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Causal mediation analysis with double machine learning

Farbmacher, Helmut; Huber, Martin; Langen, Henrika; … - 2020

Persistent link: https://www.econbiz.de/10012260365

An explainable attention network for fraud detection in claims management

Farbmacher, Helmut; Löw, Leander; Spindler, Martin - In: Journal of econometrics 228 (2022) 2, pp. 244-258

Persistent link: https://www.econbiz.de/10013441746

Causal mediation analysis with double machine learning

Farbmacher, Helmut; Huber, Martin; Lafférs, Lukás; … - In: The econometrics journal 25 (2022) 2, pp. 277-300

Persistent link: https://www.econbiz.de/10013253832

Machine learning for financial forecasting, planning and analysis : recent developments and pitfalls

Wasserbacher, Helmut; Spindler, Martin - In: Digital finance : smart data analytics, investment … 4 (2022) 1, pp. 63-88

Persistent link: https://www.econbiz.de/10013163507

Valid Post-Selection and Post-Regularization Inference : An Elementary, General Approach

Chernozhukov, Victor; Hansen, Christian Bailey; … - 2015

We present an expository, general analysis of valid post-selection or post-regularization inference about a low-dimensional target parameter in the presence of a very high-dimensional nuisance parameter that is estimated using selection or regularization methods. Our analysis provides a set of...

Persistent link: https://www.econbiz.de/10014133999

Transformation models in high dimensions

Klaaßen, Sven; Kueck, Jannis; Spindler, Martin - In: Journal of business & economic statistics : JBES ; a … 40 (2022) 3, pp. 1168-1178

Persistent link: https://www.econbiz.de/10013539474