03348nam a22005295i 4500 978-981-97-4772-6 DE-He213 20251030114925.0 cr nn 008mamaa 240730s2024 si | s |||| 0|eng d 9789819747726 978-981-97-4772-6 10.1007/978-981-97-4772-6 doi HF54.5-.56 KJQ bicssc COM039000 bisacsh KJQ thema Olson, David L. author. aut http://id.loc.gov/vocabulary/relators/aut 22827 Business Analytics with R and Python [electronic resource] / by David L. Olson, Desheng Dash Wu, Cuicui Luo, Majid Nabavi. 1st ed. 2024. Singapore : Springer Nature Singapore : Imprint: Springer, 2024. X, 196 p. 85 illus., 78 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda AI for Risks, 2731-6335 Data Mining in Business -- Data Mining Processes -- Data Mining Software -- Association Rules -- Cluster Analysis.-Regression Algorithms in Data Mining -- Classification Tools -- Variable Selection -- Dataset Balancing. This book provides an overview of data mining methods in the field of business. Business management faces challenges in serving customers in better ways, in identifying risks, and analyzing the impact of decisions. Of the three types of analytic tools, descriptive analytics focuses on what has happened and predictive analytics extends statistical and/or artificial intelligence to provide forecasting capability. Chapter 1 provides an overview of business management problems. Chapter 2 describes how analytics and knowledge management have been used to better cope with these problems. Chapter 3 describes initial data visualization tools. Chapter 4 describes association rules and software support. Chapter 5 describes cluster analysis with software demonstration. Chapter 6 discusses time series analysis with software demonstration. Chapter 7 describes predictive classification data mining tools. Applications of the context of management are presented in Chapter 8. Chapter 9 covers prescriptive modeling in business and applications of artificial intelligence. Business information services. Business Information Systems. 66184 Wu, Desheng Dash. author. aut http://id.loc.gov/vocabulary/relators/aut 90291 Luo, Cuicui. author. aut http://id.loc.gov/vocabulary/relators/aut 90292 Nabavi, Majid. author. aut http://id.loc.gov/vocabulary/relators/aut 90293 SpringerLink (Online service) Springer Nature eBook Printed edition: 9789819747719 Printed edition: 9789819747733 Printed edition: 9789819747740 AI for Risks, 2731-6335 74803 https://doi.org/10.1007/978-981-97-4772-6 ZDB-2-SCS ZDB-2-SXCS 66424 66424