图书简介
Handbook of Alternative Data in Finance, Volume I motivates and challenges the reader to explore and apply Alternative Data in finance. The book provides a robust and in-depth overview of Alternative Data, including its definition, characteristics, difference from conventional data, categories of Alternative Data, Alternative Data providers, and more. The book also offers a rigorous and detailed exploration of process, application and delivery that should be practically useful to researchers and practitioners alike. Features Includes cutting edge applications in machine learning, fintech, and more Suitable for professional quantitative analysts, and as a resource for postgraduates and researchers in financial mathematicsFeatures chapters from many leading researchers and practitioners
Chapter 1. Alternative Data: Overview Gautam Mitra, Kieu Thi Hoang, Alexander Gladilin, Yuanqi Chu, Keith Black and Ganesh ManiPart I. Alternative Data: Processing and Impact.
Chapter 2. Contemplation and Reflection on Using Alternative Data for Trading and Fund Management David Jessop
Chapter 3. Global Economy and Markets Sentiment Model.Jacob Gelfand, Kamilla Kasymova, Seamus O’Shea and Weijie Tan
Part II. Coupling Models with Alternative Data for Financial Analytics
Chapter 4. Enhanced Corporate Bond Yield Modelling Incorporating Macroeconomic News SentimentZhixin Cai, Christina Erlwein-Sayer and Gautam Mitra
Chapter 5. AI, Machine Learning and Quantitative Models.Gautam Mitra, Yuanqi Chu, Arkaja Chakraverty and Zryan Sadik
Part III. Handling Different Alternative Datasets.
Chapter 6. Asset Allocation Strategies: Enhanced by Micro-Blog.Zryan Sadik, Gautam Mitra, Shradha Berry and Diana Roman
Chapter 7. Asset Allocation Strategies: Enhanced by News.Zryan Sadik, Gautam Mitra, Ziwen Tan, Christopher Kantos and Dan Joldzic
Chapter 8. Extracting Structured Datasets from Textual Sources: Some Examples.Matteo Campellone and Francesco Cricchio
Chapter 9. Comparative Analysis of NLP Approaches for Earnings Calls.Christopher Kantos, Dan Joldzic, Gautam Mitra and Kieu Thi Hoang
Chapter 10. Sensors Data. Alexander Gladilin, Kieu Thi Hoang, Gareth Williams and Zryan Sadik
Part IV. Alternative Data Use Cases in Finance.Part IV.A. Application in Trading and Fund Management( Finding New Alpha)
Trade Policy 买家须知
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