Product Design and Development

Product Design and Development PDF Author: Karl T. Ulrich
Publisher: Irwin/McGraw-Hill
ISBN:
Category : Business & Economics
Languages : en
Pages : 392

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Book Description
This text presents a set of product development techniques aimed at bringing together the marketing, design, and manufacturing functions of the enterprise. The integrative methods facilitate problem-solving and decision-making.

Product Design and Development

Product Design and Development PDF Author: Karl T. Ulrich
Publisher: Irwin/McGraw-Hill
ISBN:
Category : Business & Economics
Languages : en
Pages : 392

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Book Description
This text presents a set of product development techniques aimed at bringing together the marketing, design, and manufacturing functions of the enterprise. The integrative methods facilitate problem-solving and decision-making.

The Part Count Tool (PaCT) for Concept Selection

The Part Count Tool (PaCT) for Concept Selection PDF Author: Tarang Parashar
Publisher:
ISBN:
Category : New products
Languages : en
Pages : 118

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Book Description
"Concept selection plays a very significant role in the conceptual design phase of a product. Many techniques exist today that facilitate evaluation and filtering of numerous concept variants generated by continuously expanded technologies. The principles of concept generation can be applied to predict part count and to rank concept on that basis. Part count thus becomes a useful tool to filter and select concepts. The techniques in Design for Assembly and Design for Manufacturing have not been exploited as a means to filter and select concepts. Since, both the techniques depend upon part count to evaluate manufacturing and assembly time part count estimation would inform this evaluation. These papers present a computer based part count tool as a means to generate a total number of product components by extracting the available data from the Missouri University of Science and Technology Design Repository. Furthermore, they discuss the application of part count tool to Design for Assembly"--Abstract, leaf iv.

Learning from Data

Learning from Data PDF Author: Vladimir Cherkassky
Publisher: John Wiley & Sons
ISBN: 9780470140512
Category : Computers
Languages : en
Pages : 560

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Book Description
An interdisciplinary framework for learning methodologies—covering statistics, neural networks, and fuzzy logic, this book provides a unified treatment of the principles and methods for learning dependencies from data. It establishes a general conceptual framework in which various learning methods from statistics, neural networks, and fuzzy logic can be applied—showing that a few fundamental principles underlie most new methods being proposed today in statistics, engineering, and computer science. Complete with over one hundred illustrations, case studies, and examples making this an invaluable text.

Interpretable Machine Learning

Interpretable Machine Learning PDF Author: Christoph Molnar
Publisher: Lulu.com
ISBN: 0244768528
Category : Artificial intelligence
Languages : en
Pages : 320

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Book Description
This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Developing a Protocol for Observational Comparative Effectiveness Research: A User's Guide

Developing a Protocol for Observational Comparative Effectiveness Research: A User's Guide PDF Author: Agency for Health Care Research and Quality (U.S.)
Publisher: Government Printing Office
ISBN: 1587634236
Category : Medical
Languages : en
Pages : 236

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Book Description
This User’s Guide is a resource for investigators and stakeholders who develop and review observational comparative effectiveness research protocols. It explains how to (1) identify key considerations and best practices for research design; (2) build a protocol based on these standards and best practices; and (3) judge the adequacy and completeness of a protocol. Eleven chapters cover all aspects of research design, including: developing study objectives, defining and refining study questions, addressing the heterogeneity of treatment effect, characterizing exposure, selecting a comparator, defining and measuring outcomes, and identifying optimal data sources. Checklists of guidance and key considerations for protocols are provided at the end of each chapter. The User’s Guide was created by researchers affiliated with AHRQ’s Effective Health Care Program, particularly those who participated in AHRQ’s DEcIDE (Developing Evidence to Inform Decisions About Effectiveness) program. Chapters were subject to multiple internal and external independent reviews. More more information, please consult the Agency website: www.effectivehealthcare.ahrq.gov)

Assessing Uncertainty in Concept Selection Methods

Assessing Uncertainty in Concept Selection Methods PDF Author: Irena Zivkovic
Publisher:
ISBN:
Category :
Languages : en
Pages : 210

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Book Description


Machine Learning

Machine Learning PDF Author: Ryszard S. Michalski
Publisher: Morgan Kaufmann
ISBN: 9781558602519
Category : Computers
Languages : en
Pages : 798

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Book Description
Multistrategy learning is one of the newest and most promising research directions in the development of machine learning systems. The objectives of research in this area are to study trade-offs between different learning strategies and to develop learning systems that employ multiple types of inference or computational paradigms in a learning process. Multistrategy systems offer significant advantages over monostrategy systems. They are more flexible in the type of input they can learn from and the type of knowledge they can acquire. As a consequence, multistrategy systems have the potential to be applicable to a wide range of practical problems. This volume is the first book in this fast growing field. It contains a selection of contributions by leading researchers specializing in this area. See below for earlier volumes in the series.

Machine Learning, Optimization, and Big Data

Machine Learning, Optimization, and Big Data PDF Author: Panos Pardalos
Publisher: Springer
ISBN: 3319279262
Category : Computers
Languages : en
Pages : 386

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Book Description
This book constitutes revised selected papers from the First International Workshop on Machine Learning, Optimization, and Big Data, MOD 2015, held in Taormina, Sicily, Italy, in July 2015. The 32 papers presented in this volume were carefully reviewed and selected from 73 submissions. They deal with the algorithms, methods and theories relevant in data science, optimization and machine learning.

EBOOK: Product Design and Development

EBOOK: Product Design and Development PDF Author: Karl Ulrich
Publisher: McGraw Hill
ISBN: 0077143965
Category : Business & Economics
Languages : en
Pages : 433

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Book Description
Treating such contemporary design and development issues as identifying customer needs, design for manufacturing, prototyping, and industrial design, Product Design and Development by Ulrich and Eppinger presents in a clear and detailed way a set of product development techniques aimed at bringing together the marketing, design, and manufacturing functions of the enterprise. The integrative methods in the book facilitate problem solving and decision making among people with different disciplinary perspectives, reflecting the current industry toward designing and developing products in cross-functional teams.

Biodesign

Biodesign PDF Author: Paul G. Yock
Publisher: Cambridge University Press
ISBN: 110708735X
Category : Medical
Languages : en
Pages : 855

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Book Description
A step-by-step, full-color guide to successful medical technology innovation with a new focus on value-based innovation and global opportunities.