Evolving Dynamics of FATA PDF Download

Author: National Defence University (Pakistan)
Publisher:
ISBN: 9789699890109
Category : Federally Administered Tribal Areas (Pakistan)
Languages : en
Pages : 221

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Author: Steven L. Brunton
Publisher: Cambridge University Press
ISBN: 1009098489
Category : Computers
Languages : en
Pages : 615

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A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.

Author: Manish Gupta
Publisher: Springer Nature
ISBN: 3031019059
Category : Computers
Languages : en
Pages : 110

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Book Description
Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Initial research in outlier detection focused on time series-based outliers (in statistics). Since then, outlier detection has been studied on a large variety of data types including high-dimensional data, uncertain data, stream data, network data, time series data, spatial data, and spatio-temporal data. While there have been many tutorials and surveys for general outlier detection, we focus on outlier detection for temporal data in this book. A large number of applications generate temporal datasets. For example, in our everyday life, various kinds of records like credit, personnel, financial, judicial, medical, etc., are all temporal. This stresses the need for an organized and detailed study of outliers with respect to such temporal data. In the past decade, there has been a lot of research on various forms of temporal data including consecutive data snapshots, series of data snapshots and data streams. Besides the initial work on time series, researchers have focused on rich forms of data including multiple data streams, spatio-temporal data, network data, community distribution data, etc. Compared to general outlier detection, techniques for temporal outlier detection are very different. In this book, we will present an organized picture of both recent and past research in temporal outlier detection. We start with the basics and then ramp up the reader to the main ideas in state-of-the-art outlier detection techniques. We motivate the importance of temporal outlier detection and brief the challenges beyond usual outlier detection. Then, we list down a taxonomy of proposed techniques for temporal outlier detection. Such techniques broadly include statistical techniques (like AR models, Markov models, histograms, neural networks), distance- and density-based approaches, grouping-based approaches (clustering, community detection), network-based approaches, and spatio-temporal outlier detection approaches. We summarize by presenting a wide collection of applications where temporal outlier detection techniques have been applied to discover interesting outliers. Table of Contents: Preface / Acknowledgments / Figure Credits / Introduction and Challenges / Outlier Detection for Time Series and Data Sequences / Outlier Detection for Data Streams / Outlier Detection for Distributed Data Streams / Outlier Detection for Spatio-Temporal Data / Outlier Detection for Temporal Network Data / Applications of Outlier Detection for Temporal Data / Conclusions and Research Directions / Bibliography / Authors' Biographies

Author: Cybellium Ltd
Publisher: Cybellium Ltd
ISBN:
Category : Computers
Languages : en
Pages : 143

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Book Description
Unleash the Power of Robust Data Management with "Mastering PostgreSQL Database" In today's data-driven landscape, the ability to efficiently manage, store, and retrieve data is paramount. "Mastering PostgreSQL Database" is your definitive guide to mastering one of the most powerful and versatile open-source relational databases – PostgreSQL. Whether you're an experienced database administrator or a newcomer to the world of SQL databases, this book equips you with the knowledge and skills needed to harness the true capabilities of PostgreSQL. About the Book: "Mastering PostgreSQL Database" takes you on an enlightening journey through the intricacies of PostgreSQL, from foundational concepts to advanced techniques. From data modeling to performance optimization, this book covers it all. Each chapter is carefully crafted to provide both a deep understanding of the concepts and practical applications in real-world scenarios. Key Features: · PostgreSQL Foundations: Build a solid understanding of PostgreSQL's architecture, relational data model, and the SQL language for data manipulation. · Advanced SQL Techniques: Master advanced SQL querying techniques, including window functions, common table expressions, and recursive queries, for complex data retrieval. · Data Modeling and Design: Learn how to design effective database schemas, normalize data, and establish relationships for efficient data storage and retrieval. · Performance Optimization: Dive into strategies for optimizing query performance, indexing, and managing database statistics to ensure your PostgreSQL instance runs smoothly. · Advanced Features: Explore PostgreSQL's advanced features, including JSON and XML data types, full-text search, spatial data, and procedural languages. · High Availability and Replication: Understand PostgreSQL's mechanisms for achieving high availability, data replication, and failover to ensure data reliability. · Security and Administration: Learn best practices for database administration, user roles, access control, and data security to protect your PostgreSQL instance. · Integration and Ecosystem: Explore how PostgreSQL seamlessly integrates with other tools, frameworks, and languages, enabling you to build comprehensive applications. · Real-World Use Cases: Gain insights from real-world examples across industries, from finance and healthcare to e-commerce and beyond. Who This Book Is For: "Mastering PostgreSQL Database" caters to database administrators, developers, and anyone seeking to leverage the power of relational databases. Whether you're looking to enhance your skills or delve into the world of SQL databases, this book provides the insights and tools to navigate the intricacies of PostgreSQL. Why You Should Read This Book: In a data-intensive era where reliability and scalability are crucial, PostgreSQL stands out as a trusted choice for robust data management. "Mastering PostgreSQL Database" empowers you to fully harness its capabilities, enabling you to build applications that handle complex queries, manage large datasets, and ensure data integrity. © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com

Author: Bruce Hoffman
Publisher: Columbia University Press
ISBN: 0231168985
Category : Political Science
Languages : en
Pages : 696

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Book Description
Examining each major terrorist act and campaign of the decade following September 11, 2001, internationally recognized scholars launch original studies of the involvement of global terrorist leaders and organizations in these incidents and the planning, organization, execution, recruitment, and training that went into them. Their work relays the changing character of al-Qaeda and its affiliates since the invasion of Afghanistan and Iraq and the sophisticated elements that, despite the WestÕs best counterterrorism efforts, continue to exert substantial and sustained control over terrorist operations. Through case studies of terrorist acts occurring both within and outside the West, the volumeÕs contributors investigate al-Qaeda as it adapts to the strategies of Operation Enduring Freedom and subsequent U.S.-led global counterterrorism campaigns. They explore whether Osama bin Laden was indeed reduced to a mere figurehead before his death or whether he successfully exercised global command over al-QaedaÕs activities. Did al-Qaeda become a loose collection of individuals and ideas following its expulsion from Afghanistan, or was it reborn as a transnational organization powered by a well-articulated ideology? What is the preeminent terrorist threat we face today, and what will it look like in the future? This anthology pinpoints the important patterns and strategies that will best inform counterterrorism in a new century.

Author: Evren Eryurek
Publisher: "O'Reilly Media, Inc."
ISBN: 1492063444
Category : Computers
Languages : en
Pages : 254

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Book Description
As you move data to the cloud, you need to consider a comprehensive approach to data governance, along with well-defined and agreed-upon policies to ensure your organization meets compliance requirements. Data governance incorporates the ways people, processes, and technology work together to ensure data is trustworthy and can be used effectively. This practical guide shows you how to effectively implement and scale data governance throughout your organization. Chief information, data, and security officers and their teams will learn strategy and tooling to support democratizing data and unlocking its value while enforcing security, privacy, and other governance standards. Through good data governance, you can inspire customer trust, enable your organization to identify business efficiencies, generate more competitive offerings, and improve customer experience. This book shows you how. You'll learn: Data governance strategies addressing people, processes, and tools Benefits and challenges of a cloud-based data governance approach How data governance is conducted from ingest to preparation and use How to handle the ongoing improvement of data quality Challenges and techniques in governing streaming data Data protection for authentication, security, backup, and monitoring How to build a data culture in your organization

Author: Bryan Jean
Publisher: Emerald Group Publishing
ISBN: 1781908974
Category : Business & Economics
Languages : en
Pages : 350

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Book Description
Volume 24 of Advances in International Marketing, guest-edited by Professors Jean, Chiou and Zou, considers the impact of major trends in internal and external environments of the firm on international marketing,

Author: Shuja Nawaz
Publisher: Center for Strategic & International Studies
ISBN:
Category : Political Science
Languages : en
Pages : 64

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Author: Pakistan. Federal Bureau of Statistics
Publisher:
ISBN:
Category : Labor supply
Languages : en
Pages : 430

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Author: Stuart Gottlieb
Publisher: CQ Press
ISBN: 1483301117
Category : Political Science
Languages : en
Pages : 433

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Book Description
Featuring paired pro/con pieces written specifically for this volume, Debating Terrorism and Counterterrorism : Conflicting Perspectives on Causes, Contexts, and Responses encourages students to grapple with the central debates surrounding the field of terrorism. With topics ranging from the root causes of terrorism, the role of religion in terrorism, whether suicide terrorism is ever justified, whether the spread of democracy can help defeat terrorism, and what trade-offs should exist between security and civil liberties, Gottlieb's outstanding cast of contributors returns, compelling students to wrestle with the conflicting perspectives that define the field. Stuart Gottlieb frames the paired essays with incisive headnotes, providing historical context and preparing students to read each argument critically. Each selection has been updated to account for recent world events, policy changes, and new scholarship. New to the reader, and by reviewer request, is a chapter, "Can Global Institutions Make a Difference in Fighting Terrorism?"