Search Results - subject:"SHAP"

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Early detection of ESG policy violations using machine learning techniques

Parate, Gautami; Choudhary, Arpita - 2026

Persistent link: https://www.econbiz.de/10015607334

A framework for interpreting machine learning models in bond default risk prediction using LIME and SHAP

Zhang, Yan; Chen, Lin; Tian, YiXiang - In: Risks : open access journal 14 (2026) 2, pp. 1-14

Interpretability analysis methods, such as LIME and SHAP, are widely employed to explain the predictions of artificial … of each algorithm is first evaluated, followed by the application of LIME and SHAP to assess the influence of input …

Persistent link: https://www.econbiz.de/10015611531

Risk-informed machine learning models for renewal classification in motor insurance

Boonkrong, Pichit; Yang, Junwei; Huang, Xueyuan; … - In: Risks : open access journal 14 (2026) 3, pp. 1-22

highly competitive with fully automated systems. Integrating a SHAP-based explainability layer quantifies predictor influence …

Persistent link: https://www.econbiz.de/10015639023

A hierarchical signal-to-policy learning framework for risk-aware portfolio optimization

Yu, Jiayang; Chang, Kuo-Chu - In: International Journal of Financial Studies : open … 14 (2026) 3, pp. 1-41

architecture. In the first stage, next-period returns are estimated using gradient-boosted tree models, and SHAP-based feature …

Persistent link: https://www.econbiz.de/10015644313

Interpretable deep learning for REIT return forecasting : a comparative study of LSTM, TVP-VAR proxy, and SHAP-based explanations

Eddy Suprihadi; Danila, Nevi; Ali, Zaiton; Ananta, Gede … - In: International Journal of Financial Studies : open … 14 (2026) 3, pp. 1-33

combined with SHAP-based interpretation as a transparent and reproducible framework for comparative evaluation and driver …

Persistent link: https://www.econbiz.de/10015644257

Isolating location value using SHAP and interaction constraints

Mayer, Michael; Bourassa, Steven C.; Hoesli, Martin - 2025

Persistent link: https://www.econbiz.de/10015196768

Machine learning framework for evaluating energy performance certificate (EPC) effectiveness in real estate : a case study of Turin's private residential market

Dell'Anna, Federico - In: Energy policy : the international journal of the … 198 (2025), pp. 1-17

Persistent link: https://www.econbiz.de/10015484692

What hinders electric vehicle diffusion? : insights from a neural network approach

Bonacina, Monica; Demir, Mert; Sileo, Antonio; Zanoni, … - 2025

The transition to a zero-emission vehicle fleet represents a pivotal element of Europe’s decarbonization strategy, with Italy’s participation being particularly significant given the size of its automotive market. This study investigates the potential for battery electric cars (BEVs) to...

Persistent link: https://www.econbiz.de/10015462620

An algorithmic marketing approach to analyzing consumer well-being : incorporating psychological factors in customer loyalty

Zhao, Yu; Tsubaki, Michiko - In: Journal of retailing and consumer services 84 (2025), pp. 1-17

Persistent link: https://www.econbiz.de/10015441762

Machine learning framework for evaluating energy performance certificate (EPC) effectiveness in real estate : a case study of Turin's private residential market

Dell'Anna, Federico - In: Energy policy : the international journal of the … 198 (2025), pp. 1-17

Persistent link: https://www.econbiz.de/10015506360