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Author: National Defence University (Pakistan)
Publisher:
ISBN: 9789699890109
Category : Federally Administered Tribal Areas (Pakistan)
Languages : en
Pages : 221
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Book Description
Author: National Defence University (Pakistan)
Publisher:
ISBN: 9789699890109
Category : Federally Administered Tribal Areas (Pakistan)
Languages : en
Pages : 221
Get Book Here
Book Description
Author: Steven L. Brunton
Publisher: Cambridge University Press
ISBN: 1009098489
Category : Computers
Languages : en
Pages : 615
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Book Description
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: Christophe Jaffrelot
Publisher: Columbia University Press
ISBN: 0231540256
Category : Political Science
Languages : en
Pages : 359
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Book Description
In Pakistan at the Crossroads, top international scholars assess Pakistan's politics and economics and the challenges faced by its civil and military leaders domestically and diplomatically. Contributors examine the state's handling of internal threats, tensions between civilians and the military, strategies of political parties, police and law enforcement reform, trends in judicial activism, the rise of border conflicts, economic challenges, financial entanglements with foreign powers, and diplomatic relations with India, China, Iran, Saudi Arabia, Afghanistan, and the United States. In addition to ethnic strife in Baluchistan and Karachi, terrorist violence in Pakistan in response to the American-led military intervention in Afghanistan and in the Federally Administered Tribal Areas by means of drones, as well as to Pakistani army operations in the Pashtun area, has reached an unprecedented level. There is a growing consensus among state leaders that the nation's main security threats may come not from India but from its spiraling internal conflicts, though this realization may not sufficiently dissuade the Pakistani army from targeting the country's largest neighbor. This volume is therefore critical to grasping the sophisticated interplay of internal and external forces complicating the country's recent trajectory.
Author: Shuja Nawaz
Publisher: Center for Strategic & International Studies
ISBN:
Category : Political Science
Languages : en
Pages : 64
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Book Description
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: 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: Bouarara, Hadj Ahmed
Publisher: IGI Global
ISBN: 1668486881
Category : Computers
Languages : en
Pages : 354
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Book Description
In the evolving landscape of Web3, the use of advanced machine learning, artificial intelligence, and cybersecurity transforms industries through theoretical exploration and practical application. The integration of advanced machine learning and AI techniques promises enhanced security protocols, predictive analytics, and adaptive defenses against the increasing number of cyber threats. However, these technological improvements also raise questions regarding privacy, transparency, and the ethical implications of AI-driven security measures. Advanced Machine Learning, AI, and Cybersecurity in Web3: Theoretical Knowledge and Practical Application explores theories and applications of improved technological techniques in Web 3.0. It addresses the challenges inherent to decentralization while harnessing the benefits offered by advances, thereby paving the way for a safer and more advanced digital era. Covering topics such as fraud detection, cryptocurrency, and data management, this book is a useful resource for computer engineers, financial institutions, security and IT professionals, business owners, researchers, scientists, and academicians.
Author: Sergio Albeverio
Publisher: Springer Science & Business Media
ISBN: 3790819379
Category : Business & Economics
Languages : en
Pages : 489
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Book Description
This book contains the contributions presented at the international workshop "The Dynamics of Complex Urban Systems: an interdisciplinary approach" held in Ascona, Switzerland in November 2004. Experts from several disciplines outline a conceptual framework for modeling and forecasting the dynamics of both growth-limited cities and megacities. Coverage reflects the various interdependencies between structural and social development.
Author: Rajesh Kumar Dhanaraj
Publisher: John Wiley & Sons
ISBN: 1394195303
Category : Technology & Engineering
Languages : en
Pages : 454
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Book Description
Comprehensive reference exploring the benefits and implementation of digital twins in industrial production and manufacturing Digital Twins in Industrial Production and Smart Manufacturing provides an overview of digital twin theoretical concepts, techniques, and recent trends used to meet the requirements and challenges of industrial production and smart manufacturing. The text describes how to achieve industrial excellence through virtual factory simulation and digital modeling innovations for next-generation manufacturing system design. The contributing authors address the many possible technical advantages of major Industry 5.0 technological advancements, using illustrations to aid readers in practical implementation of concepts, along with existing scenarios, potential research gaps, adoption difficulties, case studies, and future research objectives. The text also presents many applications and use cases of Industry 5.0 and digital twins in a variety of industries, including the aerospace industry, pharmaceutical manufacturing and biotech, augmented reality, virtual reality, edge computing and blockchain-based Internet of Things (IoT), cobots, intelligent logistics and supply chain management, and more. Edited by a group of highly qualified academics with significant experience in the field, Digital Twins in Industrial Production and Smart Manufacturing covers additional topics such as: Hyper-automation technology, including specialized workflow procedures and particular sectors of solicitations linked to hyper-automation Digital twins in the context of smart cities, with attempts to draw comparisons with the use of digital twins in industrial IoT Virtual factories based on digital twins and corresponding architecture to facilitate modeling, simulation, and assessment of manufacturing systems Cognitive, interactive, and standardization aspects of digital twins, and the proper implementation of digital twin technology for safety critical systems Digital Twins in Industrial Production and Smart Manufacturing is a must-have reference for researchers, scholars, and professionals in fields related to digital twins in industrial production and manufacturing. It is also suitable as a hands-on resource for students interested in the fields of digital twins and smart manufacturing.
