Search Results - subject_exact:"Decision tree"

AI-driven bankruptcy prediction in manufacturing SMEs : comparing machine learning techniques with logistic regression

Letkovský, Stanislav; Jenčová, Sylvia; … - 2026

Bankruptcy prediction is currently a widely researched topic, as it typically results from a chain of negative events. Logistic Regression (LR) is one of the standard prediction tools; however, with advances in technology, machine learning (ML) methods are gaining prominence and demonstrating...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015634019

Predicting bank distress in Europe : using machine learning and a novel definition of distress

Malikkidou, Despo; Strohbach, Wolfgang - 2025

This paper develops an early warning system for predicting distress for large European banks. Using a novel definition of distress derived from banks' headroom above regulatory requirements, we investigate the performance of three machine learning techniques against the traditional logistic...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015185208

Rule‐based transport mode classification in a smart travel and mobility survey

Fourie, Jurgens; Klingwort, Jonas; Gootzen, Yvonne - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015444203

Real option valuation of an emerging renewable technology design in wave energy conversion

DiLellio, James A.; Butler, John C.; Rizaev, Igor; … - 2025

The untapped potential of wave energy offers another alternative to diversifying renewable energy sources and addressing climate change by reducing CO2 emissions. However, development costs to mature the technology remain significant hurdles to adoption at scale and the technology often must...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015408163

A comparative evaluation of machine learning approaches for container freight rates prediction

Kim, Namhun; Cha, Junhee; Jeon, Junwoo - 2025

This study evaluates the predictive performance of four models-Decision Tree, Random Forest, Prophet, and LSTM-in forecasting container freight rates, a key metric for strategic decision-making in the shipping industry. To address data heterogeneity, Min-Max normalization was applied, and the...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015436364

Consumer credit risk analysis through artificial intelligence : a comparative study between the classical approach of logistic regression and advanced machine learning techniques

Ghoujdam, Mousaab El Khair; Chaâbita, Rachid; … - 2024

This research article presents a comparative analysis between logistic regression as a traditional method, artificial neural networks (ANNs), and decision tree as machine learning techniques for predicting credit risk. It meticulously examines and evaluates these three methods, elucidating their...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015211216

E-commerce cross-border and domestic dynamics : decision tree and spatial insights on seller origin impact

Grishchenko, Natalia - 2024

Despite the cross-border availability of almost all goods and services online due to global Internet access, the domestic origin of sellers remains significant. This study examines the preferences for domestic versus cross-border goods and services in online purchases in the EU online market...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015098525

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E-commerce cross-border and domestic dynamics: Decision tree and spatial insights on seller origin impact

Grishchenko, Natalia - 2024

Article

Unveiling greenwashing in Colombian manufacturing : A machine learning approach

Henao-Rodríguez, Carolina; Lis-Gutiérrez, Jenny-Paola; … - 2024

Greenwashing is the misleading use of environmental claims to market non-eco-friendly products, a growing concern as environmentally conscious consumers seek eco-friendly options. This study aims to identify factors that allow the detection of "greenwashing" practices in Colombian companies...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015047813

A decision support system for configuring spare parts supply chains considering different manufacturing technologies

Cantini, Alessandra; Peron, Mirco; De Carlo, Filippo; … - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10014546525

Credit risk assessment and financial decision support using explainable artificial intelligence

Nallakaruppan, M. K; Chaturvedi, Himakshi; Grover, Veena; … - 2024

The greatest technological transformation the world has ever seen was brought about by artificial intelligence (AI). It presents significant opportunities for the financial sector to enhance risk management, democratize financial services, ensure consumer protection, and improve customer...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015135754

Learning and modeling implicit constraints in optimization models through decision trees

Bayani, Mahdis; Adulyasak, Yossiri; Rousseau, Louis-Martin - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015162773

Gender equality : opportunities and challenges for the OR community

Carroll, Paula; Amideo, Annunziata Esposito - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10014555848

Development of a regression model for effective labour management of an IT project

Borysov, Oleksii - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015534362

Estimation of the price of natural gas in Mexico using a decision tree model

García-Pérez, Luis Enrique; Venegas-Martínez, Francisco - 2026

Mexico liberalized natural gas prices in 2017 by establishing the National Wholesale Natural Gas Price Index (IPGN). This institutional change created observable conditions where prices could deviate from efficiency. We classified these deviations into three regimes: stability, overestimation...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015603946

Is artificial intelligence really more accurate in predicting bankruptcy?

Letkovský, Stanislav; Jeňcová, Sylvia; … - 2023

Predicting bankruptcy within selected industries is crucial because of the potential ripple effects and unique characteristics of those industries. It serves as a risk management tool, guiding various stakeholders in making decisions. While artificial intelligence (AI) has shown high success...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10014502270

Time analysis of online consumer behavior by decision trees, GUHA association rules, and formal concept analysis

Pitka, Tomáš; Bucko, Jozef; Krajči, Stanislav; … - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015371478

Minimal-chain retrieval in binary composition trees for time-dependent route scheduling

Bornay, Bahman; Gendreau, Michel; Gendron, Bernard - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015463346

Bounded rationality with subjective evaluations in enlivened but truncated decision trees

Hammond, Peter J. - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015453400

Learning from the aggregated optimum : managing port wine inventory in the face of climate risks

Pahr, Alexander; Grunow, Martin; Amorim, Pedro - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015417109

Modeling the probability of consumer boycott participation among europeans using artificial intelligence

Słowiński, Grzegorz; Szopiński, Tomasz; Wilczewski, … - 2025

Consumer boycotts are vital tools for shaping corporate and socio-political landscapes. Despite extensive research, the influence of individual and sociocultural factors on boycott participation across diverse European nations remains unclear. This study addresses this gap by applying machine...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015625881

Forest through the trees : building cross-sections of stock returns

Bryzgalova, Svetlana; Pelger, Markus; Zhu, Jason - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015474361

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Forest Through the Trees : Building Cross-Sections of Stock Returns

Bryzgalova, Svetlana - 2020

Book / Working Paper

Predicting bank distress in Europe: Using machine learning and a novel definition of distress

Malikkidou, Despo; Strohbach, Wolfgang - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015199522

Audit Opinion Prediction Using the Decision Tree Algorithm

Gadžo, Amra; Suljić, Mirza; Herić, Erna - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015561928

Modeling the probability of consumer boycott participation among europeans using artificial intelligence

Słowiński, Grzegorz; Szopiński, Tomasz; Wilczewski, … - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015634188

A comparative evaluation of machine learning approaches for container freight rates prediction

Kim, Namhun; Cha, Junhee; Jeon, Junwoo - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015471003

Predicting the duration of goods transportation delays based on machine learning methods

Mirzaei, Hossein; Daneshvar, Amir; Nahavandi, Bijan - 2025

This study aims to improve the accuracy of transportation delay prediction in supply chains by developing a machine learning-based model. The proposed approach addresses the challenges of parameter tuning and feature selection by integrating the Firefly Algorithm with decision tree regression,...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015549071

A novel generalised extreme value gradient boosting decision tree for the class imbalanced problem in credit scoring

Zhang, Junfeng; Calabrese, Raffaella; Dong, Yizhe - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015551949

Industrial exports and global carbon emissions : assessing the impact of the US and China using a decision tree algorithm

Abdelsamiea, Abdelsamiea Tahsin; Abd El-Aal, Mohamed F. - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015555152

Understanding reverse mortgage acceptance in Spain with explainable machine learning and importance-performance map analysis

Andrés Sánchez, Jorge de; González-Vila Puchades, Laura - 2025

In developed countries such as Spain, where the population is increasingly aging, retirement planning and longevity risk represent major societal challenges. In Spain, in particular, a significant proportion of household wealth is concentrated in real estate, primarily in the form of...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015556334

Growing the efficient frontier on panel trees

Cong, Lin William; Feng, Guanhao; He, Jingyu; He, Xin - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015564639

Policy learning for many outcomes of interest : combining optimal policy trees with multi-objective Bayesian optimisation

Rehill, Patrick; Biddle, Nicholas - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015590903

A machine learning framework for uplift modeling through customer segmentation

Pinheiro, Paulo; Cavique, Luis - 2025

In uplift modeling, the goal is to identify high-value customers based on persuadable customers, those who make a purchase only if contacted. To achieve this, uplift modeling combines machine learning techniques with causal inference, allowing businesses to refine their customer targeting...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015586630

A selection procedure for the design of mixed-model assembly systems considering walking workers and fixed workers

Calzavara, Martina; Faccio, Maurizio; Finco, Serena; … - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015198529

Machine learning-based approach to identify human push recovery using GAIT analysis

Niranjani, S.; Punniyamoorthy, Murugesan; Lakshmi, G. - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015407136

A genetic programming-based credit risk assessment model

Vashishtha, Ashutosh; Andotra, Shivankit; Pandit, Amit Kant - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015458731

Research on digital English teaching materials recommendation based on improved machine learning

Ma, Miao - 2025

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015640053

Stock market prediction : the application of text-mining in Vietnam

Le Hong Hanh; Nguyen Ngoc Nam; Nguyen Thuy Linh; Nguyen … - 2022

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10013499369

Development of information technology for analyzing the customer churn of a telecommunication company

Papa, Andrii; Shemet, Yevgen; Yarovyi, Andrii; … - 2022

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10013325867

A comparative analysis of K-Nearest Neighbor, Genetic, Support Vector Machine, Decision Tree, and Long Short Term Memory algorithms in machine learning

Bansal, Malti; Goyal, Apoorva; Choudhary, Apoorva - 2022

Machine learning (ML) is a new-age thriving technology, which facilitates computers to read and interpret from the previously present data automatically. It makes use of multiple algorithms to build models, mathematical in nature, and then makes predictions for the new data using the past data...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10013339256

Analysis of machine learning methods in the task of searching duplicates in the software code

Kaliuzhna, Tetiana; Kubiuk, Yevhenii - 2022

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10013459320

Pattern labelling of business communication data

Kaya, Muhammed - 2022

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10013447773

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Pattern Labelling of Business Communication Data

Kaya, Muhammed-Fatih - 2022

Article

Machine learning and the yield curve : tree-based macroeconomic regime switching

Bie, Siyu; He, Jingyu; Diebold, Francis X.; Li, Junye - 2024 - This Draft: October 8, 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015078734

Long-distance travel demand modeling through rare event modeling approach

Zadeh, Hamed Ali; Morency, Catherine; Trépanier, Martin - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10014575692

Margin optimal classification trees

D'Onofrio, Federico; Grani, Giorgio; Monaci, Marta; … - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10014559221

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Margin Optimal Classification Trees

D'Onofrio, Federico; Grani, Giorgio; Monaci, Marta; … - 2023

Book / Working Paper

Predicting mortgage loan defaults using machine learning techniques

Krasovytskyi, Danylo; Stavytskyy, Andriy - 2024

Mortgage default prediction is always on the table for financial institutions. Banks are interested in provision planning, while regulators monitor systemic risk, which this sector may possess. This research is focused on predicting defaults on a one-year horizon using data from the Ukrainian...

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015047688

Decision tree for adaptation after radical changes : linking dynamic capabilities, ambidexterity, and strategic alliances

Cozzolino, Alessio; Verona, Gianmario - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015100847

A novel feature selection method with transition similarity measure using reinforcement learning

Bouchlaghem, Younes; Akhiat, Yassine; Touchanti, Kaouthar; … - 2024

Feature selection identifies the relevant features and removes the irrelevant and redundant ones, intending to obtain the best-performing feature subset. This paper proposes a new feedback feature selection system with a reinforcement learning-based method to identify the best feature subset....

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015107888

How do consumers' attitudes differ across their basic characteristics toward live-streaming commerce of green agricultural products : a preliminary exploration based on correspondence analysis, logistic regression and decision tree

Wang, Ying; Lan, Jiahui; Pan, Jialing; Fang, Lin - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015114689

A hybrid stochastic data envelopment analysis and decision tree for performance prediction in retail industry

Lagzi, Mohammad Dana; Sajadi, Seyed Mojtaba; Yazdi, … - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015114725

Investigating the determinants of local indebtedness in Sovakia : the machine learning approach

Maličká, Lenka - 2024

Persistent link: https://www.econbiz.de, ebvufind01.dmz1.zbw.eu/10015426561