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Sensitivity Analysis in Practice

Sensitivity Analysis in Practice PDF Author: Andrea Saltelli
Publisher: John Wiley & Sons
ISBN: 047087094X
Category : Mathematics
Languages : en
Pages : 232

Book Description
Sensitivity analysis should be considered a pre-requisite for statistical model building in any scientific discipline where modelling takes place. For a non-expert, choosing the method of analysis for their model is complex, and depends on a number of factors. This book guides the non-expert through their problem in order to enable them to choose and apply the most appropriate method. It offers a review of the state-of-the-art in sensitivity analysis, and is suitable for a wide range of practitioners. It is focussed on the use of SIMLAB – a widely distributed freely-available sensitivity analysis software package developed by the authors – for solving problems in sensitivity analysis of statistical models. Other key features: Provides an accessible overview of the current most widely used methods for sensitivity analysis. Opens with a detailed worked example to explain the motivation behind the book. Includes a range of examples to help illustrate the concepts discussed. Focuses on implementation of the methods in the software SIMLAB - a freely-available sensitivity analysis software package developed by the authors. Contains a large number of references to sources for further reading. Authored by the leading authorities on sensitivity analysis.

Sensitivity Analysis in Practice

Sensitivity Analysis in Practice PDF Author: Andrea Saltelli
Publisher: John Wiley & Sons
ISBN: 047087094X
Category : Mathematics
Languages : en
Pages : 232

Book Description
Sensitivity analysis should be considered a pre-requisite for statistical model building in any scientific discipline where modelling takes place. For a non-expert, choosing the method of analysis for their model is complex, and depends on a number of factors. This book guides the non-expert through their problem in order to enable them to choose and apply the most appropriate method. It offers a review of the state-of-the-art in sensitivity analysis, and is suitable for a wide range of practitioners. It is focussed on the use of SIMLAB – a widely distributed freely-available sensitivity analysis software package developed by the authors – for solving problems in sensitivity analysis of statistical models. Other key features: Provides an accessible overview of the current most widely used methods for sensitivity analysis. Opens with a detailed worked example to explain the motivation behind the book. Includes a range of examples to help illustrate the concepts discussed. Focuses on implementation of the methods in the software SIMLAB - a freely-available sensitivity analysis software package developed by the authors. Contains a large number of references to sources for further reading. Authored by the leading authorities on sensitivity analysis.

Global Sensitivity Analysis

Global Sensitivity Analysis PDF Author: Andrea Saltelli
Publisher: John Wiley & Sons
ISBN: 9780470725177
Category : Mathematics
Languages : en
Pages : 304

Book Description
Complex mathematical and computational models are used in all areas of society and technology and yet model based science is increasingly contested or refuted, especially when models are applied to controversial themes in domains such as health, the environment or the economy. More stringent standards of proofs are demanded from model-based numbers, especially when these numbers represent potential financial losses, threats to human health or the state of the environment. Quantitative sensitivity analysis is generally agreed to be one such standard. Mathematical models are good at mapping assumptions into inferences. A modeller makes assumptions about laws pertaining to the system, about its status and a plethora of other, often arcane, system variables and internal model settings. To what extent can we rely on the model-based inference when most of these assumptions are fraught with uncertainties? Global Sensitivity Analysis offers an accessible treatment of such problems via quantitative sensitivity analysis, beginning with the first principles and guiding the reader through the full range of recommended practices with a rich set of solved exercises. The text explains the motivation for sensitivity analysis, reviews the required statistical concepts, and provides a guide to potential applications. The book: Provides a self-contained treatment of the subject, allowing readers to learn and practice global sensitivity analysis without further materials. Presents ways to frame the analysis, interpret its results, and avoid potential pitfalls. Features numerous exercises and solved problems to help illustrate the applications. Is authored by leading sensitivity analysis practitioners, combining a range of disciplinary backgrounds. Postgraduate students and practitioners in a wide range of subjects, including statistics, mathematics, engineering, physics, chemistry, environmental sciences, biology, toxicology, actuarial sciences, and econometrics will find much of use here. This book will prove equally valuable to engineers working on risk analysis and to financial analysts concerned with pricing and hedging.

LCA of an ecolabeled notebook : consideration of social and environmental impacts along the entire life cycle

LCA of an ecolabeled notebook : consideration of social and environmental impacts along the entire life cycle PDF Author: Andreas Ciroth
Publisher: Lulu.com
ISBN: 1446600874
Category : Business & Economics
Languages : en
Pages : 410

Book Description
This study investigates social and environmental impacts caused by an ecolabeled notebook along its entire life cycle. In order to analyse the divers effects of the laptop, a social life cycle assessment and an environmental life cycle assessment were performed in parallel. Both assessments together provide a holistic overview of positive and negative impacts in regard to social and environmental sustainability.This book contains the complete final report written by GreenDeltaTC on behalf of the Belgian Federal Public Planning Service Sustainable Development. It comprises the methodological background, the social inventory, process modifications with regard to the environmental inventory, and detailed results of the impact assessment phase. Further, a newly developed social impact assessment method is presented and applied. In addition, recommendations on company and policy level were derived.

Multiple View Geometry in Computer Vision

Multiple View Geometry in Computer Vision PDF Author: Richard Hartley
Publisher: Cambridge University Press
ISBN: 1139449141
Category : Computers
Languages : en
Pages : 676

Book Description
A basic problem in computer vision is to understand the structure of a real world scene given several images of it. Techniques for solving this problem are taken from projective geometry and photogrammetry. Here, the authors cover the geometric principles and their algebraic representation in terms of camera projection matrices, the fundamental matrix and the trifocal tensor. The theory and methods of computation of these entities are discussed with real examples, as is their use in the reconstruction of scenes from multiple images. The new edition features an extended introduction covering the key ideas in the book (which itself has been updated with additional examples and appendices) and significant new results which have appeared since the first edition. Comprehensive background material is provided, so readers familiar with linear algebra and basic numerical methods can understand the projective geometry and estimation algorithms presented, and implement the algorithms directly from the book.

Episodes in the Life of the Early Modern Learned Book

Episodes in the Life of the Early Modern Learned Book PDF Author: Ian Maclean
Publisher: BRILL
ISBN: 9004440089
Category : History
Languages : en
Pages : 438

Book Description
In Episodes, Ian Maclean investigates the ways in which the book trade operated through book fairs, and interacted with academic institutions, journals and intellectual life in various European settings (Germany, Italy, the Netherlands and England) in the long seventeenth century.

Little Science, Big Science

Little Science, Big Science PDF Author: Derek John de Solla Price
Publisher:
ISBN:
Category : Discoveries in science
Languages : en
Pages : 136

Book Description


Automated Solution of Differential Equations by the Finite Element Method

Automated Solution of Differential Equations by the Finite Element Method PDF Author: Anders Logg
Publisher: Springer Science & Business Media
ISBN: 3642230997
Category : Computers
Languages : en
Pages : 723

Book Description
This book is a tutorial written by researchers and developers behind the FEniCS Project and explores an advanced, expressive approach to the development of mathematical software. The presentation spans mathematical background, software design and the use of FEniCS in applications. Theoretical aspects are complemented with computer code which is available as free/open source software. The book begins with a special introductory tutorial for beginners. Following are chapters in Part I addressing fundamental aspects of the approach to automating the creation of finite element solvers. Chapters in Part II address the design and implementation of the FEnicS software. Chapters in Part III present the application of FEniCS to a wide range of applications, including fluid flow, solid mechanics, electromagnetics and geophysics.

Black Skin, White Masks

Black Skin, White Masks PDF Author: Frantz Fanon
Publisher:
ISBN: 9780745399546
Category : Black race
Languages : en
Pages : 0

Book Description
Black Skin, White Masks is a classic, devastating account of the dehumanising effects of colonisation experienced by black subjects living in a white world. First published in English in 1967, this book provides an unsurpassed study of the psychology of racism using scientific analysis and poetic grace.Franz Fanon identifies a devastating pathology at the heart of Western culture, a denial of difference, that persists to this day. A major influence on civil rights, anti-colonial, and black consciousness movements around the world, his writings speak to all who continue the struggle for political and cultural liberation.With an introduction by Paul Gilroy, author of There Ain't No Black in the Union Jack.

Reinforcement Learning, second edition

Reinforcement Learning, second edition PDF Author: Richard S. Sutton
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549

Book Description
The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.

Wicca Spellbook Starter Kit

Wicca Spellbook Starter Kit PDF Author: Lisa Chamberlain
Publisher:
ISBN: 9781912715435
Category :
Languages : en
Pages : 316

Book Description
Everything You Need to Know to Start Working Magic with Candles, Crystals and Herbs Are you looking for some inspiration to take your magical practice to the next level? The Wicca Spellbook Starter Kit from best-selling author Lisa Chamberlain offers three collections of spellwork focused on the powerful energies of candles, colors, crystals, mineral stones, and magical herbs. Together, these books form a comprehensive grimoire of accessible, practical magic to help you further your own unique practice. Each Book of Shadows in this set expands on a form of magic covered in Lisa's three beginner guides, Candle Magic, Crystal Magic, and Herbal Magic. They can be used as companions to these guides, but they also stand on their own. The 160 magical workings within are designed for beginners and more advanced practitioners alike. Book of Candle Spells Book of Candle Spells focuses on working with the Element of Fire, and the potent vibrational frequencies of the visible light spectrum. Candles take center stage to varying degrees across this collection. Some spells are focused exclusively on the combined magic of candle and color, while others incorporate additional tools such as crystals and other color-appropriate ingredients. The spells are also organized by color, with chapter introductions detailing the magical properties and uses for the 14 colors most widely used in Wiccan and other contemporary magic. Book of Crystal Spells Book of Crystal Spells is devoted to the magical uses of the 13 crystals and other mineral stones introduced in Crystal Magic. Many of these spells are focused on aspects of emotional healing and energetic balancing, two purposes that crystals are uniquely suited for, but you'll also find more traditional goals represented, like prosperity, protection, and relationships. The spells are organized by stone, rather than by purpose, so you can develop a magical connection with different types of crystals, one at a time. You'll find an overview of the properties of each stone in the chapter introductions. Book of Herbal Spells Book of Herbal Spells builds on the information from Herbal Magic, with a chapter for each of the 13 herbs featured in the original book. Single herbs are often the main focus of these spells, with minimal additional ingredients, to help you focus your attention on the subtle energies of the herbs themselves. As you work more and more with herbal magic, you will develop a natural affinity with these marvelous plant beings that have been co-creating with magical people since the beginning of time. Magical Workings for Any Experience Level The practice of magic is a lifelong path, with delightful and rewarding results that can transform our lives. References like The Wicca Spellbook Starter Kit are invaluable tools for shaping your unique journey. Throughout these collections, you'll find: - 168 spells, rituals, magical charms, and recipes - Clear step-by-step instructions - Magic for prosperity, protection, romance, healing, success, and more - Workings focused on 14 colors, 13 crystals and mineral stones, and 13 magical herbs - Chapter introductions outlining the magical properties and uses of each color, crystal, and herb - Practical tips for preparing for magic You're bound to find inspiration in each Book of Shadows in this collection. May this addition to your library help you deepen your connection to the magical gifts granted to us all from the abundant and generous Earth. If you're ready to get more adept at working magic with candles, crystals, and herbs, just scroll to the top of the page and hit the Buy button!