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This volume constitutes the refereed proceedings of the Second International Workshop on Advanced Methodologies for Bayesian Networks, AMBN 2015, held in Yokohama, Japan, in November 2015. The 18 revised full papers and 6 invited abstracts presented were carefully reviewed and selected from numerous submissions. In the International Workshop on Advanced Methodologies for Bayesian Networks (AMBN), the researchers explore methodologies for enhancing the effectiveness of graphical models including modeling, reasoning, model selection, logic-probability relations, and causality. The exploration of methodologies is complemented discussions of practical considerations for applying graphical models in real world settings, covering concerns like scalability, incremental learning, parallelization, and so on.

Computer Science --- Mechanical Engineering - General --- Mechanical Engineering --- Engineering & Applied Sciences --- Computer science. --- Computers. --- Algorithms. --- Mathematical statistics. --- Database management. --- Artificial intelligence. --- Computer Science. --- Artificial Intelligence (incl. Robotics). --- Algorithm Analysis and Problem Complexity. --- Probability and Statistics in Computer Science. --- Computation by Abstract Devices. --- Database Management. --- Information Systems Applications (incl. Internet). --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Mathematics --- Statistical inference --- Statistics, Mathematical --- Statistics --- Probabilities --- Sampling (Statistics) --- Algorism --- Algebra --- Arithmetic --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Computer systems --- Cybernetics --- Calculators --- Cyberspace --- Informatics --- Science --- Statistical methods --- Foundations --- Computer software. --- Artificial Intelligence. --- Software, Computer --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Intel·ligència artificial --- Estadística bayesiana --- Estadística de Bayes --- Fórmula de Bayes --- Presa de decisions (Estadística bayesiana) --- Solució de Bayes --- Teorema de Bayes --- Teoria de la decisió estadística bayesiana --- Presa de decisions --- Ciència cognitiva --- Mètodes de simulació --- Processament de dades --- Sistemes autoorganitzatius --- Aprenentatge automàtic --- Demostració automàtica de teoremes --- Intel·ligència artificial distribuïda --- Intel·ligència computacional --- Sistemes adaptatius --- Tractament del llenguatge natural (Informàtica) --- Raonament qualitatiu --- Representació del coneixement (Teoria de la informació) --- Sistemes de pregunta i resposta --- Traducció automàtica --- Visió per ordinador --- Xarxes neuronals (Informàtica) --- Xarxes semàntiques (Teoria de la informació) --- Agents intel·ligents (Programes d'ordinador) --- Programació per restriccions --- Vida artificial

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In less than a decade, the Internet went from being a series of loosely connected networks used by universities and the military to the powerful commercial engine it is today. This book describes how many of the key innovations that made this possible came from entrepreneurs and iconoclasts who were outside the mainstream-and how the commercialization of the Internet was by no means a foregone conclusion at its outset.Shane Greenstein traces the evolution of the Internet from government ownership to privatization to the commercial Internet we know today. This is a story of innovation from the edges. Greenstein shows how mainstream service providers that had traditionally been leaders in the old-market economy became threatened by innovations from industry outsiders who saw economic opportunities where others didn't-and how these mainstream firms had no choice but to innovate themselves. New models were tried: some succeeded, some failed. Commercial markets turned innovations into valuable products and services as the Internet evolved in those markets. New business processes had to be created from scratch as a network originally intended for research and military defense had to deal with network interconnectivity, the needs of commercial users, and a host of challenges with implementing innovative new services.How the Internet Became Commercial demonstrates how, without any central authority, a unique and vibrant interplay between government and private industry transformed the Internet.

Entrepreneurship. --- Telecommunication --- Information technology --- Internet industry --- Internet --- Entrepreneur --- Intrapreneur --- Capitalism --- Business incubators --- DARPA Internet --- Internet (Computer network) --- Wide area networks (Computer networks) --- World Wide Web --- Computer industry --- Technological innovations. --- Economic aspects. --- History. --- Internet - Economic aspects --- Internet industry - History --- Information technology - Economic aspects --- Telecommunication - Technological innovations --- Advertising. --- At Best. --- Auction. --- Bidding. --- Bulletin board. --- Business partner. --- Business process. --- CIX. --- Commercial Internet eXchange. --- Commercialization of the Internet. --- Commercialization. --- Compaq. --- Competitive advantage. --- CompuServe. --- Computer network. --- Computer scientist. --- Computer. --- Computing. --- Customer. --- Designer. --- Dial-up Internet access. --- Domain name. --- Dot-com bubble. --- E-commerce. --- Economics. --- Email. --- Employment. --- Engineering. --- Expense. --- Forecasting. --- Funding. --- Governance. --- HTML. --- Household. --- IBM. --- Illustration. --- Information technology. --- Infrastructure. --- Insider. --- Institution. --- Intel. --- Interconnection. --- Internet Explorer. --- Internet Society. --- Internet access. --- Investor. --- Killer application. --- Larry Page. --- Local area network. --- MCI Inc. --- Market value. --- Marketing. --- Mass market. --- Microsoft. --- Modem. --- Mosaic (web browser). --- National Science Foundation. --- Netscape. --- NetworKing. --- Network Solutions. --- Network effect. --- Operating system. --- PSINet. --- Participant. --- Personal computer. --- Pricing. --- Privatization. --- Procurement. --- Programmer. --- Reputation. --- Requirement. --- Research and development. --- Retail. --- Server (computing). --- Shareware. --- Software. --- Standardization. --- Startup company. --- Stephen Wolff. --- Subsidy. --- Supply (economics). --- Technology. --- Telecommunication. --- Telephone company. --- Tim Berners-Lee. --- UUNET. --- Unix. --- Value chain. --- Vendor. --- Venture capital. --- Viral marketing. --- Web page. --- Website. --- Wi-Fi. --- Wide Variety. --- Windows 95. --- World Wide Web Consortium. --- World Wide Web. --- Writing.