內容註: |
1. Introduction- Volker Liermann, Claus Stegmann -- Part 1: Automation, distributed ledger and client related aspects -- 2. Batch Processing: Pattern Recognition- Volker Liermann, Claus Stegmann -- 3. Hyperledger fabric as a blockchain framework in the financial industry- Martina Bettio, Fabian Bruse, Achim Franke, Thorsten Jakoby, Daniel Scharf -- 4. Hyperledger composer: syndicated loans- Gereon Dahmen, Volker Liermann -- 5. The concept of the best action/offer in the age of customer experience- Uwe May -- 6. Using prospect theory to determine investor risk aversion- Constantin Lisson -- 7. Leveraging predictive analytics within a value driver based planning framework- Simon Valjanow, Phillip Enzinger, Florian Dinges -- 8. Predictive Risk Management- Volker Liermann, Nikolas Viets -- 9. Intraday liquidity: forecast using pattern recognition- Volker Liermann, Sangmeng Li, Victoria Dobryashkina -- Part 2: Bank Management Aspects -- 10. Internal credit risk models with machine learning- Markus Thiele, Harro Dittmar -- 11. Real estate risk: Appraisal capture- Volker Liermann, Norbert Schaudinnus -- 12. Managing internal and external network complexity: how digitalization and new technology influence the modeling approach- Stefan Grossmann, Philipp Enzinger -- 13. Big data and the CRO of the future- Richard L. Harmon -- Part 3: Regulatory Aspects- Introduction -- 14. How technology (or algorithms like deep learning and machine learning) can help to comply with regulatory requirements- Moritz Plenk, Losif Levant, Noah Bellon -- 15. New Office of the Comptroller of the Currency Fintech Regulation: Ensuring a Successful Special Purpose National Bank Charter Application- Alexa Philo -- Part 4: Methods, Technology & Architecture- Introduction -- 16. Mathematical background of machine learning- Volker Liermann, Sangmeng Li, Victoria Dobryashkina -- 17. Deep learning: an introduction- Sangmeng Li, Volker Liermann, Norbert Schaudinnus -- 18. Hadoop: A standard framework for computer cluster- Eljar Akhgarnush, Lars Broeckers, Thorsten Jakoby -- 19. In-memory databases and their impact on our (future) organizations- Eva Kopic, Bezu Teschome, Thomas Schneider, Ralph Steurer, Sascha Florin -- 20. MongoDB: The journey from a relational to a document-based database for FIS balance sheet management- Boris Bialek -- 21. Summary and Outlook- Volker Liermann, Claus Stegmann. |