Journal of Sustainability, Policy, and Practice

2026 - 2026

From Pinnacle Academic Press
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Volume 2, issue 4, 2026

Multi-Dimensional Training Data Bias Detection and Fairness-Aware Augmentation for Equitable AI-Assisted Medical Imaging Diagnosis pp. 1-15

Yanhuan Chen

A Comparative Empirical Study of Interpretable Regression and Clustering Methods for Quantifying Dental Composite Formulation-Performance Relationships pp. 16-27

Pei-ting Chung

An Empirical Evaluation of Missing Value Imputation Strategies for Credit Default Prediction: Robustness across Missingness Rates and Mechanisms on U.S. Consumer Lending Data pp. 28-40

Zhi Luo

Chain-of-Thought Prompting with Retrieval-Augmented Generation for Explainable Chest Radiograph Diagnosis: A Review of Vision-Language Models pp. 41-52

Yali Zhang

A Workload-Aware Hybrid Cache Eviction and Asynchronous Prefetching Strategy for Tail Latency Reduction in Real-Time Streaming Data Pipelines pp. 53-66

Zetian Wu

Comparative Evaluation of Lightweight Machine Learning Classifiers for Rapid Infectious Disease Identification on Resource-Constrained Point-of-Care Devices: Accuracy, Latency, and Subgroup Performance pp. 67-78

Yijie Wang

Forecasting Method Selection for Digital Marketing Budget Pacing: A Seasonality-Aware Comparison of MAPE and RMSE Trade-offs on Public Retail and Sponsored-Search Benchmarks pp. 79-89

Xi Chen

An Empirical Comparison of XGBoost and LightGBM for Capital Expenditure Deviation Prediction in U.S. FERC-Regulated Rate-Base Transmission Projects pp. 90-102

Yiyang Peng and Shengyan Gao

An Empirical Study on Linking DBSCAN Degradation Patterns to Kaplan-Meier Failure Probability and Maintenance-Demand Peaks in NASA C-MAPSS Turbofan Engines pp. 103-113

Ye Tian

A Comparative Analysis of Unsupervised AI Anomaly Detection Algorithms for Identifying Suspicious Trading Patterns Around U.S. Corporate Earnings Announcements pp. 114-128

Xujia Chen

An Empirical Comparative Evaluation of BERT-Family and LLM-Family Models for Automatic CTCAE Severity Grading from Structured FDA FAERS Report Composites pp. 129-141

Xizhu Liu

An Empirical Analysis of Click Temporal Features for Automated Ad Fraud Detection in Mobile In-App Browser Environments pp. 142-153

Hao Cao

Graph Neural Network-Based Cross-Market Risk Contagion Analysis between U.S. Equity Sectors and Treasury Yields during the 2023 Regional Banking Stress pp. 154-168

Yifei Li, Xinyu Zhang and Chenhui Hao

Temporal Deep Learning for Financial Fraud Detection: A Comparative Evaluation of LSTM, GRU, Transformer, and TCN on Real Transaction Datasets pp. 169-182

Yinzhe Lu

Synthetic Tabular Data for Fraud Detection: A TSTR Comparison of Rule-Based, TVAE, and CTGAN Generators pp. 183-194

Yunfei Gao

Volume 2, issue 3, 2026

A Comparative Study of Spatiotemporal Clustering and Classification Approaches for Security Incident Risk Assessment in UN Peacekeeping Operations pp. 1-11

Wen Shang, Fanyi Zhao and Muyu Liu

Comparative Evaluation of Graph Neural Networks for Cross-Market Risk Contagion Path Identification in Multi-Layer Financial Networks pp. 1-14

Yifei Li and Xuanyi Fu

Evaluating BLIP-2, LLaVA, and GPT-4V for Accessible Artwork Description Generation in Virtual Museums: A Comparative Study Based on WCAG-Aligned Evaluation and User Satisfaction pp. 1-12

Jiaying Li

Comparative Evaluation of Gradient Compression Strategies for Communication-Efficient Federated Learning in Multi-Hospital Medical Image Classification pp. 13-25

Mingxuan Han

Feature Weight Optimization in Machine Learning Classifiers for Conflict Escalation Early Warning: Evidence from Diplomatic Signals and News Text pp. 26-37

Wen Shang, Wang Xu and Yuyu Zhou

Comparative Empirical Evaluation of Hallucination Mitigation Strategies in LLM-Based Text Generation pp. 38-49

Shuyang Xu, Minhao Li and Fanyi Zhao

Fairness-Constrained Temporal Feature Learning Algorithm for Cross-Population Glucose Prediction and Adherence Risk Stratification Using Continuous Glucose Monitoring Data pp. 50-61

Xizhu Liu

Comparative Evaluation of Automated Approaches for Legal Aid Document Generation: Template-Based, Rule-Based, and LLM-Based Methods pp. 62-79

Hanfei Zhang

A Comparative Analysis of Attention Mechanisms in Vision Transformers for Fine-Grained Image Recognition pp. 80-91

Muyu Liu and Mingzhuo Yu

Empirical Evaluation of Constraint Discovery Techniques for Business Logic Consistency Verification in Payroll Data Migration pp. 92-103

Hao Cao and Muyu Liu

Trustworthy Artificial Intelligence in Financial Decision-Making: A Systematic Review of Explainability, Fairness, and Accountability pp. 104-114

Minhao Li and Shuyang Xu

AI-Based Sentiment Analysis for Stock Market Prediction: A Systematic Literature Review pp. 115-124

Fanyi Zhao and Tianxing Tang

Volume 2, issue 2, 2026

Dynamic Portfolio Construction in High-Frequency Markets Using Microstructure-Aware Deep Temporal Models pp. 1-6

Xiaoyi Meng

G-MATCH: Graph-Structured Memory with Interpretable Motif Matching for Future Node Affinity Prediction pp. 7-17

Weijue Huang

Explainable Risk Stratification for Polypharmacy-Related Adverse Outcomes in Community-Dwelling Elderly: A Rule-Enhanced Machine Learning Approach pp. 18-31

Yijie Wang

Performance Benchmarking and Optimization Strategies for Depth Estimation Algorithms in Unstructured Environments pp. 32-43

Yuhan Li

Privacy-Preserving Federated Learning for Collaborative Risk Monitoring Across Financial Institutions: Balancing Regulatory Compliance and Intelligence Sharing pp. 44-54

Minju Zhong

Evaluation of Differential Privacy and Federated Learning for AI-Driven Customer Service Applications pp. 55-66

Yajing Zhang

System Architecture Design of Cloud Platforms for Large-Scale Data Processing pp. 67-77

Peiyilin Shen

Fairness-Aware Credit Evaluation: Bias Detection and Mitigation Techniques for Inclusive Lending Practices pp. 78-89

Zhi Luo

Rethinking Fair Use in the Age of AIGC: Balancing Copyright Protection and Technological Innovation pp. 90-101

Qianwen Zhu

Volume 2, issue 1, 2026

Residual Stress-Driven Fatigue Life Optimization of Medical Welded Structures via Coupled Thermo-Mechanical Modeling pp. 156-161

Claire Dubois, Lefèvre, Alexandre and Jean-Baptiste Martin

Federated Graph Learning for Cross-Institution Money-Laundering Detection on Heterogeneous Transaction Networks pp. 162-167

Emma Virtanen, Sanna Korhonen, Heikkilä, Oskari and Lauri Nieminen

Causal Impact of Cashback Campaigns on Post-Marketing Default Behavior in Consumer Lending pp. 168-173

Anna Sokolov, Dmitry Kuznetsov and Ivan Petrov

Research on Collaborative Governance Models in the Operation of Intelligent Logistics Systems pp. 174-184

Xuanmin Che

Comparative Evaluation of Machine Learning Algorithms for Spectrophotometric Dental Shade Classification pp. 204-214

Pei-ting Chung

AI-Enhanced Healthcare Data Quality Governance: An Integrated Approach for Anomaly Detection and Integrity Verification pp. 215-229

Yisi Liu

Reframing Business Strategy through Data: A Review of Data-Driven Strategic Thinking pp. 230-244

Boxiong Li