LEADER 02809nam 22004935 450 001 9910878056703321 005 20250807143246.0 010 $a981-9747-72-4 024 7 $a10.1007/978-981-97-4772-6 035 $a(MiAaPQ)EBC31575143 035 $a(Au-PeEL)EBL31575143 035 $a(CKB)33566377400041 035 $a(DE-He213)978-981-97-4772-6 035 $a(OCoLC)1450839428 035 $a(EXLCZ)9933566377400041 100 $a20240730d2024 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aBusiness Analytics with R and Python /$fby David L. Olson, Desheng Dash Wu, Cuicui Luo, Majid Nabavi 205 $a1st ed. 2024. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2024. 215 $a1 online resource (201 pages) 225 1 $aAI for Risks,$x2731-6335 311 08$a981-9747-71-6 320 $aIncludes bibliographical references and index. 327 $aData Mining in Business -- Data Mining Processes -- Data Mining Software -- Association Rules -- Cluster Analysis.-Regression Algorithms in Data Mining -- Classification Tools -- Variable Selection -- Dataset Balancing. 330 $aThis book provides an overview of data mining methods in the field of business. Business management faces challenges in serving customers in better ways, in identifying risks, and analyzing the impact of decisions. Of the three types of analytic tools, descriptive analytics focuses on what has happened and predictive analytics extends statistical and/or artificial intelligence to provide forecasting capability. Chapter 1 provides an overview of business management problems. Chapter 2 describes how analytics and knowledge management have been used to better cope with these problems. Chapter 3 describes initial data visualization tools. Chapter 4 describes association rules and software support. Chapter 5 describes cluster analysis with software demonstration. Chapter 6 discusses time series analysis with software demonstration. Chapter 7 describes predictive classification data mining tools. Applications of the context of management are presented in Chapter 8. Chapter 9 covers prescriptive modeling in business and applications of artificial intelligence. 410 0$aAI for Risks,$x2731-6335 606 $aBusiness information services 606 $aBusiness Information Systems 615 0$aBusiness information services. 615 14$aBusiness Information Systems. 676 $a658.05 700 $aOlson$b David L.$f1944-$0477805 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910878056703321 996 $aBusiness Analytics with R and Python$94430539 997 $aUNINA