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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Duel Without End : Mankind's Battle with Microbes
In this panoramic and up-to-date account, we learn how the Black Death, smallpox, the Spanish flu and other great epidemics have led to enormous sufferings and mass death, as well as contributing to the fall of empires and changing the course of history.We also discover how new infectious diseases such as HIV/AIDS and COVID-19 emerge.Man has struck back at the microbes; antibiotics and new vaccines have saved millions of lives - but the battle with these relentless, silent enemies is far from won.We face increasing threats from new and unavoidable pandemics, antibiotic resistance and extra-terrestrial microbes.Duel Without End is a fascinating journey through the long history of infection, from the dawn of life to humanity's future exploration of deep space.
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Unsharped Wooden Knife Kendo Samurai Martial Arts Duel Fencing Training
Unsharped Wooden Knife Kendo Samurai Martial Arts Duel Fencing Training
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Unsharped Wooden Knife Kendo Samurai Martial Arts Duel Fencing Training
Unsharped Wooden Knife Kendo Samurai Martial Arts Duel Fencing Training
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Martial Arts, Boxing, and Other Combat Sports
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Unsharped Wooden Knife Kendo Samurai Iaido Martial Arts Duel Fencing Training Bamboo with Sheath
Unsharped Wooden Knife Kendo Samurai Iaido Martial Arts Duel Fencing Training Bamboo with Sheath
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Similar search terms for Robustness:
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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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What is a martial arts knockout?
A martial arts knockout occurs when one fighter delivers a powerful strike that renders their opponent unconscious or unable to continue the fight. This can happen through punches, kicks, or other techniques that target the head or body with enough force to incapacitate the opponent. Knockouts are a common way to win a fight in combat sports such as boxing, MMA, and kickboxing.
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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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Instead of a battle, which duel of the army leaders?
Instead of a battle, the army leaders could duel in a game of strategy or skill, such as chess or a martial arts competition. This would allow for a more controlled and less destructive way to determine the outcome of the conflict. Additionally, a duel of wits or negotiation could be used to settle the dispute, allowing for a peaceful resolution without the need for violence. Ultimately, finding a non-violent way for the army leaders to duel could lead to a more diplomatic and harmonious resolution to the conflict.
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Should I do martial arts or combat sports?
The decision between martial arts and combat sports ultimately depends on your personal goals and preferences. If you are looking to improve self-defense skills, discipline, and mental focus, martial arts may be the better choice. On the other hand, if you are interested in competitive fighting and physical conditioning, combat sports like boxing or MMA could be more suitable. Consider what you hope to achieve from your training and choose the option that aligns best with your objectives.
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Which martial art or combat sport suits me?
The best martial art or combat sport for you depends on your personal preferences, physical abilities, and goals. If you are interested in self-defense and practical techniques, Krav Maga or Brazilian Jiu-Jitsu may be a good fit. If you are looking for a traditional martial art with a focus on discipline and mental strength, you may enjoy practicing karate or taekwondo. If you are interested in a high-intensity workout and competitive environment, you may want to consider boxing or Muay Thai. It's important to try out different styles and find one that resonates with you and aligns with your goals.
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