An Overview of Financial Technology Innovation

In this paper, we provide an overview of financial technology (FinTech) innovation based on our experience of organizing multiple FinTech-related events since 2018, including the FinNLP workshop series, FinWeb workshop series, and FinNum shared task series. These event series aim to provide a forum for blending the research of FinTech and artificial intelligence (AI), and further accelerating the development in the FinTech domain. We hope that with the researchers’ sharing in these events, the challenging problems will be identified, and the future research direction will be shaped. Both the development of the technology and the trend of the focused topics in the past four years are discussed in this paper. We also propose a research agenda with the plan of our FinTech-related events.

[1]  Lini T. Thomas,et al.  SEBI Regulation Biography , 2022, WWW.

[2]  Hiroki Sakaji,et al.  Graph Representation Learning of Banking Transaction Network with Edge Weight-Enhanced Attention and Textual Information , 2022, WWW.

[3]  K. Karlapalem,et al.  Detecting Regulation Violations for an Indian Regulatory Body through Multi Label Classification , 2022, WWW.

[4]  P. Kumaraguru,et al.  TweetBoost: Influence of Social Media on NFT Valuation , 2022, WWW.

[5]  Denise E. Agosto,et al.  Qualitative Investigation in Explainable Artificial Intelligence: Further Insight from Social Science , 2022, Applied AI Letters.

[6]  Hsin-Hsi Chen,et al.  Distilling Numeral Information for Volatility Forecasting , 2021, CIKM.

[7]  Maofu Liu,et al.  A Chinese Dataset for Exploring Financial Numeral Attributes , 2021, WWW.

[8]  Vivek Anand,et al.  Hierarchical Model for Goal Guided Summarization of Annual Financial Reports , 2021, WWW.

[9]  Junxiang Jiang,et al.  Financial Fraud Detection on Micro-credit Loan Scenario via Fuller Location Information Embedding , 2021, WWW.

[10]  Hsin-Hsi Chen,et al.  Evaluating the Rationales of Amateur Investors , 2021, WWW.

[11]  Hsin-Hsi Chen,et al.  Enhancing Intent Detection in Customer Service with Social Media Data , 2021, WWW.

[12]  Soumajyoti Sarkar Centralized Borrower and Lender Matching under Uncertainty for P2P Lending , 2020, WWW.

[13]  Hsin-Hsi Chen,et al.  NumClaim: Investor's Fine-grained Claim Detection , 2020, CIKM.

[14]  Pedro Matos ESG and Responsible Institutional Investing Around the World: A Critical Review , 2020, SSRN Electronic Journal.

[15]  Sina Ahmadi,et al.  CoFiF: A Corpus of Financial Reports in French Language , 2019 .

[16]  Ruihai Dong,et al.  Leveraging BERT to Improve the FEARS Index for Stock Forecasting , 2019 .

[17]  Hiroki Sakaji,et al.  Economic Causal-Chain Search using Text Mining Technology , 2019, IJCAI.

[18]  Hsin-Hsi Chen,et al.  Numeral Understanding in Financial Tweets for Fine-Grained Crowd-Based Forecasting , 2018, 2018 IEEE/WIC/ACM International Conference on Web Intelligence (WI).

[19]  George Serafeim,et al.  Why and How Investors Use ESG Information: Evidence from a Global Survey , 2018 .

[20]  Keke Gai,et al.  A survey on FinTech , 2018, J. Netw. Comput. Appl..

[21]  George Serafeim,et al.  Why and How Investors Use ESG Information: Evidence from a Global Survey , 2017, Financial Analysts Journal.

[22]  Theodore E. Christensen,et al.  Non-GAAP Reporting: Evidence from Academia and Current Practice , 2017 .

[23]  P. Schueffel,et al.  Taming the Beast: A Scientific Definition of Fintech , 2017 .

[24]  P. Gomber,et al.  Digital Finance and FinTech: current research and future research directions , 2017, Journal of Business Economics.

[25]  Syrielle Montariol,et al.  Detecting Omissions of Risk Factors in Company Annual Reports , 2021, FINNLP.

[26]  Hsin-Hsi Chen,et al.  From Opinion Mining to Financial Argument Mining , 2021, Springer Briefs in Computer Science.

[27]  Xiaoquan Zhang,et al.  FinTech as a Game Changer: Overview of Research Frontiers , 2021, Inf. Syst. Res..

[28]  Avi Rosenfeld,et al.  Better Metrics for Evaluating Explainable Artificial Intelligence , 2021, AAMAS.

[29]  Ismaïl El Maarouf,et al.  The FinSim 2020 Shared Task: Learning Semantic Representations for the Financial Domain , 2021, FINNLP.

[30]  Steven Schockaert,et al.  Learning Company Embeddings from Annual Reports for Fine-grained Industry Characterization , 2021, FINNLP.

[31]  Ismaïl El Maarouf,et al.  FinSim-3: The 3rd Shared Task on Learning Semantic Similarities for the Financial Domain , 2021, FINNLP.

[32]  V. Keselj,et al.  Using Extractive Lexicon-based Sentiment Analysis to Enhance Understanding ofthe Impact of Non-GAAP Measures in Financial Reporting , 2021, FINNLP.

[33]  T. Shimada,et al.  Financial Text Data Analytics Framework for Business Confidence Indices and Inter-Industry Relations , 2019 .

[34]  Haozhe Chen,et al.  Pluto: A Deep Learning Based Watchdog for Anti Money Laundering , 2019 .

[35]  Annie T. T. Ying,et al.  Rationale Classification for Educational Trading Platforms , 2019 .

[36]  Genta Indra Winata,et al.  Learning to Learn Sales Prediction with Social Media Sentiment , 2019 .

[37]  Hongfei Lin,et al.  Transformer-Based Capsule Network For Stock Movement Prediction , 2019 .

[38]  Theodore E. Christensen,et al.  Non‐GAAP Reporting: Evidence from Academia and Current Practice , 2018 .