors reveal the robustness of the signal processing algorithms against adversarial attacks.Since data quality is crucial in signal processing, the adversary that can poison the data will be a significant threat to signal processing.Therefore, it is necessary and urgent to investigate the behavior of machine learning algorithms in signal processing under adversarial attacks. The authors in this book mainly examine the adversarial robustness of three commonly used machine learning algorithms in signal processing respectively: linear regression, LASSO-based feature selection, and principal component analysis (PCA).As to linear regression, the authors derive the optimal poisoning data sample and the optimal feature modifications, and also demonstrate the effectiveness of the attack against a wireless distributed learning system.The authors further extend the linear regression to LASSO-based feature selection and study the best strategy to mislead the learning system to select the wrong features.The authors find the optimal attack strategy by solving a bi-level optimization problem and also illustrate how this attack influences array signal processing and weather data analysis.In the end, the authors consider the adversarial robustness of the subspace learning problem.The authors examine the optimal modification strategy under the energy constraints to delude the PCA-based subspace learning algorithm. This book targets researchers working in machine learning, electronic information, and information theory as well as advanced-level students studying these subjects.R&D engineers who are working in machine learning, adversarial machine learning, robust machine learning, and technical consultants working on the security and robustness of machine learning are likely to purchase this book as a reference guide.
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Model Predictive Control for AC Motors : Robustness and Accuracy Improvement Techniques
This book introduces how to improve the accuracy and robustness of model predictive control.Firstly, the disturbance observation- and compensation-based method is developed.Secondly, direct parameter identification methods are developed.Thirdly, the seldom-focused-on issues such as sampling and delay problems are solved in this book.Overall, this book solves the problems in a systematic and innovative way. Chapter 2 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com
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Building Responsible AI Algorithms : A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies.AI offers the ability to solve many problems today if implemented correctly and responsibly.This book helps you avoid negative impacts – that in some cases have caused loss of life – and develop models that are fair, transparent, safe, secure, and robust. The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML.It begins with an examination of the foundational elements of responsibility, principles, and data.Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness.The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers.What You Will LearnBuild AI/ML models using Responsible AI frameworks and processesDocument information on your datasets and improve data qualityMeasure fairness metrics in ML modelsIdentify harms and risks per task and run safety evaluations on ML modelsCreate transparent AI/ML modelsDevelop Responsible AI principles and organizational guidelinesWho This Book Is ForAI and ML practitioners looking for guidance on building models that are fair, transparent, and ethical; those seeking awareness of the missteps that can lead to unintentional bias and harm from their AI algorithms; policy makers planning to craft laws, policies, and regulations that promote fairness and equity in automated algorithms
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Retro Rhinestone Carved Flower Sun Glasses Round Beach Tourism Sunglasses
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How good is the durability and robustness of tattoos?
Tattoos are generally considered to be quite durable and robust, as they are designed to be permanent markings on the skin. The longevity of a tattoo can vary depending on factors such as the quality of the ink, the skill of the tattoo artist, and how well the tattoo is cared for during the healing process and beyond. While tattoos can fade over time due to factors like sun exposure and aging, they are generally considered to be a long-lasting form of body art.
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Which engine is better in terms of technology robustness: 4Mix or 2Mix?
In terms of technology robustness, the 4Mix engine is generally considered to be better than the 2Mix engine. The 4Mix engine is a four-stroke engine that combines the benefits of both two-stroke and four-stroke engines, resulting in improved fuel efficiency, reduced emissions, and smoother operation. It also has a more complex design and additional components, which contribute to its overall robustness and durability compared to the simpler 2Mix engine. Overall, the 4Mix engine is a more advanced and technologically robust option for various applications.
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Which flowers are known for their robustness and can withstand strong winds well?
Some flowers known for their robustness and ability to withstand strong winds well include sunflowers, marigolds, and lavender. These flowers have sturdy stems and roots that help them stay upright in windy conditions. Additionally, their thick foliage and strong structure make them more resilient to the elements.
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Which horse breed do you find better to keep in terms of robustness, susceptibility to diseases, and attention to feeding?
In terms of robustness, susceptibility to diseases, and attention to feeding, I find that draft horse breeds such as the Percheron or Belgian are better to keep. These breeds are known for their strength and hardiness, making them less susceptible to certain health issues. They also have a lower risk of developing metabolic disorders and are generally easy keepers, requiring less feed and maintenance compared to other breeds. Additionally, their larger size and strong build make them well-suited for heavy work and pulling tasks.
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Technology and Social Transformations in Hospitality, Tourism and Gastronomy : South Asia Perspectives
This book explores the relationship between technology and social transformation in tourism, hospitality and gastronomy.It presents research and case studies, elaborating on benchmark practices adopted by tourism and hospitality professionals.In recent years, technology has transformed the tourism and hospitality industry; the chapters in this book cover areas such as guest experience and service quality, as well as operational areas such as housekeeping and waste management.Further social transformation in tourism is a result of drivers such as a growing interest in gastronomy and the use of social media; this is covered in the first part of the book.The second part outlines how communities may learn from these events.With contributions from academics, entrepreneurs, destination managers and government officials from the South Asia region, this book offers a real insight in to these areas of growing interest and provide a useful resource for those researching and studying within the areas of tourism development and hospitality.
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A History of Modern Tourism
Tourism is one of the largest industries in the world, yet leisure travel is more than just economically important.It plays a vital role in defining who we are by helping to place us in space and time.In so doing, it has aesthetic, medical, political, cultural, and social implications.However, it hasn't always been so. Tourism as we know it is a surprisingly modern thing, both a product of modernity and a force helping to shape it.A History of Modern Tourism is the first book to track the origins and evolution of this pursuit from earliest times to the present.From a new understanding of aesthetics to scientific change, from the invention of steam power to the creation of aircraft, from an elite form of education to family car trips to see national 'shrines,' this book offers a sweeping and engaging overview of a fascinating story not yet widely known.
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Tourism in Britain : An Illustrated History
Many of Britain’s best-known destinations have been open to visitors for several decades.In some cases, for several centuries. This book explores Britain’s rich cultural heritage and the sometimes peculiar, unusual and eccentric development of the nation’s tourism industry.It looks at some of the more surprising aspects of Britain’s best-known attractions and takes readers on a journey of exploration to some lesser-known places with some fascinating histories, offers new perspectives on popular knowledge and looks at the way that the visitors of yesteryear have shaped and influenced today’s tourist experiences. Illustrated throughout, the book features a fascinating selection of rarely seen photographs from the Victorian period to the early twenty-first century.
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Mushroom Gastronomy
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What are electricity and high culture history?
Electricity history refers to the development and use of electricity as a form of energy, including the discovery of electricity, the invention of electric devices, and the establishment of electrical systems. High culture history, on the other hand, refers to the history of cultural and artistic achievements that are considered to be of high quality and sophistication, such as classical music, literature, fine arts, and theater. Both electricity and high culture history have evolved over time, shaping the way we live and appreciate the world around us.
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What is the difference between low culture and high culture in history?
Low culture refers to the cultural activities and products that are considered to be more common, popular, and easily accessible to the general public. This can include things like popular music, television shows, and mass-produced literature. On the other hand, high culture refers to the cultural activities and products that are considered to be more refined, sophisticated, and often associated with the elite or educated classes. This can include things like classical music, fine art, and literature that is considered to be more intellectually challenging. The distinction between low and high culture has been a source of debate and has evolved over time, but it generally reflects the social and class divisions within a society.
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Is there hairspray with sun protection for the beach?
Yes, there are hairsprays available with sun protection specifically designed for use at the beach. These hairsprays typically contain UV filters to help protect the hair from the damaging effects of the sun. Look for hairsprays labeled as "UV protection" or "sun protection" to ensure your hair is shielded from the sun's rays while at the beach. These products can help prevent hair color fading, dryness, and damage caused by sun exposure.
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Is mass tourism a necessary economic factor or a destruction of culture and environment?
Mass tourism can be seen as a necessary economic factor as it brings in revenue and creates jobs in the tourism industry. However, it can also be destructive to culture and the environment if not managed properly. Overcrowding, pollution, and the commercialization of local traditions can lead to the degradation of cultural heritage and natural resources. Therefore, it is important to strike a balance between the economic benefits of mass tourism and the preservation of culture and the environment.
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