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Data Science in Finance and Accounting.epub
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内容特别丰富，377页的大型资料包！
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Viewing statistics as the oldest and the most influencial science of current data science, including AI and machine learning, we elaborate upon some significant developments related to the pursuit of credibly empirical applications of data science with emphasis on demystifying hypothesis testing, relating coalitional games to the explanation of black box models, and evoking useful contributions of optimal transport theory to data analysis.
ontents
On Explainable Data Science1
Hung T. Nguyen
Why Shapley Value and Its Generalizations Are Effective in Economics and Finance, Machine Learning, and Systems Engineering15
Miroslav Svitek, Niklas Winnewisser, Michael Beer, Olga Koshelevaand Vladik Kreinovich
Why Skew-Normal Distributions and How They Are Related to ReLU Activation Function in Deep Learning27
Damian Lorenzo Gallegas Espinosa, Olga Koshelevaand Vladik Kreinovich
A Study of Machine Learning Models for Financial Distress Prediction39
Jiaying Ni, Hung Le, Hien Thu Thi Nguyenand Van-Nam Huynh
SPredict: Stock Market Prediction with Social Media Sentiment Analysis and Machine Learning71
Safad Ismailand Harsha Vasudev
Post-IPO Performance Prediction: A Comparative Study of Logistic Regression and Machine Learning Techniques for Thai IPO Firms99
Pornpawee Supsermpol, Van-Nam Huynhand Navee Chiadamrong
Enhancing Corporate Bankruptcy Prediction with Machine Learning and Textual Analysis133
Ba-Hung Nguyen, Hien Thu Thi Nguyenand Van-Nam Huynh
AI-Enhanced Investing: Sentiment Analysis, Strategy Design, and Automation161
Mikulas Antonik, Josef Novotnyand Petr Hajek
Explainable AI in Finance: Enhancing Transparency and Interpretability of AI Models in Financial Decision-Making193
Anh Hoang, Hien Phanand Van-Doan Nguyen
On Shared Directors and Liquidation: Evidence from UK SMEs213
Ba Hung Nguyenand Dang Xuan Thanh Duong
Optimizing Portfolio and Asset Allocation Strategies231
Huynh Tan Dung, Doan Van Dinhand Do Ha Vinh
The Impact of Capital Structure on the Performance of Non-financial Enterprises in Vietnam253
Lai Cao Mai Phuong
Analyze Financial Data Using Benford’s Law: Evidence From Vietnam Before and During the COVID-19 Pandemic269
Hai Hong Phan, Ba Thu Tran, Anh Tu Phamand Ha Thi Thu Nguyen
IT Governance and Perceived Usefulness of CAATs: An Empirical Study291
Tra Lam Pham, Phuoc Bao An Nguyenand Thi Hoang Minh Mai
Micro-Level Determinants of Household Financial Portfolio Choices in Rural Vietnam313
Truong Anh Tuan, Nguyen Quoc Nhat, Nguyen Thi Ngoc Haiand Tran Van Thanh
The Impact of Information and Communication Technology on Economic Growth and Productivity Paradox in Southeast Asia, Analyzed with Bayesian Methods331
Anh Hong Thi Nguyen
Big Data Analytics for Financial Decisions of Companies: A Systematic Literature Review351
Thi Thu Hoan Nguyenand Bao Ngoc Nguyen
Author Index377
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