AI-based Classification of Customer Support Tickets: State of the Art and Implementation with AutoML

M Truss, S Boehm - arXiv preprint arXiv:2406.01789, 2024 - arxiv.org
Automation of support ticket classification is crucial to improve customer support
performance and shortening resolution time for customer inquiries. This research aims to …

The effect of balancing methods on model behavior in imbalanced classification problems

A Stando, M Cavus, P Biecek - Fifth International Workshop …, 2024 - proceedings.mlr.press
Imbalanced data poses a significant challenge in classification as model performance is af-
fected by insufficient learning from minority classes. Balancing methods are often used to …

Zero-shot Automated Class Imbalanced Learning

Z Wang, S Wang - International Conference on Pattern Recognition, 2024 - Springer
Given a new class imbalanced dataset D and limited computational resources, the
challenge arises of selecting promising class imbalanced learning (CIL) pipelines that …

Online Automated Imbalanced Learning via Adaptive Thompson Sampling

Z Wang, S Wang - International Conference on Pattern Recognition, 2024 - Springer
Abstract Existing Automated machine learning (AutoML) systems have achieved
considerable success in offline machine learning. Nonetheless, they are not applicable to …

Online Automated Machine Learning for Class Imbalanced Data Streams

Z Wang, S Wang - 2023 International Joint Conference on …, 2023 - ieeexplore.ieee.org
Automated machine learning (AutoML) has achieved great success in offline class
imbalance learning where data are static. However, many real world applications data …

AutoML as a Catalyst for Predictive Maintenance Innovation: Strategies and Outcomes

B Jayasurya, M Suguna, P Saravanan… - 2024 3rd International …, 2024 - ieeexplore.ieee.org
The intersection of predictive maintenance and Automated Machine Learning (AutoML)
ushers in a transformative era for industrial optimization, wherein the foresight of equipment …

AI Web-Based Smart Ticketing System

A Taha, D Mabrouk, A Tamer, M Tarek… - Advanced Sciences …, 2025 - astj.journals.ekb.eg
In today's fast-paced corporate environment, efficient management of customer inquiries is
critical for maintaining high satisfaction and productivity levels. This study explores …

Oversampling to Repair Bias and Imbalance Simultaneously

M Hirzel, P Ram - AutoML Conference 2023 - openreview.net
Both group bias and class imbalance occur when instances with certain characteristics are
under-represented in the data. Group bias causes estimators to be unfair and class …