Big Data for Insurance Companies.
Marine. Corlosquet-Habart
Bok Engelsk 2018 · Electronic books.
| Omfang | 1 online resource (142 pages)
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| Opplysninger | Intro -- Table of Contents -- Title -- Copyright -- Foreword -- Introduction -- 1 Introduction to Big Data and Its Applications in Insurance -- 1.1. The explosion of data: a typical day in the 2010s -- 1.2. How is big data defined? -- 1.3. Characterizing big data with the five Vs -- 1.4. Architecture -- 1.5. Challenges and opportunities for the world of insurance -- 1.6. Conclusion -- 1.7. Bibliography -- 2 From Conventional Data Analysis Methods to Big Data Analytics -- 2.1. From data analysis to data mining: exploring and predicting -- 2.2. Obsolete approaches -- 2.3. Understanding or predicting? -- 2.4. Validation of predictive models -- 2.5. Combination of models -- 2.6. The high dimension case -- 2.7. The end of science? -- 2.8. Bibliography -- 3 Statistical Learning Methods -- 3.1. Introduction -- 3.2. Decision trees -- 3.3. Neural networks -- 3.4. Support vector machines (SVM) -- 3.5. Model aggregation methods -- 3.6. Kohonen unsupervised classification algorithm -- 3.7. Bibliography -- 4 Current Vision and Market Prospective -- 4.1. The insurance market: structured, regulated and long-term perspective -- 4.2. Big data context: new uses, new behaviors and new economic models -- 4.3. Opportunities: new methods, new offers, new insurable risks, new management tools -- 4.4. Risks weakening of the business: competition from new actors, "uberization", contraction of market volume -- 4.5. Ethical and trust issues -- 4.6. Mobilization of insurers in view of big data -- 4.7. Strategy avenues for the future -- 4.8. Bibliography -- 5 Using Big Data in Insurance -- 5.1. Insurance, an industry particularly suited to the development of big data -- 5.2. Examples of application in different insurance activities -- 5.3. New professions and evolution of induced organizations for insurance companies -- 5.4. Development constraints -- 5.5. Bibliography.. - List of Authors -- Index -- End User License Agreement.
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| Emner | |
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| Dewey | |
| ISBN | 9781119489290
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