This book is designed to provide a comprehensive introduction to R programming for data analysis, manipulation and presentation. It covers fundamental data structures such as vectors, matrices, arrays and lists, along with techniques for exploratory data analysis, data transformation and manipulation. The book explains basic statistical concepts and demonstrates their implementation using R, including descriptive statistics, graphical representation of data, probability, popular probability distributions and hypothesis testing. It also explores linear and non-linear modeling, model selection and diagnostic tools in R. The book also covers flow control and conditional calculations by using ‘‘if’’ conditions and loops and discusses useful functions and resources for further learning. It provides an extensive list of functions grouped according to statistics classification, which can be helpful for both statisticians and R programmers. The use of different graphic devices, high-level and low-level graphical functions and adjustment of parameters are also explained. Throughout the book, R commands, functions and objects are printed in a different font for easy identification. Common errors, warnings and mistakes in R are also discussed and classified with explanations on how to prevent them.

This book analyses the US drone attacks against terrorists in Pakistan to assess whether the 'pre-emptive' use of combat drones to kill terrorists is ever legally justified. Exploring the doctrinal discourse of pre-emption vis-a-vis the US drone attacks against terrorists in Pakistan, the book shows that the debate surrounding this discourse encapsulates crucial tensions between the permission and limits of the right of self-defence. Drawing from the long history of God-given and man-made laws of war, this book employs positivism as a legal frame to explore and explain the doctrine of pre-emption and analyses the doctrine of the state's rights to self-defence as it stretches into pre-emptive or preventive use of force. The book investigates why the US chose the recourse to pre-emption through the use of combat drones in the 'war on terror' and whether there is a potential future for the pre-emption of terrorism through combat drones. The author argues that the policy to 'kill first' is easy to adopt; however, any disregard for the web of legal requirements surrounding the policy has the potential to undercut the legal claims of an armed act. The book enables the framing and analysis of such controversies in legal terms as opposed to a choice between law and policy. An examination of the legal dilemma concerning drone warfare, this book will be of interest to academics in the fields of international relations, Asian politics, South Asian studies, and security studies, in particular, global security law, new wars, and emerging technologies of warfare.

This book analyses the US drone attacks against terrorists in Pakistan to assess whether the 'pre-emptive' use of combat drones to kill terrorists is ever legally justified. Exploring the doctrinal discourse of pre-emption vis-a-vis the US drone attacks against terrorists in Pakistan, the book shows that the debate surrounding this discourse encapsulates crucial tensions between the permission and limits of the right of self-defence. Drawing from the long history of God-given and man-made laws of war, this book employs positivism as a legal frame to explore and explain the doctrine of pre-emption and analyses the doctrine of the state's rights to self-defence as it stretches into pre-emptive or preventive use of force. The book investigates why the US chose the recourse to pre-emption through the use of combat drones in the 'war on terror' and whether there is a potential future for the pre-emption of terrorism through combat drones. The author argues that the policy to 'kill first' is easy to adopt; however, any disregard for the web of legal requirements surrounding the policy has the potential to undercut the legal claims of an armed act. The book enables the framing and analysis of such controversies in legal terms as opposed to a choice between law and policy. An examination of the legal dilemma concerning drone warfare, this book will be of interest to academics in the fields of international relations, Asian politics, South Asian studies, and security studies, in particular, global security law, new wars, and emerging technologies of warfare.