Search Results - subject:"machine learning models"

Optimizing machine learning models for wheat yield estimation using a comprehensive UAV dataset

Khodjaev, Shovkat; Bobojonov, Ihtiyor; Kuhn, Lena; … - In: Modeling Earth Systems and Environment 11 (2025)

Timely and accurate wheat yield forecasts using Unmanned Aircraft Vehicles (UAV) are crucial for crop management decisions, food security, and ensuring the sustainability of agriculture worldwide. While traditional machine learning algorithms have already been used in crop yield modelling,...

Persistent link: https://www.econbiz.de/10015177008

Sector-specific financial forecasting with machine learning algorithm and SHAP interaction values

Ergenç, Cansu; Aktaş, Rafet - In: Financial internet quarterly 21 (2025) 1, pp. 42-66

This study examines the application of machine learning models to predict financial performance in various sectors … finance. A range of machine learning models, including Linear Regression, Ridge, Lasso, Decision Tree, Bagging, Random Forest …

Persistent link: https://www.econbiz.de/10015393631

Macroeconomic and labor market drivers of ai adoption in Europe : a machine learning and panel data approach

Drago, Carlo; Costantiello, Alberto; Savorgnan, Marco; … - In: Economies : open access journal 13 (2025) 8, pp. 1-62

This article investigates the macroeconomic and labor market conditions that shape the adoption of artificial intelligence (AI) technologies among large firms in Europe. Based on panel data econometrics and supervised machine learning techniques, we estimate how public health spending, access to...

Persistent link: https://www.econbiz.de/10015447903

A prescriptive tree-based model for energy-efficient room scheduling : considering uncertainty in energy generation and consumption

Chen, Siping; Chiong, Raymond; Li, Debiao - In: European journal of operational research : EJOR 326 (2025) 2, pp. 374-388

Persistent link: https://www.econbiz.de/10015433423

Macroeconomic and labor market drivers of ai adoption in Europe: A machine learning and panel data approach

Drago, Carlo; Costantiello, Alberto; Savorgnan, Marco; … - In: Economies 13 (2025) 8, pp. 1-62

Persistent link: https://www.econbiz.de/10015469954

Sector-specific financial forecasting with machine learning algorithm and SHAP interaction values

Ergenç, Cansu; Aktaş, Rafet - In: Financial Internet Quarterly 21 (2025) 1, pp. 42-66

Persistent link: https://www.econbiz.de/10015471783

A machine learning approach to predict bankruptcy in Chinese companies with ESG integration

Raza, Hassan - In: Pakistan Journal of Commerce and Social Sciences (PJCSS) 18 (2024) 2, pp. 335-357

integrating various tools such as classical statistics methods and state-of-the-art new machine learning models. For a comparative … analysis seven machine learning models have been employed, such as Logistic Regression, Decision Trees, Support Vector Machines …

Persistent link: https://www.econbiz.de/10015048698

Machine learning algorithms for predicting unemployment duration in Russia

Maigur, Anna A. - In: Russian journal of economics 10 (2024) 4, pp. 365-384

Predictions of the individual unemployment duration will allow to distribute target support while searching for a job more effectively. The paper uses survival models to predict the unemployment duration based on data from Russian employment centers in 2017-2021. The dataset includes...

Persistent link: https://www.econbiz.de/10015396287

Forecasting bank failure in the U.S. : a cost-sensitive approach

Ekinci, Aykut; Sen, Safa - In: Computational economics 64 (2024) 6, pp. 3161-3179

Persistent link: https://www.econbiz.de/10015144192

Reducing transaction costs using intraday forecasts of limit order book slopes

Ahabchane, Chahid; Cenesizoglu, Tolga; Grass, Gunnar; … - In: Journal of forecasting 43 (2024) 8, pp. 2982-3008

Persistent link: https://www.econbiz.de/10015110592