| 期刊論文| 1. | Loughran, Tim、McDonald, Bill(2011)。When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks。The Journal of Finance，66(1)，35-65。   | | 2. | Chowdhury, G. G.(2003)。Natural language processing。Annual review of information science and technology，37(1)，51-89。 | | 3. | Bhati, R. G.(2020)。Sentiment Analysis: A Deep Survey on Methods and Approaches。Int'l Journal of Disaster Recovery and Business Continuity，11(1)，503-511。 | | 4. | Malo, P.、Sinha, A.、Korhonen, P.、Wallenius, J.、Takala, P.(2014)。Good debt or bad debt: Detecting semantic orientations in economic texts。Journal of the Association for Information Science and Technology，65(4)，782-796。 | 會議論文| 1. | Hutto, C. J.、Gilbert, E. E.(2014)。VADER: A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text。The 8th International AAAI Conference on Weblogs and Social Media，(會議日期: 2014/06/01-2014/06/04)。 | | 2. | Uhr, P.、Zenkert, J.、Fathi, M.(2014)。Sentiment Analysis in Financial Markets。IEEE International Conference on Systems, Man and Cybernetics。 | 學位論文| 1. | Aracy, D.(2019)。FinBERT: Financial Sentiment Analysis with Pre-Trained Language Models(碩士論文)。U. of Amsterdam。 | 圖書| 1. | Chio, C.、Freeman, D.(2018)。Machine Learning & Security。O'Reilly。 | | 2. | Nielsen, A.(2020)。Practical Time Series Analysis: Prediction with Statistics & Machine Learning。O'Reilly。 | 單篇論文| 1. | Devlin, Jacob，Chang, Ming-Wei，Lee, Kenton，Toutanova, Kristina(2018)。BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding，https://arxiv.org/pdf/1810.04805v1，(1810.04805)。 | 其他| 1. | Peng, N. Y.(20200521)。How NLP has evolved for Financial Sentiment Analysis，https://towardsdatascience.com/how-nlp-has-evolved-for-financial-sentiment-analysis-fb2990d9b3ed。 | | 2. | Alammar, J.(20181203)。The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning)，http://jalammar.github.io/illustrated-bert/。 | | 3. | Boh, Damian(20200506)。Sentiment Analysis of Stocks from Financial News Using Python，https://towardsdatascience.com/sentiment-analysis-of-stocks-from-financial-news-using-python-82ebdcefb638。 | | 4. | Briggs, J.(20201205)。Sentiment Analysis for Stock Price Prediction: How we can predict stock price movement using Twitter，https://towardsdatascience.com/sentiment-analysis-for-stock-price-prediction-in-python-bed40c65d178。 | | 5. | Es, S.(2020)。Sentiment Analysis in Python: TextBlob vs. Vader Sentiment vs. Flair vs. Building It from Scratch，https://neptune.ai/blog/sentiment-analysis-python-textblob-vs-vader-vs-flair。 | | 6. | Hasan, K. S. B.(20190104)。Stock Prediction Using Twitter，https://towardsdatascience.com/stock-prediction-using-twitter-e432b35e14bd。 | | 7. | Takahashi, Y.(20201003)。NLP in the Financial Market: Sentiment Analysis，https://towardsdatascience.com/nlp-in-the-financial-market-sentiment-analysis-9de0dda95dc。 | | 8. | Sanh, V.(20190828)。Smaller, faster, cheaper, lighter: Introducing DistilBERT, a distilled version of BERT，https://medium.com/huggingface/distilbert-8cf3380435b5。 | |