Search Results - subject:"Interpretable machine learning"

Foreign direct investment and local interpretable model-agnostic explanations: A rational framework for FDI decision making

Singh, Devesh - In: Journal of Economics, Finance and Administrative Science 29 (2024) 57, pp. 98-120

machine learning (IML), decision trees and three-stage least squares simultaneous equation methods for FDI inflow in Western … that influence FDI decisions were selected through empirical literature. A framework was developed using interpretable …

Persistent link: https://www.econbiz.de/10014516432

Deducing neighborhoods of classes from a fitted model

Gerharz, Alexander; Groll, Andreas; Schauberger, Gunther - In: AStA Advances in Statistical Analysis 108 (2024) 2, pp. 395-425

In this article, a new kind of interpretable machine learning method is presented, which can help to understand the …

Persistent link: https://www.econbiz.de/10015359564

A machine learning framework for interpretable predictions in patient pathways: The case of predicting ICU admission for patients with symptoms of sepsis

Zilker, Sandra; Weinzierl, Sven; Kraus, Mathias; … - In: Health Care Management Science 27 (2024) 2, pp. 136-167

Proactive analysis of patient pathways helps healthcare providers anticipate treatment-related risks, identify outcomes, and allocate resources. Machine learning (ML) can leverage a patient’s complete health history to make informed decisions about future events. However, previous work has...

Persistent link: https://www.econbiz.de/10015361777

The relationship between attribute performance and customer satisfaction : an interpretable machine learning approach

Wu, Jing; Sun, Shaolong; Wang, Shouyang - In: Data science and management : DSM 7 (2024) 3, pp. 164-180

interpretable machine learning-based dynamic asymmetric analysis (IML-DAA) approach that leverages interpretable machine learning …

Persistent link: https://www.econbiz.de/10015078049

An interpretable machine learning methodology to generate interaction effect hypotheses from complex datasets

Nasir, Murtaza; Summerfield, Nichalin S.; Simsek, Serhat; … - In: Decision sciences 55 (2024) 6, pp. 549-576

Persistent link: https://www.econbiz.de/10015371985

Foreign direct investment and local interpretable model-agnostic explanations : a rational framework for FDI decision making

Singh, Devesh - In: Journal of economics, finance & administrative science 29 (2024) 57, pp. 98-120

Persistent link: https://www.econbiz.de/10014506809

A machine learning framework for interpretable predictions in patient pathways : the case of predicting ICU admission for patients with symptoms of sepsis

Zilker, Sandra; Weinzierl, Sven; Kraus, Mathias; … - In: Health care management science : a new journal serving … 27 (2024) 2, pp. 136-167

Persistent link: https://www.econbiz.de/10015079848

Dissatisfaction-considered waiting time prediction for outpatients with interpretable machine learning

Shin, Jongkyung; Lee, Donggi Augustine; Kim, Juram; … - In: Health care management science : a new journal serving … 27 (2024) 3, pp. 370-390

Persistent link: https://www.econbiz.de/10015079874

Explainable AI for operational research : a defining framework, methods, applications, and a research agenda

De Bock, Koen W.; Coussement, Kristof; Caigny, Arno de; … - In: European journal of operational research : EJOR 317 (2024) 2, pp. 249-272

Persistent link: https://www.econbiz.de/10014635783

Interpretable generalized additive neural networks

Kraus, Mathias; Tschernutter, Daniel; Weinzierl, Sven; … - In: European journal of operational research : EJOR 317 (2024) 2, pp. 303-316

Persistent link: https://www.econbiz.de/10014635793