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Machine Learning : Modeling Data Locally and Globally

Machine Learning - Modeling Data Locally and Globally presents a novel and unified theory that tries to seamlessly integrate different algorithms. Specifically, the book distinguishes the inner nature of machine learning algorithms as either "local learning"or "global learning."This theory not only connects previous machine learning methods, or serves as roadmap in various models, but – more importantly – it also motivates a theory that can learn from data both locally and globally. This would help the researchers gain a deeper insight and comprehensive understanding of the techniques in this field. The book reviews current topics,new theories and applications.

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Machine Intelligence and Big Data Analytics for Cybersecurity Applications

Presents the latest advances in machine intelligence and big data analytics to improve early warning of cyber-attacks, for cybersecurity intrusion detection and monitoring, and malware analysis. Cyber-attacks have posed real and wide-ranging threats for the information society. Detecting cyber-attacks becomes a challenge, not only because of the sophistication of attacks but also because of the large scale and complex nature of today’s IT infrastructures. It discusses novel trends and achievements in machine intelligence and their role in the development of secure systems and identifies open and future research issues related to the application of machine intelligence in the cybersecurity field.

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Maaloula Tourist Resort

Maaloula resort is a resort An integrated tourist in the town Maaloula The project consists of: 5-star hotel simulates Malual nature Chalets and terraces And restaurants overlooking the mountain Entertainment and event areas. Providing such Enterprise helps on the boom the tourist side for the country. Revitalize area tourism. lighting on traces area and its nature.

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Logos of phenomenology and phenomenology of the logos ; Book Two : The Human Condition in-the-Unity-of-Everything-there-is-alive Individuation, Self, Person, Self-determination, Freedom, Necessity

The Human Condition-in-the-unity-of-everything-there-is-alive, under whose aegis the present selection of essays falls, offers the urgently needed new approach to reinvestigating humanness. While recent advances in the neurosciences, genetics and bio-engineering challenge the traditional abstract conception of "human nature", indicating its transformability, thus putting in question the main tenets of traditional philosophical anthropology, in the new perspective of the Human Creative Condition the human individual is seen in its emergence and unfolding within the dynamic networks of the logos of life, and within the evolution of living types.

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Logos of phenomenology and phenomenology of the logos ; Book Three : Logos of history - logos of life, historicity, time, nature, communication, consciousness, Aalterity, Cculture

Situated at the crossroads of nature and culture, physics and consciousness, cosmos and life, history – intimately conjoined with time – continues to puzzle the philosopher as well as the scientist. Does brute nature unfold a history? Does human history have a telos? Does human existence have a purpose, Phenomenology of life projects a new interrogative system for reexamining these questions.We are invited to follow the logos of life as it spins in innumerable ways the interplay of natural factors, human passions, social forces, science and experience – through interruptions and kairic moments of accomplishment .

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Logos of phenomenology and phenomenology of the logos ; Book Four : The logos of scientific interrogation, participating in nature-Life-saring in life

Prompted and ever diversified by the specifically human interrogative logos, scientific inquiries seek a common system of links in order to mutually confirm and rectify their results. Coming closer and closer to phenomenology, the sciences of life find the common ground of the reality in the ontopoiesis of life.Could it not be that the interrogative logos of science, participating in human creative inventiveness will bring together also the divergent scientific methods in a common network? A network which comprises natural processes, societal sharing-in-life, and existential communication.

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Logic, Thought and Action

Contribute to our understanding of this dynamic process by clearly presenting and discussing the most important hypotheses, issues and theories in philosophical and logical study of language, thought and action. Among the fundamental issues discussed are the rationality and freedom of agents, theoretical and practical reasoning, individual and collective attitudes and actions, the nature of cooperation and communication, the construction and conditions of adequacy of scientific theories, propositional contents and their truth conditions, illocutionary force, time, aspect and presupposition in meaning, speech acts within dialogue, the dialogical approach to logic and the structure of dialogues and other language games, as well as formal methods needed in logic or artificial intelligence to account for choice, paradoxes, uncertainty and imprecision.

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Local Pattern Detection ; International Seminar Dagstuhl Castle, Germany, April 12-16, 2004, Revised Selected Papers

Introduction The dramatic increase in available computer storage capacity over the last 10 years has led to the creation of very large databases of scienti?c and commercial information. The need to analyze these masses of data has led to the evolution of the new field knowledge discovery in databases (KDD) at the intersection of machine learning, statistics and database technology. Being interdisciplinary by nature, the field offers the opportunity to combine the expertise of different fields into a common objective. Moreover, within each field diverse methods have been developed and justified with respect to different quality criteria. We have to investigate how these methods can contributet o solving the problem of KDD. Traditionally, KDD was seeking to end global models for the data that - plain most of the instances of the database and describe the general structure of the data. Examples are statistical time series models, cluster models, logic programs with high coverageor classi?cation models like decision trees or linear decision functions. In practice, though, the use of these models often is very l- ited, because global models tend to end only the obvious patterns in the data, 1 which domain experts already are aware of . What is really of interest to the users are the local patterns that deviate from the already-known background knowledge. David Hand, who organized a workshop in 2002, proposed the new field of local patterns.

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Liver and Biliary Tract Surgery : Embryological Anatomy to 3D-Imaging and Transplant Innovations

The book also covers cutting-edge research and technological advances that will shape the surgery of tomorrow. There is little doubt that technological advances in preoperative imaging, such as 3-D reconstruction, preoperative preparation with portal vein embolisation and operative techniques using bloodless RF resection methods, are already changing the nature of liver surgery.

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Light, Nature, Architecture : A Guide to Holistic Lighting Design

Proves how important, but also how easy it is to integrate natural light into planning and thus into the design of healthy and beneficial living and working environments. The richly illustrated manual is structured according to the phenomena of natural light and combines the author`s wealth of experience, theoretical principles and design methods to create a reference work and a diverse source of inspiration.

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Light Scattering by Optically Soft Particles: Theory and Applications

Deals with a particular class of approximation methods in the context of light scattering by small particles. This class of approximations has been termed as eikonal or soft particle approximations. The eikonal approximation was studied extensively in the potential scattering and then adopted in optical scattering problems. In this context, the eikonal and other soft particle approximations pertain to scatterers whose relative refractive index compared to surrounding medium is close to unity. The study of these approximations is very important because soft particles occur abundantly in nature. For example, the particles that occur in ocean optics, biomedical optics, atmospheric optics and in many industrial applications can be classified as soft particles. This book was written in recognition of the long-standing and current interest in the field of scattering approximations for soft particles. It should prove to be a useful addition for researchers in the field of light scattering.

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Life Skills Education for Youth : Critical Perspectives

This book critically reviews a diverse body of scholarship and practice that informs the conceptualization, curriculum, teaching and measurement of life skills in education settings around the world. It discusses life skills as they are implemented in schools and non-formal education, providing both qualitative and quantitative evidence of when, with whom, and how life skills do or do not impact young women’s and men’s lives in various contexts. Specifically, it examines the nature and importance of life skills, and how they are taught.

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Life in the Universe : Expectations and Constraints

Energy, chemistry, solvents, and habitats -- the basic elements of living systems - define the opportunities and limitations for life on other worlds. This class-tested text examines each of these parameters in crucial depth and makes the argument that life forms we would recognize may be more common in our solar system than many assume. It also considers, however, exotic forms of life that would not have to rely on carbon as basic chemical element, solar energy as a main energy source, or water as primary solvent. Finally the question of detecting bio- and geosignature of such life forms is discussed, ranging from Earth environments to deep space. While speculative considerations in this emerging field of science cannot be avoided, the authors have tried to present their study with the breadth and seriousness that a scientific approach to this issue requires. They seek an operational definition of life and investigate the realm of possibilities that nature offers to realize this very special state of matter and avoid scientific jargon wherever possible to make this intrinsically interdisciplinary subject understandable to a broad range of readers.

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Liberal Democracy : Prosperity through Freedom

Aims to show which factors have been decisive in the rise of successful countries. Never before have so many people been so well off. However, prosperity is not a law of nature; it has to be worked for. A liberal economy stands at the forefront of this success – not as a political system, but as a set of economic rules promoting competition, which in turn leads to innovation, research and enormous productivity.

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Leibnizs Metaphysics of Time and Space

Leibniz’s metaphysics of space and time stands at the centre of his philosophy and is one of the high-water marks in the history of the philosophy of science. In this work, Futch provides the first systematic and comprehensive examination of Leibniz’s thought on this subject. In addition to elucidating the nature of Leibniz’s relationalism, the book fills a lacuna in existing scholarship by examining his views on the topological structure of space and time, including the unity and unboundedness of space and time. It is shown that, like many of his more recent counterparts, Leibniz adopts a causal theory of time where temporal facts are grounded on causal facts, and that his approach to time represents a precursor to non-tensed theories of time.

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Leibniz : What Kind of Rationalist?

The chapters of the book are the result of intense discussion in the course of an international conference focused on the title question of this book, and were selected in view of their contribution to this topic. They are clustered in thematically organized parts. No effort has been made to hide the controversies underlying the different interpretations of Leibniz’s “rationalism” – in each particular domain and as a whole. On the contrary, the editor firmly believes that only through a variety of conflicting interpretive perspectives can the multi-faceted nature of an oeuvre of such a magnitude and variety as Leibniz’s be brought to light and understood as it deserves.

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Legitimacy In European Nature Conservation Policy : Case Studies In Multilevel Governance

Focuses on the issue of legitimacy in the context of European nature conservation policy. It provides insights in the way in which democratic legitimacy is being ‘produced’ at different levels of governance. Building forth upon recent developments in democracy theory that have identified multiple forms of legitimacy, the volume observes a EU-wide shift from output legitimacy to input and throughput legitimacy. Top down policy making is increasingly meeting

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Lectures on Probability Theory and Statistics : Ecole d'Eté de Probabilités de Saint-Flour XXXIII - 2003

Contains two of the three lectures that were given at the 33rd Probability Summer School in Saint-Flour (July 6-23, 2003). Amir Dembo’s course is devoted to recent studies of the fractal nature of random sets, focusing on some fine properties of the sample path of random walk and Brownian motion. In particular, the cover time for Markov chains, the dimension of discrete limsup random fractals, the multi-scale truncated second moment and the Ciesielski-Taylor identities are explored. Tadahisa Funaki’s course reviews recent developments of the mathematical theory on stochastic interface models, mostly on the so-called nabla varphi interface model. The results are formulated as classical limit theorems in probability theory, and the text serves with good applications of basic probability techniques.

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Learning, philosophy, and African citizenship

This book discusses and addresses the compelling questions concerning the ideals of citizenship, the processes of learning to fulfill these ideals, and possibilities of education in fostering citizenship. Rather than advocating for one framework, the authors demonstrate the continuously contested nature of the concept of citizenship as theoretically discussed and practically experienced. The monograph combines, in an unconventional way, selected philosophical accounts and everyday experiences from certain locations in Tanzania and Uganda.

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Learning in Modern International Society : On the Cognitive Problem Solving Abilities of Political Actors

Claudia Hofmann engages in a theoretical modelling of international learning processes and the substantiation of this model through three cases from international politics. She answers two questions: How may international actors learn as a collective? And how may the lessons learned influence actor behaviour and problem solving processes? As a foundation for answering these questions she examines the nature of actor behaviour within a social international system and integrates the diffusion of norms and values among macro-level actors.

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