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The objective of this paper is to develop a standardized methodology for software development in the very unique industry and culture of financial markets. The prototyping process we present allows the development team to deliver for review…

Software Engineering · Computer Science 2008-03-10 Andrew Kumiega , Ben Van Vliet

This article addresses the formulation and validation of a simple PC based software application developed for simulating commercially available solar panels. The important feature of this application is its capability to produce speedy…

Computational Engineering, Finance, and Science · Computer Science 2014-01-22 Nalika Ulapane , Sunil Abeyratne , Prabath Binduhewa , Chamari Dhanapala , Shyama Wickramasinghe , Nimal Rathnayake

An Android-based smart Television (TV) must reliably run its applications in an embedded program environment under diverse hardware resource conditions. Owing to the diverse hardware components used to build numerous TV models, TV…

Software Engineering · Computer Science 2015-09-24 Bo Jiang , Peng Chen , W. K. Chan , Xinchao Zhang

Recently, many works have proposed various financial large language models (FinLLMs) by pre-training from scratch or fine-tuning open-sourced LLMs on financial corpora. However, existing FinLLMs exhibit unsatisfactory performance in…

Computational Engineering, Finance, and Science · Computer Science 2024-05-02 Huan-Yi Su , Ke Wu , Yu-Hao Huang , Wu-Jun Li

We introduce FinTral, a suite of state-of-the-art multimodal large language models (LLMs) built upon the Mistral-7b model and tailored for financial analysis. FinTral integrates textual, numerical, tabular, and image data. We enhance…

Computation and Language · Computer Science 2024-06-17 Gagan Bhatia , El Moatez Billah Nagoudi , Hasan Cavusoglu , Muhammad Abdul-Mageed

In recent years, as fractional calculus becomes more and more broadly used in research across different academic disciplines, there are increasing demands for the numerical tools for the computation of fractional…

Systems and Control · Computer Science 2015-11-25 Zhuo Li , Lu Liu , Sina Dehghan , YangQuan Chen , Dingyu Xue

With an increase in financial accounting fraud in the current economic scenario experienced, financial accounting fraud detection has become an emerging topics of great importance for academics, research and industries. Financial fraud is a…

Other Computer Science · Computer Science 2013-09-05 H. Lookman Sithic , T. Balasubramanian

Financial literacy empowers individuals to make informed and effective financial decisions, improving their overall financial well-being and security. However, for many people understanding financial concepts can be daunting and only half…

Graphics · Computer Science 2025-06-27 Meng Du , Robert Amor , Kwan-Liu Ma , Burkhard C. Wünsche

This paper summarises a successful application of functional programming within a commercial environment. We report on experience at Accenture's Financial Services Solution Centre in London with simulating an object-oriented financial…

Computational Engineering, Finance, and Science · Computer Science 2020-12-03 Lee Braine , Keith Haviland , Owen Smith-Jaynes , Andy Vautier , Chris Clack

Recent advances in large language models, tool-using agents, and financial machine learning are shifting financial automation from isolated prediction tasks to integrated decision systems that can perceive information, reason over…

General Finance · Quantitative Finance 2026-04-23 Hui Gong

Technical debt describes situations where developers write less-than-optimal code to meet project milestones. However, this debt accumulation often results in future developer effort to live with or fix these quality issues. To better…

Software Engineering · Computer Science 2023-03-07 Gregory Wilder , Riley Miyamoto , Samuel Watson , Rick Kazman , Anthony Peruma

Recent advances in large language models (LLMs) have opened new possibilities for artificial intelligence applications in finance. In this paper, we provide a practical survey focused on two key aspects of utilizing LLMs for financial…

General Finance · Quantitative Finance 2024-07-10 Yinheng Li , Shaofei Wang , Han Ding , Hang Chen

Financial analysis relies heavily on the interpretation of earnings reports to assess company performance and guide decision-making. Traditional methods for generating such analyzes require significant financial expertise and are often…

Statistical Finance · Quantitative Finance 2025-12-10 Hai-Thien To , Tien-Cuong Bui , Van-Duc Le

Financial risk prediction plays a crucial role in the financial sector. Machine learning methods have been widely applied for automatically detecting potential risks and thus saving the cost of labor. However, the development in this field…

Risk Management · Quantitative Finance 2023-08-02 Yuwei Yin , Yazheng Yang , Jian Yang , Qi Liu

Mobile applications, often simply called "apps", are increasingly widespread, and we use them daily to perform a number of activities. Like all software, apps must be adequately tested to gain confidence that they behave correctly.…

Software Engineering · Computer Science 2015-04-01 Shauvik Roy Choudhary , Alessandra Gorla , Alessandro Orso

In software-engineering research, many empirical studies are conducted with open-source or industry developers. However, in contrast to other research communities like economics or psychology, only few experiments use financial incentives…

Software Engineering · Computer Science 2024-09-17 Dmitri Bershadskyy , Jacob Krüger , Gül Çalıklı , Siegmar Otto , Sarah Zabel , Jannik Greif , Robert Heyer

Android applications may leak privacy data carelessly or maliciously. In this work we perform inter-component data-flow analysis to detect privacy leaks between components of Android applications. Unlike all current approaches, our tool,…

Software Engineering · Computer Science 2014-04-30 Li Li , Alexandre Bartel , Jacques Klein , Yves Le Traon , Steven Arzt , Siegfried Rasthofer , Eric Bodden , Damien Octeau , Patrick McDaniel

In this paper, our objective is to develop a multi-agent financial system that incorporates simulated trading, a technique extensively utilized by financial professionals. While current LLM-based agent models demonstrate competitive…

Artificial Intelligence · Computer Science 2025-10-07 Xiangyu Li , Yawen Zeng , Xiaofen Xing , Jin Xu , Xiangmin Xu

The modern software development landscape has seen a shift in focus toward mobile applications as tablets and smartphones near ubiquitous adoption. Due to this trend, the complexity of these apps has been increasing, making development and…

Software Engineering · Computer Science 2017-05-12 Kevin Moran , Mario Linares-Vásquez , Carlos Bernal-Cárdenas , Denys Poshyvanyk

Quantum computers are expected to surpass the computational capabilities of classical computers and have a transformative impact on numerous industry sectors. We present a comprehensive summary of the state of the art of quantum computing…

Quantum Physics · Physics 2023-07-24 Dylan Herman , Cody Googin , Xiaoyuan Liu , Yue Sun , Alexey Galda , Ilya Safro , Marco Pistoia , Yuri Alexeev