This book explores machine learning (ML) defenses against the many cyberattacks that make our workplaces, schools, private residences, and critical infrastructures vulnerable as a consequence of the dramatic increase in botnets, data ransom, system and network denials of service, sabotage, and data theft attacks. The use of ML techniques for security tasks has been steadily increasing in research and also in practice over the last 10 years. Covering efforts to devise more effective defenses, the book explores security solutions that leverage machine learning (ML) techniques that have recently grown in feasibility thanks to significant advances in ML combined with big data collection and analysis capabilities. Since the use of ML entails understanding which techniques can be best used for specific tasks to ensure comprehensive security, the book provides an overview of the current state of the art of ML techniques for security and a detailed taxonomy of security tasks and corresponding ML techniques that can be used for each task. It also covers challenges for the use of ML for security tasks and outlines research directions. While many recent papers have proposed approaches for specific tasks, such as software security analysis and anomaly detection, these approaches differ in many aspects, such as with respect to the types of features in the model and the dataset used for training the models. In a way that no other available work does, this book provides readers with a comprehensive view of the complex area of ML for security, explains its challenges, and highlights areas for future research. This book is relevant to graduate students in computer science and engineering as well as information systems studies, and will also be useful to researchers and practitioners who work in the area of ML techniques for security tasks.
This book explores machine learning (ML) defenses against the many cyberattacks that make our workplaces, schools, private residences, and critical infrastructures vulnerable as a consequence of the dramatic increase in botnets, data ransom, system and network denials of service, sabotage, and data theft attacks. The use of ML techniques for security tasks has been steadily increasing in research and also in practice over the last 10 years. Covering efforts to devise more effective defenses, the book explores security solutions that leverage machine learning (ML) techniques that have recently grown in feasibility thanks to significant advances in ML combined with big data collection and analysis capabilities. Since the use of ML entails understanding which techniques can be best used for specific tasks to ensure comprehensive security, the book provides an overview of the current state of the art of ML techniques for security and a detailed taxonomy of security tasks and corresponding ML techniques that can be used for each task. It also covers challenges for the use of ML for security tasks and outlines research directions. While many recent papers have proposed approaches for specific tasks, such as software security analysis and anomaly detection, these approaches differ in many aspects, such as with respect to the types of features in the model and the dataset used for training the models. In a way that no other available work does, this book provides readers with a comprehensive view of the complex area of ML for security, explains its challenges, and highlights areas for future research. This book is relevant to graduate students in computer science and engineering as well as information systems studies, and will also be useful to researchers and practitioners who work in the area of ML techniques for security tasks.
This unique book sheds light on the press coverage of Karachi's ethnic affairs through a detailed textual analysis of newspapers. The author examines the coverage of communal issues in both English and Urdu newspapers, highlighting the improvements in English newspapers' coverage and the tendencies of Urdu dailies to report on state nationalism-driven news items during ethnic hostilities. With a regional focus on Karachi, this book is an essential read for historians, researchers, and journalists interested in understanding the ethnic dynamics of Pakistan and the role of the press in covering multi-ethnic societies. The book is a valuable contribution to the study of Pakistan's ethnic affairs, providing insight into the ideas, movements, and theories that have shaped Karachi's ethnic landscape.
The fundamental premise of this study is that where Constitutions, such as that of India and Pakistan, articulate legal norms which limit the scope of the executive power to derogate from individual rights during states of emergency, there must likewise exist an effective control mechanism to ensure that the Executive acts within the scope of that power. Viewed from this perspective, the judicial power to interpret the Constitution imposes upon the Court the constitutional duty to provide adequate safeguards against the abuse of state power affecting individual rights. This power remains available notwithstanding the presumed or purported ouster of judicial review. The concept of judicial review as a source of control is examined in the light of the experience of Pakistan and India during periods of constitutional emergency. The divergent approaches of the Courts in these countries, in litigation concerning emergency powers and individual rights, are explained in terms of divergent views that these Courts have adopted with respect to the nature of judicial review.
The face of Terror has changed dramatically. Today major terrorist attacks are marked by their meticulous preparation and deadly execution—as the Mumbai attacks of 26/11 have clearly established. The most important planning centre for these operations is the tribal region located on the border between Pakistan and Afghanistan. Following the U.S. action in Afghanistan in December 2001 many Al Qaeda and Taliban fighters escaped and settled down in these regions where, historically, the writ of the state has always been weak. Taking advantage of the inhospitable terrain and the porous border, Al Qaeda militants of multiple ethnic origins regrouped. In 2008 alone they launched over fifty suicide missions which have inflicted more than six thousand casualties in attacks across the world. In these remote valleys the fatal mix of ultra-conservatism, economic under-development, religious obscurantism and the absence of law and justice has resulted in a cauldron of militancy which is being fed and fuelled by the shadowy presence of the Al Qaeda and the Taliban. Ever-younger fighters are being recruited for suicide missions while music, shaving and the education of girls are proscribed by increasingly powerful clerics. In this book Imtiaz Gul follows the trail of militancy and the way it has evolved under Al Qaeda’s influence in tribal areas.
The story of the dark side of the Afghan war - and how Pakistan degenerated into a nuclear-armed powder keg Eight years ago we chased the Taliban from Kabul and forced Al Qaeda to find a new home. One by one the militants crossed the border into Pakistan and settled in its tribal areas, building alliances with locals and terrorizing or bribing their way to power. This place - Pakistan's lawless frontier - is now the epicenter of global terrorism. It is where young American and British jihadists go to be trained, where the kidnapped are stowed away, and where plots are hatched for deadly attacks all over the world. It has become, in President Obama's words, "the most dangerous place" - a hornet's nest of violent extremists, many of whom now target their own state in vicious suicide- bombing campaigns. Imtiaz Gul, who knows the ins and outs of these groups and their leaders, tackles the toughest questions about the current situation: What can be done to bring the Pakistani Taliban under control? Who funds these militants and what are their links to Al Qaeda? Are they still supported by the ISI, Pakistan's all-powerful intelligence agency? Based on dozens of exclusive interviews with high-ranking Pakistani intelligence, government and military officers and extensive first-hand reporting, The Most Dangerous Place is a gripping and definitive exposé of a region that Americans need urgently to understand.
Much has been written about democratizing Afghanistan and Iraq, yet a clear-cut, theoretically-enriching, and empirically thick comparative analysis remains overdue for societies as divided as these two. To partly fill in the vacuum, this book utilizes various theories and stages of international negotiations(which catalyzed democratization in both cases) in interpreting both cases, while also distinguishing between endogenous and exogenous democratization forces. How electoral democracy came about in both cases is traced from the negotiating table through at least 4 stages and 6 chapters. The study finds democratization being more stable when left on its own momentum (as in Afghanistan) than when conflict-driven (as in Iraq). Though full-fledged democracy does not appear inevitable in either case, the study's insightful exploration of its interface in Islamic communities and as a Bush Doctrine component alerts us to fasten our seat belts before elections beckon again.
This book makes a significant contribution to the understanding of issues of comparative constitutionalism in emergent politics. Recurrent states of emergency in Malaysia, Sri Lanka and Bangladesh provide the background for a comparative examination of constitutional emergency powers, individual rights, and judicial review. This work examines the extent to which the Court in these countries has performed its expected role, identifies problems in approaches to interpretation which have been adopted, and suggests alternatives to constitutional interpretation and judicial review. The alternatives explored are drawn from contemporary western jurisprudence, including those of Ronald Dworkin and writers of the Critical Legal Studies tradition. The juxtaposition of western jurisprudential development to issues of constitutionalism in the countries under survey is a bold attempt to seek some common ground in conceptualizing rights and techniques of juristic interpretation in western and eastern legal cultures. The theoretical framework of the study is well-perceived, the arguments convincing. This carefully researched work makes a valuable and scholarly contribution to the study of comparative constitutional law and jurisprudence.
Explicating the pre- and post-Bin Laden Pakistan, Imtiaz Gul relooks at questions plaguing the nation: Why and how this country became home to the world’s most wanted terrorist? Bin Laden’s escape from the Tora Bora Mountains in Eastern Afghanistan in December 2001 to his last hideout in Abbottabad, and to find answers to the dozens of questions surrounding his stay in Pakistan as well as the US blitz raid in the wee hours of 2 May 2011. Had the world’s most wanted person at all been living in Pakistan for all those years, how did he manage to stay undetected, together with his big family, including an eight-month-old son? Who from within the security establishment provided the safety network to the family? What stakes did the Pakistan Army and the ISI have at all – if they were complicit – in protecting him? Why did Bin Laden fascinate certain people and groups within Pakistan? Pakistan: Before and After Osama is an attempt to analyze present-day Pakistan in the light of two narratives – one stitched together in Washington and the other woven in Pakistan – about the checkered history of its relations with Pakistan and its involvement in the region, and how differences over how to tackle Al Qaeda and its local affiliates continue to sour and strain the ties between the two long-time ‘allies’.
This book explores Bangladesh's shift from a 'bottomless pit' into a 'middle-income' category. Six chapters in the book cover topics on microfinance growth, ready-made garment production, and social safety net programs playing pivotal roles particularly for women empowerment. In doing so, the book shows that the net effect was not just a change to the country's limited number of representative brands, but also a realization of many more brands to have built up over time.
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