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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Museums and Interactive Virtual Learning
Museums and Interactive Virtual Learning provides informal educators with practical resources that will help them to build dynamic digital engagement experiences within their own cultural organizations. Presenting vignettes from experienced museum educators and end users, as well as scientific data and practical resources, the book highlights the mutual benefits that Interactive Virtual Learning (IVL) programs offer to the museum and those visiting from a distance.Chapters mirror the step-by-step process of developing reputable IVL programs and emphasize how important it is for cultural organizations to encourage cross-departmental collaboration, if they wish to ensure that their programs align with the overall goals of the organization.Providing a thorough overview of the technologies, budget, marketing and staff requirements, the authors offer a realistic depiction of the work involved in building content for digital engagement.Emphasizing the importance of assessing existing programming, the book shows how institutions can adapt content to fit a virtual format and create inclusive digital engagement opportunities that reach local, national, and international audiences. Museums and Interactive Virtual Learning is an essential guide for professionals who are tasked with interpreting the content of a cultural organization and building lasting digital engagement opportunities.It will be particularly useful to those looking to reach diverse audiences.
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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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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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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 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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Technologies, Innovation, and Change in Personal and Virtual Learning Environments
Over the last decade there continues to be an increase in the technology and how it affects our lives.Since then the incorporation of electronic databases and other communication tools for students, faculty and staff, virtual learning environments have become an important innovation in the student learning experience. Technologies, Innovation, and Change in Personal and Virtual Learning Environments presents a widespread collection of research on the growth, innovation and implementation of learning technologies for educators, technologists and trainers.The book is a useful source for academics and professionals interested in information and communication technologies.
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Science, Technology And Innovation Indicators : Lessons from the Development Experience in Africa
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Technology for the Language Classroom : Creating a 21st Century Learning Experience
This volume in the ALLC series offers current and soon-to-be professionals in the ESL / EFL field a comprehensive guide to how to make the best use of technology to enhance the English language learning experience.The book has a predominant focus on practical insights that are based on successful real-life experiences at the classroom and study program level, including contributions from teachers in various countries.Nevertheless, there is also a strong foundation in existing research and literature as they relate to the needs of English language teachers.To promote reflective and exploratory practice, there is plenty of 'food-for-thought' for the reader. Although pre-service and in-service teachers represent the primary audience, the book is likely to be just as useful for language program administrators, researchers, curriculum and materials writers, and e-learning developers.
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Virtual Reality Technology
Thorough overview of virtual reality technology fundamentals and latest advances, with coverage of hardware, software, human factors and applications, plus companion Laboratory Manual in Unity 3D. The Third Edition of the first comprehensive technical book on the subject of virtual reality, Virtual Reality Technology, provides updated and expanded coverage of VR technology, including where it originated, how it has evolved, and where it is going.Its primary objective is to be a complete, up-to-date textbook, as well as a source of information on a rapidly developing field of science and technology with broad societal impact. The two highly qualified authors cover all of the latest innovations and applications that are making virtual reality more important than ever before.Unlike other books on the subject, the book also includes a chapter on Human Factors, which are very important in designing technology around the human user. Virtual Reality Technology provides Instructors with a website-accessible Laboratory Manual using the Unity 3D game engine and programming language.Unity 3D is the preferred VR language these days and will prepare the student for the VR gaming and mobile applications industry.For universities Unity 3D is cost-effective as its student license is freely available. With comprehensive coverage of the subject, Virtual Reality Technology discusses sample topics such as: Input and output interfaces, including holographic displays, foveated head-mounted displays, neural interfaces, haptic and olfactory feedbackComputing architecture, with emphasis on the rendering pipeline, the graphics processing unit and distributed/edge renderingObject modeling, including physical and behavioral aspects, Artificial Intelligence controlled characters, and model management techniquesProgramming toolkits for virtual reality and the game production pipelineHuman factors issues such as user performance and sensorial conflict, cybersickness and societal impact aspects of VRApplication examples in medical education, virtual rehabilitation, virtual heritage, gaming, and military use of virtual reality. Virtual Reality Technology provides thorough and complete coverage of an in-demand sector of technology, making it a highly valuable resource for undergraduate and graduate students in computer science, engineering, and science, along with a variety of professionals across many different industries, including but not limited to engineering, gaming, healthcare, and defense.
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Are virtual experience worlds created on DJI's website?
No, virtual experience worlds are not created on DJI's website. DJI's website primarily focuses on showcasing their products, providing information about their technology, and offering support for their customers. Virtual experience worlds are typically created using virtual reality technology and software, and are often found on platforms specifically designed for virtual experiences, such as virtual reality gaming platforms or virtual tour websites.
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What is an important learning experience?
An important learning experience is one that challenges and expands our understanding, skills, and perspectives. It often involves stepping out of our comfort zone and encountering new ideas or situations that push us to grow. This could be through making mistakes, receiving constructive feedback, or engaging in meaningful discussions with others. Ultimately, an important learning experience helps us to develop as individuals and gain valuable insights that can be applied to future endeavors.
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Does anyone have experience learning Turkish?
Yes, I have experience learning Turkish. I have taken classes and used language learning apps to improve my Turkish language skills. I have also practiced speaking with native Turkish speakers to further enhance my fluency and understanding of the language. Overall, my experience learning Turkish has been challenging but rewarding.
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What does innovation mean exactly?
Innovation refers to the process of creating new ideas, products, or methods that bring about positive change or improvement. It involves thinking outside the box, taking risks, and challenging the status quo to develop something that is novel and valuable. Innovation can occur in various fields, such as technology, business, science, and the arts, and it often leads to advancements that benefit society as a whole. Overall, innovation is about pushing boundaries and finding creative solutions to address existing challenges or meet new needs.
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