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Cost-Sensitive Machine Learning

Cost-Sensitive Machine Learning

In machine learning applications practitioners must take into account the cost associated with the algorithm. These costs include: Cost of acquiring training dataCost of data annotation/labeling and cleaningComputational cost for model fitting validation and testingCost of collecting features/attributes for test dataCost of user feedback collectionCost of incorrect prediction/classificationCost-Sensitive Machine Learning is one of the first books to provide an overview of the current research efforts and problems in this area. It discusses real-world applications that incorporate the cost of learning into the modeling process. The first part of the book presents the theoretical underpinnings of cost-sensitive machine learning. It describes well-established machine learning approaches for reducing data acquisition costs during training as well as approaches for reducing costs when systems must make predictions for new samples. The second part covers real-world applications that effectively trade off different types of costs. These applications not only use traditional machine learning approaches but they also incorporate cutting-edge research that advances beyond the constraining assumptions by analyzing the application needs from first principles. Spurring further research on several open problems this volume highlights the often implicit assumptions in machine learning techniques that were not fully understood in the past. The book also illustrates the commercial importance of cost-sensitive machine learning through its coverage of the rapid application developments made by leading companies and academic research labs.

GBP 59.99
1

Developments In Pressure-Sensitive Products

Developments In Pressure-Sensitive Products

Since the first groundbreaking edition of Developments in Pressure-Sensitive Products was introduced in 1998 heavy research has resulted in substantial progress in the field. Fully updated and expanded to reflect this activity Developments in Pressure-Sensitive Products Second Edition provides a detailed overview of the entire range of pressure-sensitive products both with and without adhesives. It explores the principles behind their design and manufacture along with a variety of applications in medicine electronics packaging and protection. The book establishes the link between underlying theory and practical applications exploring the physical molecular and chemical bases of PSPs while describing the manufacturing processes end uses and economic issues involved. This edition includes three new chapters: the first of these explains the new theory of pressure sensitivity considered as a process illustrating the principles of polymer science governing PSP technology; the second discusses the crosslinking of acrylics the most important domain in specialized products; and the third presents the latest developments in products based on plastomers such as hydrogels. Additional coverage includes biological applications of PSPs engineering problems of coating equipment web finishing for plastic films and confectioning. Offering cutting-edge information from the frontiers of research and industry Developments in Pressure-Sensitive Products Second Edition is an ideal reference to all aspects of pressure-sensitive technologies and materials.

GBP 59.99
1

Handbook of Water Sensitive Planning and Design

Handbook of Water Sensitive Planning and Design

Design options and planning procedures must be critically examined to ensure that landscapes are created with sensitivity to water quality and management issues as well as overall ecological integrity. Handbook of Water Sensitive Planning and Design presents the history of water as a design and planning element in landscape architecture and describes new interpretations of water management. This text pushes the frontiers of standard water management in new directions challenging readers into abandoning the comfortable safety of conducting business-as-usual within narrow disciplinary confines and instead directing views outward to the exciting and incompletely mapped regions of true interdisciplinary water sensitive planning and design. With contributions from renowned practitioners Part I provides seventeen chapters addressing the subject of site-specific water sensitive design and Part II presents another seventeen chapters focusing on issues relating to the water sensitive planning of riparian buffers and watersheds. In addition Professor France has provided a "Response" to accompany each chapter which succinctly underscores the salient features in more detail and emphasizes cross-linking to other chapters in the book. The "Overview" provides a brief road-map to navigate through the section. Finally the discussion summaries at the end of each section elaborate on past problems current challenges and future directions. Handbook of Water Sensitive Planning and Design puts forward the very best of modern water sensitive planning and design and should be required reading for everyone involved in this dynamic and crucial field.

GBP 44.99
1

Tork Sensitive Liquid Soap, 475ml, Pack of 8

Colgate Toothpaste Sensitive Instant Relief 20ml (Pack of 48) - C008614

Life-Cycle of Structures Under Uncertainty Emphasis on Fatigue-Sensitive Civil and Marine Structures

Life-Cycle of Structures Under Uncertainty Emphasis on Fatigue-Sensitive Civil and Marine Structures

Life-cycle analysis is a systematic tool for efficient and effective service life management of deteriorating structures. In the last few decades theoretical and practical approaches for life-cycle performance and cost analysis have been developed extensively due to increased demand on structural safety and service life extension. This book presents the state-of-the-art in life-cycle analysis and maintenance optimization for fatigue-sensitive structures. Both theoretical background and practical applications have been provided for academics engineers and researchers. Concepts and approaches of life-cycle performance and cost analysis developed in recent decades are presented. The major topics covered include (a) probabilistic concepts of life-cycle performance and cost analysis (b) inspection monitoring and maintenance for fatigue cracks (c) estimation of fatigue crack detection (d) optimum inspection and monitoring planning (e) multi-objective life-cycle optimization and (f) decision making in life-cycle analysis. Life-cycle optimization covered in the book considers probability of fatigue crack detection fatigue crack damage detection time maintenance times probability of failure service life and total life-cycle cost. For the practical application and integration of recently developed approaches for inspection and maintenance planning efficient and effective multi-objective optimization and decision making are presented. This book will help engineers engaged in civil and marine structures including students researchers and practitioners with reliable and cost-effective maintenance planning of fatigue-sensitive structures and to develop more advanced approaches and techniques in the field of life-cycle maintenance optimization and safety of structures under various aging and deteriorating conditions. Key Features:Provides the state-of-the-art in life-cycle cost analysis and optimization for fatigue-sensitive structures Provides a solid foundation of theoretical backgrounds and practical applications both for academics and practicing engineers and researchers Covers illustrative examples and recent development for optimum service life management Deals with various structures such as bridges and ships subjected to fatigue . | Life-Cycle of Structures Under Uncertainty Emphasis on Fatigue-Sensitive Civil and Marine Structures

GBP 44.99
1

Challenge Duplicate Book Receipt 141x280 400048651

Binding Space: The Book as Spatial Practice

Helmut Newton. Legacy Book

Zandonà Carbon Air Sensitive+ Young Fetlock