Causal machine learning for supply chain risk prediction and intervention planning

International Journal of Production Research, Journal Year: 2025, Volume and Issue: unknown, P. 1 - 20

Published: Jan. 29, 2025

Language: Английский

---

Analysis of Vertical Federated Technology for Effective Financing of Small and Medium-Sized Enterprises Based on Three-Party Evolutionary Game

International Journal of Knowledge Management, Journal Year: 2025, Volume and Issue: 21(1), P. 1 - 24

Published: Feb. 26, 2025

Core enterprises can provide effective assistance for financing small and medium-sized (SMEs). Promoting data sharing between both parties is of great significance. However, a real issue that core may not be willing to share information SMEs or financial institutions due concerns about privacy leakage. Vertical federated technology (VFT) considers the protection issues distributed has become an advanced solving cooperation. But its execution also influenced by various factors. This article conducts dynamic evolutionary game analysis cooperation based on new technology. A three-party model was constructed. It highlights influencing factors application VFT in SMEs. The findings indicate considered strategy problem under specific conditions.

Language: Английский

---

Integration of e‐commerce traffic supply chain and product supply chain in the era of digital economy

International Transactions in Operational Research, Journal Year: 2025, Volume and Issue: unknown

Published: March 11, 2025

Abstract Considering that an online retail platform system exists not only a product supply chain (manufacturer and e‐tailer) but also traffic (platform in the era of digital economy, this paper mainly aims to answer following question: How integrate under considering these two heterogeneous chains? To end, we analyze decisions decentralized decision (DD model), integrated (TF (TP centralized (CD model). By comparing decisions, explore how TF model, TP DD model. Our main findings include following. First, eliminating double marginalization (or traffic) will lead increase product) chain. Second, integrating or chains separately can improve system's profit, trade‐off reduce profit. Even if is separately, profit decrease. Third, design revenue‐sharing (RS) contract, quantity discount (QD) combination QD‐RS contract respectively, achieve integration.

Language: Английский

---

Ripple effects in the supply chain

Elsevier eBooks, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

Language: Английский

---