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001440534 001__ 1440534
001440534 003__ OCoLC
001440534 005__ 20230309004610.0
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001440534 019__ $$a1280600022$$a1281137824$$a1281975028$$a1282300792
001440534 020__ $$a9783030819934$$q(electronic bk.)
001440534 020__ $$a3030819930$$q(electronic bk.)
001440534 020__ $$z9783030819927
001440534 020__ $$z3030819922
001440534 0247_ $$a10.1007/978-3-030-81993-4$$2doi
001440534 035__ $$aSP(OCoLC)1280460479
001440534 040__ $$aYDX$$beng$$erda$$epn$$cYDX$$dGW5XE$$dFIE$$dEBLCP$$dOCLCO$$dOCLCQ$$dBRX$$dTFW$$dOCLCQ
001440534 049__ $$aISEA
001440534 050_4 $$aJC328.5$$b.B37 2021
001440534 08204 $$a303.6/40112$$223
001440534 1001_ $$aBasuchoudhary, Atin,$$eauthor.
001440534 24510 $$aIdentifying the complex causes of civil war :$$ba machine learning approach /$$cAtin Basuchoudhary, James T. Bang, John David, Tinni Sen.
001440534 264_1 $$aCham, Switzerland :$$bPalgrave Macmillan,$$c[2021]
001440534 264_4 $$c©2021
001440534 300__ $$a1 online resource :$$billustrations (some color)
001440534 336__ $$atext$$btxt$$2rdacontent
001440534 337__ $$acomputer$$bc$$2rdamedia
001440534 338__ $$aonline resource$$bcr$$2rdacarrier
001440534 4901_ $$aPalgrave pivot
001440534 504__ $$aIncludes bibliographical references and index.
001440534 5050_ $$a1. Prologue: Why this book? -- 2. Data description and preliminary processing -- 3. Methodological workflow -- 4. Constitutional Changes and Civil War -- 5. Infant Mortality, State Capacity, Rents, and Civil War -- 6. Foreign Aid and Civil Conflict -- 7. Demonstrations, Grievance, and Civil Conflict -- 8. Epilogue.
001440534 506__ $$aAccess limited to authorized users.
001440534 520__ $$aThis 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.
001440534 588__ $$aDescription based on print version record.
001440534 650_0 $$aCivil war$$xForecasting.
001440534 650_0 $$aCivil war$$xData processing.
001440534 650_0 $$aCivil war$$xPrevention.
001440534 650_0 $$aConflict management.
001440534 650_0 $$aMachine learning.
001440534 650_6 $$aGuerre civile$$xPrévision.
001440534 650_6 $$aGuerre civile$$xInformatique.
001440534 650_6 $$aGestion des conflits.
001440534 650_6 $$aApprentissage automatique.
001440534 655_0 $$aElectronic books.
001440534 7001_ $$aBang, James T.,$$eauthor.
001440534 7001_ $$aDavid, John,$$eauthor.
001440534 7001_ $$aSen, Tinni,$$eauthor.
001440534 77608 $$iPrint version:$$aBasuchoudhary, Atin.$$tIdentifying the complex causes of civil war.$$dBasingstoke : Palgrave Pivot, 2021$$z9783030819927$$w(OCoLC)1272893949
001440534 830_0 $$aPalgrave pivot.
001440534 852__ $$bebk
001440534 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-030-81993-4$$zOnline Access$$91397441.1
001440534 909CO $$ooai:library.usi.edu:1440534$$pGLOBAL_SET
001440534 980__ $$aBIB
001440534 980__ $$aEBOOK
001440534 982__ $$aEbook
001440534 983__ $$aOnline
001440534 994__ $$a92$$bISE