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Author: Huan Liu
Publisher: Springer Science & Business Media
ISBN: 1475733593
Category : Computers
Languages : en
Pages : 433
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Book Description
The ability to analyze and understand massive data sets lags far behind the ability to gather and store the data. To meet this challenge, knowledge discovery and data mining (KDD) is growing rapidly as an emerging field. However, no matter how powerful computers are now or will be in the future, KDD researchers and practitioners must consider how to manage ever-growing data which is, ironically, due to the extensive use of computers and ease of data collection with computers. Many different approaches have been used to address the data explosion issue, such as algorithm scale-up and data reduction. Instance, example, or tuple selection pertains to methods or algorithms that select or search for a representative portion of data that can fulfill a KDD task as if the whole data is used. Instance selection is directly related to data reduction and becomes increasingly important in many KDD applications due to the need for processing efficiency and/or storage efficiency. One of the major means of instance selection is sampling whereby a sample is selected for testing and analysis, and randomness is a key element in the process. Instance selection also covers methods that require search. Examples can be found in density estimation (finding the representative instances - data points - for a cluster); boundary hunting (finding the critical instances to form boundaries to differentiate data points of different classes); and data squashing (producing weighted new data with equivalent sufficient statistics). Other important issues related to instance selection extend to unwanted precision, focusing, concept drifts, noise/outlier removal, data smoothing, etc. Instance Selection and Construction for Data Mining brings researchers and practitioners together to report new developments and applications, to share hard-learned experiences in order to avoid similar pitfalls, and to shed light on the future development of instance selection. This volume serves as a comprehensive reference for graduate students, practitioners and researchers in KDD.
Author: Huan Liu
Publisher: Springer Science & Business Media
ISBN: 1475733593
Category : Computers
Languages : en
Pages : 433
Get Book Here
Book Description
The ability to analyze and understand massive data sets lags far behind the ability to gather and store the data. To meet this challenge, knowledge discovery and data mining (KDD) is growing rapidly as an emerging field. However, no matter how powerful computers are now or will be in the future, KDD researchers and practitioners must consider how to manage ever-growing data which is, ironically, due to the extensive use of computers and ease of data collection with computers. Many different approaches have been used to address the data explosion issue, such as algorithm scale-up and data reduction. Instance, example, or tuple selection pertains to methods or algorithms that select or search for a representative portion of data that can fulfill a KDD task as if the whole data is used. Instance selection is directly related to data reduction and becomes increasingly important in many KDD applications due to the need for processing efficiency and/or storage efficiency. One of the major means of instance selection is sampling whereby a sample is selected for testing and analysis, and randomness is a key element in the process. Instance selection also covers methods that require search. Examples can be found in density estimation (finding the representative instances - data points - for a cluster); boundary hunting (finding the critical instances to form boundaries to differentiate data points of different classes); and data squashing (producing weighted new data with equivalent sufficient statistics). Other important issues related to instance selection extend to unwanted precision, focusing, concept drifts, noise/outlier removal, data smoothing, etc. Instance Selection and Construction for Data Mining brings researchers and practitioners together to report new developments and applications, to share hard-learned experiences in order to avoid similar pitfalls, and to shed light on the future development of instance selection. This volume serves as a comprehensive reference for graduate students, practitioners and researchers in KDD.
Author: Jacob Neusner
Publisher: Wipf and Stock Publishers
ISBN: 1592443419
Category : Religion
Languages : en
Pages : 263
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Book Description
Author: Mats Braun
Publisher: Routledge
ISBN: 1317139143
Category : Political Science
Languages : en
Pages : 194
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Book Description
Prior to the European Union (EU) 2004/2007 enlargement there were several predictions that this event would hamper progressive decision-making within the EU on environmental policy. It was believed that the new member states had adopted EU rules as a consequence of the EU's conditionality and consequently they would rather slow down the reform speed in the field after accession. In this book, Mats Braun offers an up-to-date account of how post-communist member states have handled policy initiatives in the field of environmental policy after accession. Using detailed case studies of how Bulgaria, the Czech Republic, Poland and Romania dealt with two different EU policy initiatives - REACH and the Climate-Energy Package - he explores whether social norms and the process of socialization can help us understand why the track record of new member states in the area of environmental policy is more varied than was originally envisaged prior to enlargement.
Author: United States. Congress. Senate. Committee on Education and Labor. Subcommittee on Senate Resolution 266
Publisher:
ISBN:
Category : Civil rights
Languages : en
Pages : 396
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Book Description
Author: Sayyed Aamir Raza
Publisher: Wasila Society
ISBN: 1095384481
Category : Philosophy
Languages : en
Pages : 241
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Book Description
This book discusses the reality of human being by pointing out some of the very fundamental issues that remain hidden from the eyes of the modern and post-modern western thought. By elaborating Mulla Sadra’s concept of Soul’s origination from the body and its survival through the Spirit, this book explains how the human soul develops stage by stage in a gradual manner from a vegetative body in the womb. By using Mulla Sadra’s principles of causality, this book shows how God and his Angels create man and other species on the Earth without denying Darwin’s evolutionary theory. In this reference, the role of metaphysical worlds in actualizing human knowledge is also discussed. This book also shows how the human life is a journey back towards its origin i.e. towards God and how this journey would continue even after death. In this reference, this book also explains the principles on the basis of which human soul would continue its life in the post-humus world. This book also clarifies the benefits of focusing onto the self and how this focus may lead to the realization of the Eternal Self of God. In this way, it shows how it is not impossible to experience the post-humus conditions even before death. It also specifies what kind of lifestyle may possibly ensure the occurrence of such mystic experiences.
Author: Vadim Malvone
Publisher: Springer Nature
ISBN: 3031432649
Category : Computers
Languages : en
Pages : 571
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Book Description
This volume LNCS 14282 constitutes the refereed proceedings of the 20th European Conference EUMAS 2023, held in Naples, Italy, during September 2023. This volume includes 24 full papers and 5 short papers, carefully selected from 47 submissions. Additionally, the volume features 16 short papers, rigorously reviewed from 20 submissions for the PhD day. The conference focused on the theory and practice of autonomous agents and multi-agent systems, covering a wide range of topics.
Author: Soo Min Toh
Publisher: Taylor & Francis
ISBN: 1000644782
Category : Psychology
Languages : en
Pages : 333
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Book Description
Multinational enterprises continue to rely heavily upon expatriates as part of their global workforce. These expatriates, whose exact employment contract may take different forms, are assigned to help them develop global skills as well as to foster knowledge transfer. But managing this expatriate workforce is extremely complex, requiring a questioning of assumptions and sensitivity to new social and cultural dynamics. This book sets out to examine the problem of expatriate management through an I/O Psychology lens. Each chapter draws upon the expertise of scholars from around the world to provide insights into the latest research findings and remaining needs, pertaining to a wide variety of issues. The contributors of this book review the current state of the research of the issue at hand and then make recommendations for where the new frontiers of the research should be in the coming decades. This volume covers four sets of issues pertaining to expatriate management and global mobility in depth. First, the different decision points organizations must make about assigning someone to an overseas location for some period of time; second the different categories of employees in the multinational corporation and their unique characteristics and challenges; third, the various issues and implications of managing a globally mobile workforce; and fourth, the unique contexts of global mobility. Overarching future research themes are identified that lay out the research agenda for the coming decades. By bringing together key research, this book aims to help I/O psychologists understand, explore, and identify new ways of contributing to the understanding of the issues involved in managing an expatriate workforce. Incorporating state-of-the art I/O psychology research in this unique context bears the promise of yielding important new paradigms and practices.
Author: Vijay
Publisher: Partridge Publishing
ISBN: 1543705723
Category : Computers
Languages : en
Pages : 189
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Book Description
In simple terms, the book is designed to give IT professionals an extensive idea of what cloud computing is all about, the basic fundamentals, what the different options of cloud computing are for an enterprise, and how the same can be adopted to their own enterprise. This book is exhaustive and covers almost all the top cloud computing technologies and to the lowest level of details, which will help even a junior-level IT professional to design and deploy cloud solutions based on the individual requirements. This book offers high level of details, which will help IT administrators to manage and maintain the corporate and SME IT infrastructure. This book can also be a part of an engineering curriculum, especially where information technology and computer science courses are offered.
Author: Rohini Acharya
Publisher: Cambridge University Press
ISBN: 1107161649
Category : Business & Economics
Languages : en
Pages : 753
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Book Description
This volume contains a collection of studies examining trade-related issues negotiated in regional trade agreements (RTAs) and how RTAs are related to the WTO's rules. While previous work has focused on subsets of RTAs, these studies are based on what is probably the largest dataset used to date, and highlight key issues that have been negotiated in all RTAs notified to the General Agreement on Tariffs and Trade (GATT) and the World Trade Organization (WTO). New rules within RTAs are compared to rules agreed upon by WTO members. The extent of their divergences and the potential implications for parties to RTAs, as well as for WTO members that are not parties to RTAs, are examined. This volume makes an important contribution to the current debate on the role of the WTO in regulating international trade and how WTO rules relate to new rules being developed by RTAs.
Author: Robert Miller
Publisher: Bloomsbury Publishing
ISBN: 1137013907
Category : Social Science
Languages : en
Pages : 368
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Book Description
This clear, student-friendly text offers a step-by-step introduction to the use of SPSS - easily the most widely used data analysis computer package in the social sciences. Supported by four datasets taken from the well-known British Social Attitudes Survey on the topics crime, health, politics and poverty, it offers an eminently practical approach to its subject, while still setting its explanation of statistical procedures within the wider social research context.
