Products related to Robust:
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Robust Optimization
Robust optimization is still a relatively new approach to optimization problems affected by uncertainty, but it has already proved so useful in real applications that it is difficult to tackle such problems today without considering this powerful methodology.Written by the principal developers of robust optimization, and describing the main achievements of a decade of research, this is the first book to provide a comprehensive and up-to-date account of the subject.Robust optimization is designed to meet some major challenges associated with uncertainty-affected optimization problems: to operate under lack of full information on the nature of uncertainty; to model the problem in a form that can be solved efficiently; and to provide guarantees about the performance of the solution.The book starts with a relatively simple treatment of uncertain linear programming, proceeding with a deep analysis of the interconnections between the construction of appropriate uncertainty sets and the classical chance constraints (probabilistic) approach. It then develops the robust optimization theory for uncertain conic quadratic and semidefinite optimization problems and dynamic (multistage) problems.The theory is supported by numerous examples and computational illustrations.An essential book for anyone working on optimization and decision making under uncertainty, Robust Optimization also makes an ideal graduate textbook on the subject.
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Robust Python
Does it seem like your Python projects are getting bigger and bigger?Are you feeling the pain as your codebase expands and gets tougher to debug and maintain?Python is an easy language to learn and use, but that also means systems can quickly grow beyond comprehension.Thankfully, Python has features to help developers overcome maintainability woes. In this practical book, author Patrick Viafore shows you how to use Python's type system to the max.You'll look at user-defined types, such as classes and enums, and Python's type hinting system.You'll also learn how to make Python extensible and how to use a comprehensive testing strategy as a safety net.With these tips and techniques, you'll write clearer and more maintainable code. Learn why types are essential in modern development ecosystemsUnderstand how type choices such as classes, dictionaries, and enums reflect specific intentsMake Python extensible for the future without adding bloatUse popular Python tools to increase the safety and robustness of your codebaseEvaluate current code to detect common maintainability gotchasBuild a safety net around your codebase with linters and tests
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Robust Shower Stool
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Bioinformatics Data Skills : Reproducible and Robust Research with Open Source Tools
Learn the data skills necessary for turning large sequencing datasets into reproducible and robust biological findings.With this practical guide, you'll learn how to use freely available open source tools to extract meaning from large complex biological data sets.At no other point in human history has our ability to understand life's complexities been so dependent on our skills to work with and analyze data.This intermediate-level book teaches the general computational and data skills you need to analyze biological data.If you have experience with a scripting language like Python, you're ready to get started.Go from handling small problems with messy scripts to tackling large problems with clever methods and tools Process bioinformatics data with powerful Unix pipelines and data tools Learn how to use exploratory data analysis techniques in the R language Use efficient methods to work with genomic range data and range operations Work with common genomics data file formats like FASTA, FASTQ, SAM, and BAM Manage your bioinformatics project with the Git version control system Tackle tedious data processing tasks with with Bash scripts and Makefiles
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Which geraniums are robust?
Robust geraniums are typically those that belong to the species Geranium macrorrhizum, Geranium sanguineum, and Geranium psilostemon. These varieties are known for their hardiness, disease resistance, and ability to thrive in a variety of growing conditions. They are also low-maintenance plants that can withstand drought and neglect, making them a popular choice for gardeners looking for reliable and long-lasting blooms.
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Which motor is robust?
The brushed DC motor is generally considered to be more robust than the brushless DC motor. This is because brushed DC motors have a simpler design with fewer components, making them less prone to failure. Additionally, brushed DC motors can handle higher current levels and are more forgiving of overloads, making them a popular choice for applications requiring durability and reliability.
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What are robust combat boots?
Robust combat boots are heavy-duty footwear designed for military personnel and outdoor enthusiasts. They are typically made of durable materials such as leather or synthetic fabrics to withstand harsh conditions and provide protection for the feet. These boots often feature reinforced soles, ankle support, and waterproofing to ensure comfort and stability during combat or rugged outdoor activities. Overall, robust combat boots are built to be tough, reliable, and long-lasting in challenging environments.
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Is nylon resin very robust?
Yes, nylon resin is known for its robustness and durability. It is a strong and tough material that can withstand a wide range of temperatures and environmental conditions. It is often used in applications that require high strength and resistance to wear and tear, such as in automotive parts, industrial components, and consumer goods. Overall, nylon resin is considered to be a very robust material.
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Festool Robust Tape Measure
Featuring a 5-metre length, the Festool Robust Tape Measure offers ample reach for a wide range of measuring tasks. Designed with durability in mind, this tape measure is built to withstand the rigors of daily use. Its sturdy construction ensures longevity, making it a reliable companion for all your measuring needs. Equipped with clear and easy-to-read markings, this tape measure enables quick and accurate measurements. Compact and portable, this tape measure is easy to carry and store. Keep it in your toolbox, pocket, or belt pouch for convenient access whenever you need it. Features & Benefits • Sturdy belt clip and automatic roller system • Flexible operation using the stop button on the underside of the tape measure • Rubberised plastic housing fits perfectly in hand, strap can be used to hold it and hang up • Horizontal stability • Adjustable end hook for more precision • Printed on both sides • Plastic housing and metal tape measure Specifications • Length: 5M
Price: 17.95 € | Shipping*: 4.95 € -
Festool Robust Tape Measure
Featuring a 5-metre length, the Festool Robust Tape Measure offers ample reach for a wide range of measuring tasks. Designed with durability in mind, this tape measure is built to withstand the rigors of daily use. Its sturdy construction ensures longevity, making it a reliable companion for all your measuring needs. Equipped with clear and easy-to-read markings, this tape measure enables quick and accurate measurements. Compact and portable, this tape measure is easy to carry and store. Keep it in your toolbox, pocket, or belt pouch for convenient access whenever you need it. Features & Benefits • Sturdy belt clip and automatic roller system • Flexible operation using the stop button on the underside of the tape measure • Rubberised plastic housing fits perfectly in hand, strap can be used to hold it and hang up • Horizontal stability • Adjustable end hook for more precision • Printed on both sides • Plastic housing and metal tape measure Specifications • Length: 5M
Price: 17.95 € | Shipping*: 4.95 € -
Innovation Competency Model : Shaping Faculty Academic Innovation Development in China's Higher Education
Contributing to the discussion over China's higher education development, this book takes a theoretical approach to address the topic of university academics' innovation by introducing an academic innovation competency model, exploring the contexts, concepts and practices.The innovation competency model comprises three interdependent dimensions, including the academic internal drive vitality, the academic synthesizing refined ability and the academic suspected and introspective ability.By enriching the theory of professional development of university teachers, these three dimensions will help advance the reform of college personnel systems and ultimately improve the quality of China's higher education. The book will be valuable to researchers, students and stakeholders hoping to learn about education reform in China, or to those who study higher education management and comparative education.
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Algorithmic High-Dimensional Robust Statistics
Robust statistics is the study of designing estimators that perform well even when the dataset significantly deviates from the idealized modeling assumptions, such as in the presence of model misspecification or adversarial outliers in the dataset.The classical statistical theory, dating back to pioneering works by Tukey and Huber, characterizes the information-theoretic limits of robust estimation for most common problems.A recent line of work in computer science gave the first computationally efficient robust estimators in high dimensions for a range of learning tasks.This reference text for graduate students, researchers, and professionals in machine learning theory, provides an overview of recent developments in algorithmic high-dimensional robust statistics, presenting the underlying ideas in a clear and unified manner, while leveraging new perspectives on the developed techniques to provide streamlined proofs of these results.The most basic and illustrative results are analyzed in each chapter, while more tangential developments are explored in the exercises.
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Why are insects so robust?
Insects are so robust because they have evolved to survive in a wide range of environments and conditions. Their exoskeleton provides protection and support, while their small size allows them to navigate through tight spaces and avoid predators. Additionally, many insects have developed specialized adaptations, such as flight or camouflage, that help them thrive in their specific habitats. Their ability to reproduce quickly and adapt to changing conditions also contributes to their robustness as a group.
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What is a robust motor?
A robust motor is a motor that is designed to withstand heavy usage and harsh conditions without breaking down. It is built with high-quality materials and components to ensure durability and reliability. Robust motors are commonly used in industrial applications where they are subjected to continuous operation and demanding environments. They are able to deliver consistent performance over a long period of time, making them a preferred choice for applications that require a high level of dependability.
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Which car engine is robust?
The Toyota 2JZ engine is known for its robustness and durability. It has a reputation for being able to handle high levels of power and modifications without compromising its reliability. The engine's strong internals and well-engineered design make it a popular choice for performance enthusiasts looking for a reliable and powerful engine. Overall, the Toyota 2JZ engine is considered one of the most robust engines in the automotive world.
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Which car is really robust?
The Jeep Wrangler is known for being a very robust and durable car. It is designed to handle tough off-road conditions and has a strong build quality that can withstand rough terrain. The Wrangler's solid frame and rugged construction make it a popular choice for those looking for a reliable and sturdy vehicle.
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