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Statistical Inference and Machine Learning for Big Data - Mayer Alvo - Bog - Springer International Publishing AG - Plusbog.dk

Assessment and Communication of Risk - Timothy Sly - Bog - Springer International Publishing AG - Plusbog.dk

Assessment and Communication of Risk - Timothy Sly - Bog - Springer International Publishing AG - Plusbog.dk

This is the long-awaited pocket text on risk assessment for students and professionals in all health and safety fields. Risk assessment and risk-based decision-making are essential skills in today''s health and safety fields, but a convenient pocket or desk reference has been needed with enough theory to begin a preliminary risk assessment, together with clear explanations, applications, and worked examples. This book addresses that need. It provides a practical resource for estimating risks in various applications, as well as assisting with the design of larger project-based assessments. It explains the two main numeric procedures: probabilistic, or "catastrophic", and quantitative, or "chronic", risk assessment, along with chapters on qualitative risk assessment and approaches to food-related risks. A final chapter examines how people perceive risk, and provides advice and assistance in the development of essential, effective risk communication with the public and with the media. Numerous case studies are analyzed. Assessment and Communication of Risk: A Pocket Text for Health and Safety Professionals is a one-stop resource for students in all health and safety fields, and provides a valuable guide for existing field practitioners in public health, occupational health and safety, hospitals, environmental assessment offices, and ministries of health, labour, and the environment.

DKK 689.00
1

Regression Analysis in Medical Research - Aeilko H. Zwinderman - Bog - Springer International Publishing AG - Plusbog.dk

Regression Analysis in Medical Research - Aeilko H. Zwinderman - Bog - Springer International Publishing AG - Plusbog.dk

This edition is a pretty complete textbook and tutorial for medical and health care students, as well as a recollection/update bench, and help desk for professionals. Novel approaches already applied in published clinical research will be addressed: matrix analyses, alpha spending, gate keeping, kriging, interval censored regressions, causality regressions, canonical regressions, quasi-likelihood regressions, novel non-parametric regressions. Each chapter can be studied as a stand-alone, and covers one field in the fast growing world of regression analyses. The authors, as professors in statistics and machine learning at European universities, are worried, that their students find regression-analyses harder than any other methodology in statistics. This is serious, because almost all of the novel methodologies in current data mining and data analysis include elements of regression-analysis. It is the main incentive for writing this 28 chapter edition, consistent of - 28 major fields of regression analysis, - their condensed maths, - their applications in medical and health research as published so far, - step by step analyses for self-assessment, - conclusion and reference sections. Traditional regression analysis is adequate for epidemiology, but lacks the precision required for clinical investigations. However, in the past two decades modern regression methods have proven to be much more precise. And so it is time, that a book described regression analyses for clinicians. The current edition is the first to do so. It is written for a non-mathematical readership. Self-assessment data-files are provided through Springer'' s "Extras Online".

DKK 261.00
1

Kernel Ridge Regression in Clinical Research - Ton J. Cleophas - Bog - Springer International Publishing AG - Plusbog.dk

Kernel Ridge Regression in Clinical Research - Ton J. Cleophas - Bog - Springer International Publishing AG - Plusbog.dk

IBM (international business machines) has published in its SPSS statistical software 2022 update a very important novel regression method entitled Kernel Ridge Regression (KRR). It is an extension of the currently available regression methods, and is suitable for pattern recognition in high dimensional data, particularly, when alternative methods fail. Its theoretical advantages are plenty and include thekernel trick for reduced arithmetic complexity,estimation of uncertainty by Gaussians unlike histograms,corrected data-overfit by ridge regularization,availability of 8 alternative kernel density models for datafit. A very exciting and wide array of preliminary KRR research has already been published by major disciplines (like studies in quantum mechanics and nuclear physics, studies of molecular affinity / dynamics, atomisation energy studies, but also forecasting economics studies, IoT (internet of things)studies for e-networks, plant stress response studies, big data streaming studies, etc). In contrast, it is virtually unused in clinical research. This edition is the first textbook and tutorial of kernel ridge regressions for medical and healthcare students as well as recollection / update bench, and help desk for professionals. Each chapter can be studied as a standalone, and, using, real as well as hypothesized data, it tests the performance of the novel methodology against traditional regression analyses. Step by step analyses of over 20 data files stored at Supplementary Files at Springer Interlink are included for self-assessment. We should add that the authors are well qualified in their field. Professor Zwinderman is past-president of the International Society of Biostatistics (2012-2015) and Professor Cleophas is past-president of the American College of Angiology (2000-2002). From their expertise they should be able to make adequate selections of modern KRR methods for the benefit of physicians, students, and investigators. The authors have been working and publishing together for 24 years and their research can be characterized as a continued effort to demonstrate that clinical data analysis is not mathematics but rather a discipline at the interface of biology and mathematics.

DKK 689.00
1