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Create data mining algorithms About This Book Develop a strong strategy to solve predictive modeling problems using the most popular data mining algorithms Real-world case studies will take you from novice to intermediate to apply data mining techniques Deploy cutting-edge sentiment analysis techniques to real-world social media data using R Who This Book Is For This Learning Path is for R developers who are looking to making a career in data analysis or data mining. Those who come across data mining problems of different complexities from web, text, numerical, political, and social media domains will find all information in this single learning path. What You Will Learn Discover how to mani...
Aid flowing into Syria is intended to determine the outcome of the conflict between rebel factions and Damascus. Instead, it could perpetuate the civil war and ignite larger regional hostilities that could reshape the political geography of the Middle East. This report examines the main factors likely to contribute to or impede the spread of violence from civil war and insurgency in Syria, and then examines how they apply to neighboring states.
Mediation has become a common technique for terminating violent conflicts both within and between states; while mediation has a strong record in reducing hostilities, it is not without its own problems. In The Mediation Dilemma, Kyle Beardsley highlights its long-term limitations. The result of this oft-superficial approach to peacemaking, immediate and reassuring as it may be, is often a fragile peace. With the intervention of a third-party mediator, warring parties may formally agree to concessions that are insupportable in the long term and soon enough find themselves at odds again. Beardsley examines his argument empirically using two data sets and traces it through several historical ca...
Countering recent hype around technology, a leading expert argues that the endurance of dictatorship in China owes less to facial recognition AI and GPS tracking than to the human resources of the Leninist surveillance state. For decades China watchers argued that economic liberalization and increasing prosperity would bring democracy to the world’s most populous country. Instead, the Communist Party’s grip on power has only strengthened. Why? The answer, Minxin Pei argues, lies in the effectiveness of the Chinese surveillance state. And the source of that effectiveness is not just advanced technology like facial recognition AI and mobile phone tracking. These are important, but what mat...
Among other influences, a specific set of factors, which are related to the belligerents, any third parties that intervene, or both of them, determine whether a conflict is likely to see mediation efforts in the first place and ultimately the prospects for successful mediation outcomes. However, although there is an extensive body of literature, previous research has rarely addressed the interaction between these actors in conflict and mediation attempts, i.e., how both belligerents and/or mediating parties are tied to each other and how they coordinate an intervention. In order to address these shortcomings, Tobias Böhmelt examines four interrelated, albeit different issues of actors’ interaction in international mediation as a tool for settling conflicts peacefully. The book will be of interest to students and scholars of political science and international relations with an emphasis on conflict resolution as well as for practitioners of third-party conflict resolution methods.
After a war breaks out, what factors influence the warring parties' decisions about whether to talk to their enemy, and when may their position on wartime diplomacy change? How do we get from only fighting to also talking? In The Costs of Conversation, Oriana Skylar Mastro argues that states are primarily concerned with the strategic costs of conversation, and these costs need to be low before combatants are willing to engage in direct talks with their enemy. Specifically, Mastro writes, leaders look to two factors when determining the probable strategic costs of demonstrating a willingness to talk: the likelihood the enemy will interpret openness to diplomacy as a sign of weakness, and how ...
If you want to learn how to quantitatively answer scientific questions for practical purposes using the powerful R language and the open source R tool ecosystem, this book is ideal for you. It is ideally suited for scientists who understand scientific concepts, know a little R, and want to be able to start applying R to be able to answer empirical scientific questions. Some R exposure is helpful, but not compulsory.
Exploring mediation and related practices of conflict regulation, this book takes an interdisciplinary approach that includes historical, legal, anthropological and international perspectives. Divided into three sections, the volume observes historical and current relations between mediation and the criminal justice system and provides anthropological perspectives and case studies to explore mediation and arbitration in international arenas. In this regard, the book provides an innovative perspective on mediation and new insights into conflict regulation.
In Positioning Women in Conflict Studies, Sabrina Karim and Daniel W. Hill, Jr., re-evaluate the literature on gender, international politics, and conflict to reveal that the term "gender equality" is often used to refer to four distinct concepts: women's inclusion, women's rights, harm to women, and beliefs about women's roles. They develop original measures for each of these concepts and examine their impact on inter-state war onset, intra-state conflict onset, state repression/human rights violations, and terrorism. Overall, Karim and Hill demonstrate how the conceptualization and measurement of gender equality and women's status is critical in understanding how to reduce political violence globally.
"Imagine getting on the bus to go from one major city to another. It had been a long week and all you wanted to do is get home and take a nap while doing that. Imagine falling asleep and enjoying the rest on the bus. Now imagine as the bus is driving up a mountain you wake to hearing someone scream out something incoherent and you can feel the bus swerve to the right and through a road barrier and over the side of the mountain. Some of the people you are with on the bus fly out the window as it crashes down the mountain into a ravine while others fly around the bus slamming into each other, into metal and into shattering glass. As the bus slams down you can feel parts of your body break and you see other people die in front of you. You then lose consciousness. When you wake, you are lying outside the bus with glass and screaming people around you just above a bus that is now with its roof on the ground. Besides your own pain you can see the dead, the dying and the broken people all around you and dozens of people streaming down the valley to come help you and the people around you"--