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  1. Explanatory Interactive Machine Learning

    The most promising standard machine learning methods can deliver highly accurate classification results, often outperforming standard white-box...

    Nicolas Pfeuffer, Lorenz Baum, ... Oliver Hinz in Business & Information Systems Engineering
    Article Open access 21 April 2023
  2. Machine learning for product choice prediction

    The goal of this paper is to provide a point of empirical evidence as to how machine-learning techniques stack-up in their ability to predict...

    Josué Martínez-Garmendia in Journal of Marketing Analytics
    Article Open access 04 April 2023
  3. Comparing Machine Learning and Deep Learning Techniques for Text Analytics: Detecting the Severity of Hate Comments Online

    Social media platforms have become an increasingly popular tool for individuals to share their thoughts and opinions with other people. However, very...

    Alaa Marshan, Farah Nasreen Mohamed Nizar, ... Konstantina Spanaki in Information Systems Frontiers
    Article Open access 24 November 2023
  4. Machine learning vs deep learning in stock market investment: an international evidence

    Machine learning and deep learning are powerful tools for quantitative investment. To examine the effectiveness of the models in different markets,...

    **g Hao, Feng He, ... **aotao Zhang in Annals of Operations Research
    Article 30 March 2023
  5. Machine Learning and Deep Learning-Based Students’ Grade Prediction

    Predicting student performance in a curriculum or program offers the prospect of improving academic outcomes. By using effective performance...

    Adil Korchi, Fayçal Messaoudi, ... Youness Manzali in Operations Research Forum
    Article 31 October 2023
  6. Insider threat detection using supervised machine learning algorithms

    Insider threats refer to abnormal actions taken by individuals with privileged access, compromising system data’s confidentiality, integrity, and...

    Phavithra Manoharan, Jiao Yin, ... Wenjie Ye in Telecommunication Systems
    Article 28 December 2023
  7. Forecasting oil price in times of crisis: a new evidence from machine learning versus deep learning models 

    This study investigates oil price forecasting during a time of crisis, from December 2007 to December 2021. As the oil market has experienced various...

    Haithem Awijen, Hachmi Ben Ameur, ... Waël Louhichi in Annals of Operations Research
    Article 12 July 2023
  8. Predicting European stock returns using machine learning

    This paper examines the predictability of equity returns in the European stock market through the use of several machine learning techniques....

    Antonio Marsi in SN Business & Economics
    Article 06 June 2023
  9. Toward interpretable machine learning: evaluating models of heterogeneous predictions

    AI and machine learning have made significant progress in the past decade, powering many applications in FinTech and beyond. But few machine learning...

    Article 10 May 2024
  10. ML Pro: digital assistance system for interactive machine learning in production

    The application of machine learning promises great growth potential for industrial production. The development process of a machine learning solution...

    Christian Neunzig, Dennis Möllensiep, ... Matthias Möller in Journal of Intelligent Manufacturing
    Article Open access 04 October 2023
  11. Consumers’ Financial Distress: Prediction and Prescription Using Interpretable Machine Learning

    This paper shows how transactional bank account data can be used to predict and to prevent financial distress in consumers. Machine learning methods...

    Hendrik de Waal, Serge Nyawa, Samuel Fosso Wamba in Information Systems Frontiers
    Article 11 June 2024
  12. Data Sensitivity and Domain Specificity in Reuse of Machine Learning Applications

    Data sensitivity and domain specificity challenges arise in reuse of machine learning applications. We identify four types of machine learning...

    Corinna Rutschi, Nicholas Berente, Frederick Nwanganga in Information Systems Frontiers
    Article Open access 06 April 2023
  13. Understanding CSR champions: a machine learning approach

    In this paper, we study champions of corporate social responsibility (CSR) performance among the U.S. publicly traded firms and their common...

    Alona Bilokha, Mingying Cheng, ... Iftekhar Hasan in Annals of Operations Research
    Article 13 February 2024
  14. Machine learning-based methods for MCS prediction in 5G networks

    In the ever-evolving landscape of wireless communication systems, including fifth-generation (5G) networks and beyond (B5G), accurate Modulation and...

    Lefteris Tsipi, Michail Karavolos, ... Demosthenes Vouyioukas in Telecommunication Systems
    Article Open access 22 May 2024
  15. Uncertainty and fluctuation in crude oil price: evidence from machine learning models

    This study comprehensively investigates the predictability of uncertainty indices for oil market volatility, employing multiple machine learning...

    Feng Ma, **njie Lu, Bo Zhu in Annals of Operations Research
    Article 25 June 2023
  16. Environmental, social and governance (ESG) rating prediction using machine learning approaches

    The study’s objective is to predict the environmental, social, and governance (ESG) ratings of firms. Applying six machine learning algorithms, we...

    Mohammad Ashraful Ferdous Chowdhury, Mohammad Abdullah, ... M. Nazmul Islam in Annals of Operations Research
    Article 17 October 2023
  17. Enhanced modeling method of thermal behaviors in machine tool motorized spindles based on the mixture of thermal mechanism and machine learning

    The thermal behavior of the motorized spindle is a key issue that restricts the accuracy and efficiency of machining centers. Spindle thermal error...

    Yun Yang, Jun Lv, ... Zhengchun Du in Journal of Intelligent Manufacturing
    Article 31 October 2023
  18. Artificial intelligence and machine learning

    Within the last decade, the application of “artificial intelligence” and “machine learning” has become popular across multiple disciplines,...

    Niklas Kühl, Max Schemmer, ... Gerhard Satzger in Electronic Markets
    Article Open access 09 November 2022
  19. Case study on delivery time determination using a machine learning approach in small batch production companies

    Delivery times represent a key factor influencing the competitive advantage, as manufacturing companies strive for timely and reliable deliveries. As...

    Alexander Rokoss, Marius Syberg, ... Matthias Schmidt in Journal of Intelligent Manufacturing
    Article Open access 12 January 2024
  20. Machine learning in international business

    In the real world of international business, machine learning (ML) is well established as an essential element in many operations, from finance and...

    Bas Bosma, Arjen van Witteloostuijn in Journal of International Business Studies
    Article 19 March 2024
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