| Description |
1 online resource : illustrations (some color) |
| Series |
Springer proceedings in business and economics, 2198-7246 |
|
Springer proceedings in business and economics. 2198-7246
|
| Contents |
Data Streams -- Robust Statistics -- Explainable Artificial Intelligence Model: Analysis of Neural Network Parameters -- Mitigating Agricultural Lending Risk: An Advanced Analytical Approach |
| Summary |
This book covers several new areas in the growing field of analytics with some innovative applications in different business contexts. The book is conceptually divided in seven parts. The first part gives expository briefs on some topics of current academic and practitioner interests, such as data streams, binary prediction and reliability shock models. In the second part, the contributions look at artificial intelligence applications with chapters related to explainable AI, personalized search and recommendation, and customer retention management. The third part deals with credit risk analytics, with chapters on optimization of credit limits and mitigation of agricultural lending risks. In its fourth part, the book explores analytics and data mining in the retail context. In the fifth part, the book presents some applications of analytics to operations management. This part has chapters related to improvement of furnace operations, forecasting food indices and analytics for improving student learning outcomes. The sixth part has contributions related to adaptive designs in clinical trials, stochastic comparisons of systems with heterogeneous components and stacking of models. The seventh and final part contains chapters related to finance and economics topics, such as role of infrastructure and taxation on economic growth of countries and connectedness of markets with heterogenous agents, The different themes ensure that the book would be of great value to practitioners, post-graduate students, research scholars and faculty teaching advanced business analytics courses |
| Notes |
International conference proceedings |
|
Online resource; title from PDF title page (SpringerLink, viewed June 21, 2021) |
| Subject |
Business -- Data processing -- Congresses
|
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Commercial statistics -- Congresses
|
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Data mining -- Congresses
|
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Business -- Data processing
|
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Commercial statistics
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Data mining
|
| Genre/Form |
proceedings (reports)
|
|
Conference papers and proceedings
|
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Conference papers and proceedings.
|
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Actes de congrès.
|
| Form |
Electronic book
|
| Author |
Laha, Arnab Kumar, editor.
|
|
Indian Institute of Management, Ahmedabad, sponsoring body.
|
| ISBN |
9789813366565 |
|
9813366567 |
|
