This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students.
Israel and Africa critically examines the ways in which Africa – as a geopolitical entity - is socially manufactured, collectively imagined but also culturally denied in Israeli politics. Its unique exploration of moral geography and its comprehensive, interdisciplinary research on the two countries offers new perspectives on Israeli history and society. Through a genealogical investigation of the relationships between Israel and Africa, this book sheds light on the processes of nationalism, development and modernization, exploring Africa’s role as an instrument in the constant re-shaping of Zionism. Through looking at "Israel in Africa" as well as "Africa in Israel", it provides insightful analysis on the demarcation of Israel's ethnic boundaries and identity formation as well as proposing the different practices, from architectural influences to the arms trade, that have formed the geopolitical concept of "Africa". It is through these practices that Israel reproduces its internal racial and ethnic boundaries and spaces, contributing to its geographical imagination as detached not solely from the Middle East but also from its African connections. This book would be of interest to students and scholars of Middle East and Jewish Studies, as well as Post-colonial Studies, Geography and Architectural History.
This book sheds light on the production of Israeli space and the politics of Jewish and Arab cities. The authors’ postcolonial approach deals with the notion of periphery and peripherality, covering issues of spatial protest, urban policy and urban planning. Discussing periphery as a political, social and spatial phenomenon and both a product and a process manufactured by power mechanisms, the authors show how the state, the regime of citizenship, the capitalist logic, and the logic of ethnonationalism have all resulted in ethno-class division and stratification, which have been shaped by spatial policy. Rather than using the term periphery to describe an economic, geographical and social situation in which disadvantaged communities are located, this critical examination addresses the traditionally passive dimension of this term suggest that the reality of peripheral communities and spaces is rather more conflicted and controversial. The multidisciplinary approach taken by this book means it will be a valuable contribution to the fields of planning theory, political science and public policy, urban sociology, critical geography and Middle East studies.
This book, written by Israeli economists from academia, marks the fiftieth anniversary of the Bank of Israel. It consists of two volumes. Volume I presents an analytic monetary history of Israel. Volume II deals in depth with specific topics such as the independenceof the Bank of Israel.
The city of Jaffa presents a paradox: intimate neighbors who are political foes. The official Jewish national tale proceeds from exile to redemption and nation-building, while the Palestinians' is one of a golden age cut short, followed by dispossession and resistance. The experiences of Jaffa's Jewish and Arab residents, however, reveal lives and nationalist sentiments far more complex. Twilight Nationalism shares the stories of ten of the city's elders—women and men, rich and poor, Muslims, Jews, and Christians—to radically deconstruct these national myths and challenge common understandings of belonging and alienation. Through the stories told at life's end, Daniel Monterescu and Haim Hazan illuminate how national affiliation ultimately gives way to existential circumstances. Similarities in lives prove to be shaped far more by socioeconomic class, age, and gender than national allegiance, and intersections between stories usher in a politics of existence in place of politics of identity. In offering the real stories individuals tell about themselves, this book reveals shared perspectives too long silenced and new understandings of local community previously lost in nationalist narratives.
Remembering, Forgetting and City Builders critically explores how urban spaces are designed, planned and experienced in relation to the politics of collective and personal memory construction. Bringing together case studies from North America, South Asia, Eastern Europe and the Middle East, the book analyzes how contested national, ethnic and cultural sentiments clash in planning and experiencing urban spaces. Going beyond the claim that such situations exist in many parts of the world because communities construct their 'past memories' within their current daily life and future aspirations, the book explores how the very acts of planning and urban design are rooted in the existing structures of hegemonic power. With contributors from the fields of architecture, geography, planning, anthropology and sociology, urban studies and cultural studies, the book provides a rich, interdisciplinary view into the conflicts over memory and belonging which are spatially expressed and mediated through the official planning apparatus.
Wie setzt man Wissen und Informationen effektiver ein als die Mitbewerber? Eine Frage, die im gegenwärtigen 'Digitalen Zeitalter' ständig an Bedeutung gewinnt. Der Autor führt ein Maß, den Unternehmens-IQ, ein, um zu bewerten, wie eine Firma Informationen managt und Entscheidungen trifft, und leitet Prinzipien ab, deren Befolgung zu außergewöhnlicher Leistungsfähigkeit in der schnellebigen modernen Weltwirtschaft führt. (03/99)
As one of the smallest and most densely populated countries in the world, the State of Israel faces serious land policy challenges and has a national identity laced with enormous internal contradictions. In Land Law and Policy in Israel, Haim Sandberg contends that if you really want to know the identity of a state, learn its land law and land policies. Sandberg argues that Israel's identity can best be understood by deciphering the code that lies in the Hebrew secret of Israeli dry land law. According to Sandberg, by examining the complex facets of property law and land policy, one finds a unique prism for comprehending Israel's most pronounced identity problems. Land Law and Policy in Israel explores how Israel's modern land system tries to bridge the gaps between past heritage and present needs, nationalization and privatization, bureaucracy and innovation, Jewish majority and non-Jewish minority, legislative creativity and judicial activism. The regulation of property and the determination of land usage have been the consequences of explicit choices made in the context of competing and evolving concepts of national identity. Land Law and Policy in Israel will prove to be a must-read not only for anyone interested in Israel but also for anyone who wants to understand the importance of land law in a nation's life.
This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students.
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