Intelligent Financial Systems: Algorithms, Learning, and Decision Mechanisms

A special issue of Mathematics (ISSN 2227-7390). This special issue belongs to the section "E5: Financial Mathematics".

Deadline for manuscript submissions: 31 July 2026 | Viewed by 1

Special Issue Editors

School of Business, Singapore University of Social Sciences, 463 Clementi Road, Singapore 599494, Singapore
Interests: applied artificial intelligence; machine learning; deep learning; fintech; mathematical modeling; finance

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Guest Editor
School of Business, Singapore University of Social Sciences, 463 Clementi Road, Singapore 599494, Singapore
Interests: compuing; fintech; multi-objective optimization; artificial intelligence; machine learning; deep learning; multi-criteria decision-making
Special Issues, Collections and Topics in MDPI journals

E-Mail Website
Guest Editor
School of Business, Singapore University of Social Sciences, 463 Clementi Road, Singapore 599494, Singapore
Interests: stock price crash risk; corporate hedging; options trading; financial maket; fintech; ESG

Special Issue Information

Dear Colleagues,

Accelerating progress in machine learning, deep learning, and generative AI is transforming the financial sector across trading, portfolio management, banking, payments, and insurance. This Special Issue invites submissions on AI in finance that combine methodological rigor with demonstrable impact. Submissions may include deployed or near-deployment applications, high-fidelity simulations, and industry–academic collaborations; works addressing governance and assurance (e.g., robustness, fairness, privacy, and accountability); and surveys that consolidate current practice and identify research frontiers.

Dr. Qinxu Ding
Dr. Zhiyuan Wang
Dr. Chongwu Xia
Guest Editors

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Mathematics is an international peer-reviewed open access semimonthly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2600 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • AI and finance
  • financial time series
  • machine learning
  • deep learning
  • neural networks
  • large language models
  • retrieval-augmented generation
  • AI agents
  • graph learning
  • reinforcement learning
  • causal inference
  • forecasting
  • anomaly detection
  • portfolio optimization
  • risk management
  • algorithmic trading
  • sentiment analysis
  • text mining
  • data mining
  • natural language processing
  • explainability
  • DeFi
  • crypto
  • financial services
  • corporate finance
  • accounting
  • ESG
  • green finance
  • decision-making
  • optimization
  • financial accounting

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Published Papers

This special issue is now open for submission.
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