[HTML][HTML] Ticket automation: An insight into current research with applications to multi-level classification scenarios

A Zangari, M Marcuzzo, M Schiavinato… - Expert Systems with …, 2023 - Elsevier
Modern service providers often have to deal with large amounts of customer requests, which
they need to act upon in a swift and effective manner to ensure adequate support is …

It ticket classification: The simpler, the better

A Revina, K Buza, VG Meister - IEEE Access, 2020 - ieeexplore.ieee.org
Recently, automatic classification of IT tickets has gained notable attention due to the
increasing complexity of IT services deployed in enterprises. There are multiple discussions …

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 …

Analyzing content of tasks in Business Process Management. Blending task execution and organization perspectives

N Rizun, A Revina, VG Meister - Computers in Industry, 2021 - Elsevier
An efficient organization, management, and execution of tasks are central for the successful
functioning of any organization. This topic was on the research agenda already in the early …

Assessing business process complexity based on textual data: Evidence from ITIL IT ticket processing

N Rizun, A Revina, VG Meister - Business Process Management …, 2021 - emerald.com
Purpose This study aims to draw the attention of business process management (BPM)
research and practice to the textual data generated in the processes and the potential of …

[PDF][PDF] Towards an Automated SAP Service Desk-Design and Implementation of a Prototype Machine Learning Classifier for Support Tickets on a Small Data Set

S Fuchs, N Wiehl, H Wittges… - … SAP Academic Community …, 2022 - researchgate.net
In this paper, we aim at evaluating different methods and algorithms usable in a Machine
Learning classifier for support tickets at the SAP University Competence Center of TUM. The …

Improved topology extraction using discriminative parameter mining of logs

A Mandal, S Gupta, S Agarwal, P Mohapatra - Pacific-Asia Conference on …, 2021 - Springer
Analytics on log data from various sources like application, middleware and infrastructure
plays a very important role in troubleshooting of distributed applications. The existing tools …

Automated assignment of helpdesk email tickets: An ai lifecycle case study

S Agarwal, J Bandlamudi, A Mandal, A Ray, G Sridhara - AI Magazine, 2020 - ojs.aaai.org
In this article, we present an end-to-end automated helpdesk email ticket assignment system
driven by high accuracy, coverage, business continuity, scalability, and optimal usage of …

Data Annotation for Support Ticket Data: A Literature Review

S Fuchs, J Schnellbach, L Schmidt, H Wittges - 2024 - scholarspace.manoa.hawaii.edu
Abstract Supervised Machine Learning is still the most prevalent Machine Learning
approach used across the field of Natural Language Processing. As it needs labels to work …

Customizing Context: Discovering the Optimal Integration of Context Data to Elevate ML-Driven Automated Support Ticket Classification

S Fuchs, N Wiehl, H Wittges, H Krcmar - 2025 - scholarspace.manoa.hawaii.edu
Abstract Context-aware Machine Learning (ML) is a well-established subfield of ML
research. Here, the idea is to consider the context of an ML problem to enhance model …