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2,291 Results Found

  • Article
  • Open Access
596 Views
19 Pages

The Development of a Large Language Model-Powered Chatbot to Advance Fairness in Machine Learning

  • Pedro Henrique Ribeiro Santiago,
  • Xiangqun Ju,
  • Xavier Vasquez,
  • Heidi Shen,
  • Lisa Jamieson and
  • Hawazin W. Elani

2 March 2026

Background: Machine learning (ML) has been widely adopted in decision-making, making fairness a central ethical and scientific priority. We developed the Themis chatbot, a Large Language Model (LLM) system designed to explain concepts of ML fairness...

  • Article
  • Open Access
26 Citations
4,361 Views
30 Pages

13 June 2021

Revenue distribution is an important issue in the operations of a logistics service supply chain (LSSC). The existing works on revenue distribution are mostly based on the assumption of rational economic people that are purely self-interested. Howeve...

  • Article
  • Open Access
25 Citations
6,002 Views
21 Pages

Evaluation of Fairness of Urban Park Green Space Based on an Improved Supply Model of Green Space: A Case Study of Beijing Central City

  • Xinke Wang,
  • Qingyan Meng,
  • Xingzhao Liu,
  • Mona Allam,
  • Linlin Zhang,
  • Xinli Hu,
  • Yaxin Bi and
  • Tamás Jancsó

31 December 2022

Urban park green space (UPGS) plays an important role in providing ecological and social benefits. However, in many large cities with rapid economic development, the supply of UPGS is unfairly distributed, and there is a severe mismatch between its s...

  • Article
  • Open Access
1,627 Views
44 Pages

This study presents a fairness-aware framework for modeling the Probability of Default (PD) in individual credit scoring, explicitly addressing the trade-off between predictive accuracy and fairness. As machine learning (ML) models become increasingl...

  • Article
  • Open Access
2 Citations
1,699 Views
31 Pages

22 April 2024

Extensive uncertainty can affect the efficiency and fairness of consensus in the consensus reaching process (CRP), but few scholars have studied consensus modeling that focuses on fairness and efficiency in uncertain environments. Additionally, the w...

  • Article
  • Open Access
18 Citations
3,587 Views
21 Pages

Reimbursement Costs of Auditing Financial Assets Measured by Fair Value Model in Jordanian Financial Firms’ Annual Reports

  • Esraa Esam Alharasis,
  • Ahmad Saleem Tarawneh,
  • Maha Shehadeh,
  • Hossam Haddad,
  • Ahmad Marei and
  • Elina F. Hasan

25 August 2022

This paper investigates the impact of financial assets measured by the fair value (F.V.) model, proxied by held-for-trading (H.F.T.), available-for-sale (A.F.S.), and the fair value option (F.V.O.), on reimbursement costs charged by external auditors...

  • Article
  • Open Access
4 Citations
2,640 Views
12 Pages

6 August 2024

Modern aquaculture utilizes computer vision technology to analyze underwater images of fish, contributing to optimized water quality and improved production efficiency. The purpose of this study is to efficiently perform underwater fish detection and...

  • Feature Paper
  • Article
  • Open Access
4 Citations
5,530 Views
21 Pages

10 October 2022

The study of actuarial fairness in auto insurance has been an important issue in the decision making of rate regulation. Risk classification and estimating risk relativities through statistical modeling become essential to help achieve fairness in pr...

  • Review
  • Open Access
10 Citations
8,129 Views
24 Pages

18 February 2020

With the purpose of reporting high-quality, transparent, and comparable information in financial statements, there is a strong, visible trend towards the implementation and use of International Financial Reporting Standards (IFRS), which represent th...

  • Article
  • Open Access
1,453 Views
20 Pages

A Mathematical Model of a Fair Blood Allocation Framework for the Transfusion Haematology System of Bulgaria

  • Vassia Atanassova,
  • Peter Vassilev,
  • Ivo Umlenski,
  • Nikolay Andreev and
  • Krassimir Atanassov

25 March 2025

Efficient and fair allocation of donated blood depends on multiple factors, like medical urgency, donor/recipient compatibility, blood availability, geographic location, limited shelf life, etc. Due to the limited supply of blood and its critical rol...

  • Article
  • Open Access
1 Citations
1,154 Views
21 Pages

A Quadratic Programming Model for Fair Resource Allocation

  • Yanmeng Tao,
  • Bo Jiang,
  • Qixiu Cheng and
  • Shuaian Wang

16 August 2025

In collaborative projects, traditional resource allocation methods often rely on company-assigned contribution rates, which can be subjective and lead to unfair outcomes. To address this, we propose a quadratic programming model that integrates parti...

  • Article
  • Open Access
9 Citations
4,180 Views
24 Pages

Sharing the Burdens of Climate Mitigation and Adaptation: Incorporating Fairness Perspectives into Policy Optimization Models

  • Piotr Żebrowski,
  • Ulf Dieckmann,
  • Åke Brännström,
  • Oskar Franklin and
  • Elena Rovenskaya

22 March 2022

Mitigation of, and adaptation to, climate change can be addressed only through the collective action of multiple agents. The engagement of involved agents critically depends on their perception that the burdens and benefits of collective action are d...

  • Article
  • Open Access
6 Citations
3,602 Views
23 Pages

9 July 2022

The increasing use of new data sources and machine learning models in transport modelling raises concerns with regards to potentially unfair model-based decisions that rely on gender, age, ethnicity, nationality, income, education or other socio-econ...

  • Article
  • Open Access
14 Citations
9,278 Views
30 Pages

Conceptual System Dynamics and Agent-Based Modelling Simulation of Interorganisational Fairness in Food Value Chains: Research Agenda and Case Studies

  • Seán McGarraghy,
  • Gudrun Olafsdottir,
  • Rossen Kazakov,
  • Élise Huber,
  • William Loveluck,
  • Ingunn Y. Gudbrandsdottir,
  • Lukáš Čechura,
  • Gianandrea Esposito,
  • Antonella Samoggia and
  • Sigurdur G. Bogason
  • + 6 authors

16 February 2022

System dynamics and agent-based simulation modelling approaches have a potential as tools to evaluate the impact of policy related decision making in food value chains. The context is that a food value chain involves flows of multiple products, finan...

  • Review
  • Open Access
6 Citations
1,837 Views
39 Pages

12 April 2025

In contemporary research, the digital transformation of industries and societies has increased the importance of interdisciplinary exploration, particularly when addressing the complex challenges faced by modern organizations and social systems. From...

  • Article
  • Open Access
4 Citations
4,418 Views
16 Pages

Kidney exchange programs, which allow a potential living donor whose kidney is incompatible with his or her intended recipient to donate a kidney to another patient in return for a kidney that is compatible for their intended recipient, usually aims...

  • Article
  • Open Access
13 Citations
3,153 Views
24 Pages

29 January 2024

The education sector has been quick to recognize the power of predictive analytics to enhance student success rates. However, there are challenges to widespread adoption, including the lack of accessibility and the potential perpetuation of inequalit...

  • Article
  • Open Access
22 Citations
4,536 Views
18 Pages

A New Multi-Objective Optimization Model of Water Resources Considering Fairness and Water Shortage Risk

  • Xiaoyu Tang,
  • Ying He,
  • Peng Qi,
  • Zehua Chang,
  • Ming Jiang and
  • Zhongbin Dai

26 September 2021

Assessing the fairness of water resource allocation and structural water shortage risks is an urgent problem that needs to be solved for the optimal allocation of water resources. In this study, we established a new multi-objective optimization model...

  • Article
  • Open Access
12 Citations
2,870 Views
19 Pages

5 August 2021

With the increasing demand for “green” goods, it is necessary for companies to develop green innovation to seize market opportunities. Companies often use the model of supply chain cooperation to carry out green innovation. The standard reward and pu...

  • Article
  • Open Access
569 Views
24 Pages

An Intelligent Predictive Fairness Model for Analyzing Law Cases with Feature Engineering

  • Ahmed M. Shamsan Saleh,
  • Yahya AlMurtadha and
  • Abdelrahman Osman Elfaki

8 January 2026

Artificial intelligence (AI) is transforming numerous sectors, and its integration into the legal domain holds significant potential for automating labor-intensive tasks, enhancing judicial decision-making, and improving overall system efficiency. Th...

  • Article
  • Open Access
994 Views
24 Pages

Big data-driven discriminatory pricing not only creates opportunities to boost hotel profits but also amplifies consumers’ negative perceptions of price fairness. Developing a dynamic discriminatory pricing model with fairness constraints helps...

  • Article
  • Open Access
6 Citations
4,452 Views
17 Pages

A Peer-to-Peer Energy Trading Model for Optimizing Both Efficiency and Fairness

  • Eiichi Kusatake,
  • Mitsue Imahori and
  • Norihiko Shinomiya

20 July 2023

In recent years, there has been a growing global trend towards transitioning from centralized energy systems to distributed or decentralized models, with the aim of promoting the widespread utilization of renewable energy sources. As a result, the co...

  • Article
  • Open Access
10 Citations
3,657 Views
15 Pages

30 April 2022

Zooplankton is a fundamental group in aquatic ecosystems representing the base of the food chain. It forms a link between the lower trophic levels with secondary consumers and shows marked fluctuations in populations with environmental change, especi...

  • Article
  • Open Access
3 Citations
1,775 Views
17 Pages

2 March 2023

With the help of advanced digital technologies, product managers can use monitored mission cycles to sustain product reliability. In this study, a random warranty model and a random replacement next (RRN) model are designed to sustain the through-lif...

  • Article
  • Open Access
4 Citations
2,827 Views
25 Pages

8 September 2023

Blockchain systems are popular technologies that have recently emerged. As a decentralized system, blockchain technology has provided many solutions and many problems associated with these solutions. One of its most important problems is that while p...

  • Article
  • Open Access
1 Citations
2,248 Views
28 Pages

25 May 2022

This research introduces a cost model for application at fast charging stations (FCSs) with the aim to adopt smart charging, which can mitigate voltage fluctuation caused by the on/off status of FCS. When the operation of FCSs causes a voltage fluctu...

  • Article
  • Open Access
21 Citations
6,320 Views
24 Pages

Operationalization of Interorganizational Fairness in Food Systems: From a Social Construct to Quantitative Indicators

  • Ingunn Y. Gudbrandsdottir,
  • Gudrun Olafsdottir,
  • Gudmundur Valur Oddsson,
  • Hlynur Stefansson and
  • Sigurdur G. Bogason

Fairness issues within food systems are of increasing concern for policy makers and other stakeholders. Given the topicality and policy relevance of fairness within food systems, there is value in exploring the subject further. Simulation modelling h...

  • Article
  • Open Access
12 Citations
4,824 Views
55 Pages

Mitigating Algorithmic Bias in AI-Driven Cardiovascular Imaging for Fairer Diagnostics

  • Md Abu Sufian,
  • Lujain Alsadder,
  • Wahiba Hamzi,
  • Sadia Zaman,
  • A. S. M. Sharifuzzaman Sagar and
  • Boumediene Hamzi

27 November 2024

Background/Objectives: The research addresses algorithmic bias in deep learning models for cardiovascular risk prediction, focusing on fairness across demographic and socioeconomic groups to mitigate health disparities. It integrates fairness-aware a...

  • Article
  • Open Access
2 Citations
3,054 Views
19 Pages

29 January 2019

This paper investigated the impact of fairness concerns on the formation of the inventory transshipment strategy alliance through its impact on the ordering decisions and profits of two retailers. The paper introduced reference point dependency to de...

  • Article
  • Open Access
2 Citations
2,920 Views
25 Pages

18 September 2023

The integration of building information modeling (BIM) and the integrated project delivery (IPD) mode effectively promotes collaboration among project members and enhances project profitability. However, the issue of profit sharing significantly impa...

  • Review
  • Open Access
21 Citations
5,872 Views
24 Pages

Fairness-Enabling Practices in Agro-Food Chain

  • Antonella Samoggia and
  • Zeynep Beyhan

24 May 2022

Fairness in the agro-food system is an increasingly important issue. Ensuring fair and ethical practices in the agro-food chain is essential for sustainable, effective, and resilient agro-food systems. Identifying and understanding fairness-enabling...

  • Article
  • Open Access
4 Citations
617 Views
22 Pages

11 November 2025

Fairness reputation refers to the perception of others’ adherence to fair norms based on their behaviors. However, previous studies often rely on simple correlation and regression analyses without comparing cognition across roles in the ultimat...

  • Article
  • Open Access
22 Citations
3,732 Views
21 Pages

In this paper, we developed a dynamic price game model for a low-carbon, closed-loop supply chain system in which (1) the manufacturer had fairness concern and carbon emission reduction (CER) behaviors, and market share and profit maximization were t...

  • Article
  • Open Access
31 Citations
6,700 Views
15 Pages

A Methodology for Controlling Bias and Fairness in Synthetic Data Generation

  • Enrico Barbierato,
  • Marco L. Della Vedova,
  • Daniele Tessera,
  • Daniele Toti and
  • Nicola Vanoli

4 May 2022

The development of algorithms, based on machine learning techniques, supporting (or even replacing) human judgment must take into account concepts such as data bias and fairness. Though scientific literature proposes numerous techniques to detect and...

  • Article
  • Open Access
5 Citations
3,345 Views
14 Pages

23 December 2021

This study investigates the effect on nonprofessional investors’ judgements and decisions of discretionary measurement choices. Using a paper-and-pencil experience, we collect and analyze information regarding investment amounts as well as past...

  • Article
  • Open Access
6 Citations
3,404 Views
20 Pages

Can Machine Learning Assist in Diagnosis of Primary Immune Thrombocytopenia? A Feasibility Study

  • Haroon Miah,
  • Dimitrios Kollias,
  • Giacinto Luca Pedone,
  • Drew Provan and
  • Frederick Chen

Primary Immune Thrombocytopenia (ITP) is a rare autoimmune disease characterised by the immune-mediated destruction of peripheral blood platelets in patients leading to low platelet counts and bleeding. The diagnosis and effective management of ITP a...

  • Article
  • Open Access
5 Citations
3,119 Views
30 Pages

Personalized Fair Split Learning for Resource-Constrained Internet of Things

  • Haitian Chen,
  • Xuebin Chen,
  • Lulu Peng and
  • Yuntian Bai

23 December 2023

With the flourishing development of the Internet of Things (IoT), federated learning has garnered significant attention as a distributed learning method aimed at preserving the privacy of participant data. However, certain IoT devices, such as sensor...

  • Article
  • Open Access
1 Citations
1,425 Views
18 Pages

21 June 2025

As urban traffic density and congestion increase, effective urban traffic management becomes increasingly challenging, negatively impacting travel times and the overall efficiency of transportation systems. In this paper, a hierarchical Stackelberg m...

  • Article
  • Open Access
5 Citations
4,330 Views
27 Pages

Techniques to Improve B2B Data Governance Using FAIR Principles

  • Cristina Georgiana Calancea and
  • Lenuța Alboaie

Sharing data along the economic supply/demand chain represents a catalyst to improve the performance of a digitized business sector. In this context, designing automatic mechanisms for structured data exchange, that should also ensure the proper deve...

  • Article
  • Open Access
8 Citations
7,036 Views
24 Pages

16 February 2024

The core issue in ridesharing is designing reasonable algorithms to match drivers and passengers. The ridesharing matching problem, influenced by various constraints such as weather, traffic, and supply–demand dynamics in real-world scenarios,...

  • Article
  • Open Access
10 Citations
2,841 Views
21 Pages

16 February 2022

Air pollutants and CO2 emissions have a common important source, namely energy consumption. Considering fairness and efficiency, the provincial coordinated allocation of energy consumption, air pollutant emission, and carbon emission (EAC) quotas is...

  • Article
  • Open Access
33 Citations
2,134 Views
17 Pages

The great potential of crowdsourcing contest is bringing the issue of how to sustain solvers’ participation intention to be a hot topic in research and practice. This study uses the framework of Expectation-confirmation model to explain solvers’ cont...

  • Article
  • Open Access
1,074 Views
18 Pages

Automatic Metadata Extraction Leveraging Large Language Models in Digital Humanities

  • Adriana Morejón,
  • Borja Navarro-Colorado,
  • Carmen García-Barceló,
  • Alberto Berenguer,
  • David Tomás and
  • Jose-Norberto Mazón

18 December 2025

DCAT-based data ecosystems, such as open data portals and data spaces, have shown their potential to foster data economy by supporting the FAIR (Findability, Accessibility, Interoperability, Reusability) principles. Nevertheless, there are domains wh...

  • Article
  • Open Access
9 Citations
6,501 Views
25 Pages

29 July 2025

This study addresses fairness in machine learning for student academic performance prediction using the UCI Student Performance dataset. We comparatively evaluate logistic regression, Random Forest, and XGBoost, integrating the Synthetic Minority Ove...

  • Article
  • Open Access
1,545 Views
16 Pages

30 April 2025

The consolidation and closure of small schools in rural areas has not only worsened the educational environment but also risked accelerating the socioeconomic decline of rural communities. This study examines how elementary school closures affect edu...

  • Article
  • Open Access
4 Citations
1,906 Views
15 Pages

20 June 2024

Farmers’ attitude plays a crucial role in the success of land acquisition. To add new insights and theoretical support for the effective governance of land acquisition, this paper examines the effectiveness of administrative power on farmers&rs...

  • Article
  • Open Access
5 Citations
1,630 Views
20 Pages

16 November 2023

Regional industry synergistic planning contributes to the achievement of Goal 11 of the United Nations’ Sustainable Development Goals. The reasonable layout of regional industries is an important measure for achieving sustainable development th...

  • Perspective
  • Open Access
30 Citations
5,558 Views
17 Pages

17 November 2017

Carbon emissions trading systems are implemented to limit the total quantity of carbon emitted. Such trading systems are the main policy tool used by countries worldwide to address climate change. The initial allocation of carbon emission permits is...

  • Article
  • Open Access
3 Citations
4,467 Views
14 Pages

5 January 2022

We conducted a systematic survey of COVID-19 endpoint prediction literature to: (a) identify publications that include data that adhere to FAIR (findability, accessibility, interoperability, and reusability) principles and (b) develop and reuse morta...

  • Article
  • Open Access
9 Citations
2,197 Views
16 Pages

Methodology for Evaluating the Performance Data of Practical Honeycomb Fairing

  • Valeriy V. Bodryshev,
  • Artem A. Larin and
  • Lev N. Rabinskiy

The quality criteria for fairing used to protect antenna devices (AD) of radar stations (RS) from environmental influences are the requirements for ensuring and maintaining strength and protective properties with minimal insertion loss of the transmi...

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