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Civil war --- Forecasting. --- Data processing. --- Prevention. --- Civil wars --- Intra-state war --- Rebellions --- Government, Resistance to --- International law --- Revolutions --- War
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This book develops a machine-learning framework for predicting economic growth. It can also be considered as a primer for using machine learning (also known as data mining or data analytics) to answer economic questions. While machine learning itself is not a new idea, advances in computing technology combined with a dawning realization of its applicability to economic questions makes it a new tool for economists. .
Economic development --- Economic forecasting. --- Machine learning. --- Learning, Machine --- Economics --- Development, Economic --- Economic growth --- Growth, Economic --- Forecasting. --- Forecasting --- Data mining. --- Application software. --- Econometrics. --- Game theory. --- Economic growth. --- Economics. --- Economic Growth. --- Data Mining and Knowledge Discovery. --- Game Theory. --- Computer Appl. in Social and Behavioral Sciences. --- Artificial intelligence --- Machine theory --- Economic indicators --- Economic policy --- Statics and dynamics (Social sciences) --- Development economics --- Resource curse --- Social sciences --- Data processing. --- Games, Theory of --- Theory of games --- Mathematical models --- Mathematics --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Economics, Mathematical --- Statistics --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software
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This book develops a machine-learning framework for predicting economic growth. It can also be considered as a primer for using machine learning (also known as data mining or data analytics) to answer economic questions. While machine learning itself is not a new idea, advances in computing technology combined with a dawning realization of its applicability to economic questions makes it a new tool for economists. .
Social sciences (general) --- Demography --- Quantitative methods (economics) --- Economic growth --- Information systems --- Artificial intelligence. Robotics. Simulation. Graphics --- Computer. Automation --- Recreation. Games. Sports. Corp. expression --- datamining --- analytische chemie --- machine learning --- biochemie --- informatica --- sociale wetenschappen --- spellen --- economische groei --- econometrie --- data acquisition
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International relations. Foreign policy --- Politics --- Quantitative methods (economics) --- Economics --- Programming --- economie --- politiek --- programmeren (informatica) --- internationale betrekkingen --- econometrie
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This book uses machine-learning to identify the causes of conflict from among the top predictors of conflict. This methodology elevates some complex causal pathways that cause civil conflict over others, thus teasing out the complex interrelationships between the most important variables that cause civil conflict. Success in this realm will lead to scientific theories of conflict that will be useful in preventing and ending civil conflict. After setting out a current review of the literature and a case for using machine learning to analyze and predict civil conflict, the authors lay out the data set, important variables, and investigative strategy of their methodology. The authors then investigate institutional causes, economic causes, and sociological causes for civil conflict, and how that feeds into their model. The methodology provides an identifiable pathway for specifying causal models. This book will be of interest to scholars in the areas of economics, political science, sociology, and artificial intelligence who want to learn more about leveraging machine learning technologies to solve problems and who are invested in preventing civil conflict. Atin Basuchoudhary is the Roberts Professor of Free Enterprise Economics in the Department of Economics and Business at the Virginia Military Institute, USA. James T. Bang is the Economics Chair and Professor in the Department of Economics at St. Ambrose University, USA. John David is Professor of Applied Mathematics in the Department of Applied Mathematics, Jackson-Hope Distinguished Professor of Natural Science, and the Director Applied and Industrial Mathematics Program at the Virginia Military Institute, USA. Tinni Sen is the Alexander P. Morrison 1939 Professor of Economics and Business in the Department of Economics and Business at the Virginia Military Institute, USA.
International relations. Foreign policy --- Politics --- Quantitative methods (economics) --- Economics --- Programming --- economie --- politiek --- programmeren (informatica) --- internationale betrekkingen --- econometrie
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