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2026-02-16
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!
内容最新,2026才上线的资料!
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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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