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This book provides insights into smart ways of computer log data analysis, with the goal of spotting adversarial actions. It is organized into 3 major parts with a total of 8 chapters that include a detailed view on existing solutions, as well as novel techniques that go far beyond state of the art. The first part of this book motivates the entire topic and highlights major challenges, trends and design criteria for log data analysis approaches, and further surveys and compares the state of the art. The second part of this book introduces concepts that apply character-based, rather than token-based, approaches and thus work on a more fine-grained level. Furthermore, these solutions were designed for “online use”, not only forensic analysis, but also process new log lines as they arrive in an efficient single pass manner. An advanced method for time series analysis aims at detecting changes in the overall behavior profile of an observed system and spotting trends and periodicities through log analysis. The third part of this book introduces the design of the AMiner, which is an advanced open source component for log data anomaly mining. The AMiner comes with several detectors to spot new events, new parameters, new correlations, new values and unknown value combinations and can run as stand-alone solution or as sensor with connection to a SIEM solution. More advanced detectors help to determines the characteristics of variable parts of log lines, specifically the properties of numerical and categorical fields. Detailed examples throughout this book allow the reader to better understand and apply the introduced techniques with open source software. Step-by-step instructions help to get familiar with the concepts and to better comprehend their inner mechanisms. A log test data set is available as free download and enables the reader to get the system up and running in no time. This book is designed for researchers working in the field of cyber security, and specifically system monitoring, anomaly detection and intrusion detection. The content of this book will be particularly useful for advanced-level students studying computer science, computer technology, and information systems. Forward-thinking practitioners, who would benefit from becoming familiar with the advanced anomaly detection methods, will also be interested in this book.
This book highlights recent research on intelligent systems and nature-inspired computing. It presents 132 selected papers from the 21st International Conference on Intelligent Systems Design and Applications (ISDA 2021), which was held online. The ISDA is a premier conference in the field of computational intelligence, and the latest installment brought together researchers, engineers and practitioners whose work involves intelligent systems and their applications in industry. Including contributions by authors from 34 countries, the book offers a valuable reference guide for all researchers, students and practitioners in the fields of Computer Science and Engineering.
The OECD’s Development Assistance Committee (DAC) conducts peer reviews of individual members once every five to six years. Reviews seek to improve the quality and effectiveness of members’ development co-operation, highlighting good practices and recommending improvements.
The report provides an overview of development finance with biodiversity-related objectives from a wide range of sources: bilateral Development Assistance Committee (DAC) members, non-DAC and South-South and triangular co-operation providers, multilateral institutions, private finance mobilised by development finance, and private philanthropy. The estimates are based on OECD statistical data.
The Routledge Handbook of Soft Power (2nd Edition) offers a comprehensive, detailed, and ground-breaking examination of soft power – a key factor in cultural diplomacy, cultural relations, and public diplomacy. Interrogating soft power as influence, the handbook examines manifestations in media, public mind, policy, and theory – in a fraught geopolitical climate, one demanding reconceptualization of soft power’s role in state and civic society behaviour. Part I provides important new conceptualization and critical analysis of soft power from international relations, philosophical, and other social theoretical perspectives; analyses multiple methods of soft power measurement and makes proposals; and connects soft power innovatively with other concepts Part II addresses soft power and contemporary issues by examining new technology and soft power intentions, soft power and states’ performance during the global pandemic, and soft power and values Part III investigates cases from China, France, Greece, Israel, Japan, Kazhakstan, Poland, Russia, South Korea, Spain, Türkiye, and the United States – some in combination. This innovative handbook is a definitive resource for inquirers into soft power desiring to familiarize themselves with cutting-edge debates and research. It will be of interest and value to students, researchers, and policy makers working in cultural relations, international communication, international relations, public diplomacy, and contiguous fields.
The OECD Development Assistance Committee's periodic peer review of Spain's development assistance programme.
More than thirty years have passed since Latin America began the arduous task of transitioning from military-led rule to democracy. In this time, more countries have moved toward the institutional bases of democracy than at any time in the region’s history. Nearly all countries have held free, competitive elections and most have had peaceful alternations in power between opposing political forces. Despite these advances, however, Latin American countries continue to face serious domestic and international challenges to the consolidation of stable democratic governance. The challenges range from weak political institutions, corruption, legacies of militarism, transnational crime, and globalization among others. In the second edition of Latin American Democracy contributors – both academics and practitioners, North Americans, Latin Americans, and Spaniards—explore and assess the state of democratic consolidation in Latin America by focusing on the specific issues and challenges confronting democratic governance in the region. This thoroughly updated revision provides new chapters on: the environment, decentralization, the economy, indigenous groups, and the role of China in the region.
Evaluation is widely recognised as an important component for learning and improving development effectiveness. Evaluation responds to public and taxpayer demands for credible information and independent assessment of development co-operation activities.