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A Text-Based Predictive Maintenance Approach for Facility Management Requests Utilizing Association Rule Mining and Large Language Models

https://doi.org/10.3390/make6010013
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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/widm.1367openalex-snapshot
Temporal association rule mining: An overview considering the time variable as an integral or implied component
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Advances in Production Management Systems. Towards Smart and Digital Manufacturing
inferredcites →https://doi.org/10.1007/978-3-319-99316-4openalex-snapshot
Biologically Inspired Cognitive Architectures 2018
inferredcites →https://doi.org/10.1007/978-3-540-78582-8_18openalex-snapshot
A Comparative Study of Two Short Text Semantic Similarity Measures
inferredcites →https://doi.org/10.1007/978-3-642-39736-3openalex-snapshot
Advances in Data Mining: Applications and Theoretical Aspects: 13th Industrial Conference, ICDM 2013, New York, NY, USA, July 16-21, 2013. Proceedings
inferredcites →https://doi.org/10.1007/978-3-662-58485-9openalex-snapshot
Machine Learning for Cyber Physical Systems
inferredcites →https://doi.org/10.1007/s00170-019-03822-yopenalex-snapshot
A predictive association rule-based maintenance policy to minimize the probability of breakages: application to an oil refinery
inferredcites →https://doi.org/10.1007/s00170-019-04094-2openalex-snapshot
A predictive maintenance cost model for CNC SMEs in the era of industry 4.0
inferredcites →https://doi.org/10.1007/s10462-022-10196-3openalex-snapshot
A survey on the use of association rules mining techniques in textual social media
inferredcites →https://doi.org/10.1007/s10462-023-10471-xopenalex-snapshot
A systematic review of the use of topic models for short text social media analysis
inferredcites →https://doi.org/10.1007/s12599-022-00749-9openalex-snapshot
Semi-Supervised Discovery of DNN-Based Outcome Predictors from Scarcely-Labeled Process Logs
inferredcites →https://doi.org/10.1007/s41060-021-00283-zopenalex-snapshot
A novel unsupervised method for anomaly detection in time series based on statistical features for industrial predictive maintenance
inferredcites →https://doi.org/10.1016/b978-075067531-4/50006-3openalex-snapshot
Predictive Maintenance Techniques
inferredcites →https://doi.org/10.1016/j.autcon.2020.103150openalex-snapshot
Automated staff assignment for building maintenance using natural language processing
inferredcites →https://doi.org/10.1016/j.autcon.2021.104059openalex-snapshot
Natural language processing for smart construction: Current status and future directions
inferredcites →https://doi.org/10.1016/j.autcon.2022.104169openalex-snapshot
Applications of natural language processing in construction
inferredcites →https://doi.org/10.1016/j.cie.2019.106024openalex-snapshot
A systematic literature review of machine learning methods applied to predictive maintenance
inferredcites →https://doi.org/10.1016/j.cie.2023.109693openalex-snapshot
Identifying equipment health status from maintenance records using Lexicon based Unsupervised Sentiment Analysis Adjusted for Negation (LUSAA-N)
inferredcites →https://doi.org/10.1016/j.compind.2012.02.016openalex-snapshot
A Web-based Product Service System for aerospace maintenance, repair and overhaul services
inferredcites →https://doi.org/10.1016/j.eswa.2011.09.124openalex-snapshot
Textual data mining for industrial knowledge management and text classification: A business oriented approach
inferredcites →https://doi.org/10.1016/j.neucom.2021.07.095openalex-snapshot
Anomaly detection in predictive maintenance: A new evaluation framework for temporal unsupervised anomaly detection algorithms
inferredcites →https://doi.org/10.1016/j.procs.2017.09.137openalex-snapshot
Extracting Association Rules from Medical Health Records Using Multi-Criteria Decision Analysis
inferredcites →https://doi.org/10.1016/j.scs.2019.101741openalex-snapshot
HVAC load synchronization in smart building communities
inferredcites →https://doi.org/10.1016/j.ymssp.2006.12.007openalex-snapshot
Support vector machine in machine condition monitoring and fault diagnosis
inferredcites →https://doi.org/10.1080/00207543.2021.1951868openalex-snapshot
Using deep learning to value free-form text data for predictive maintenance
inferredcites →https://doi.org/10.1080/09613218.2019.1609291openalex-snapshot
Analysis of building maintenance requests using a text mining approach: building services evaluation
inferredcites →https://doi.org/10.1109/icaict.2018.8747143openalex-snapshot
Mining Term Association Rules from Unstructured Text in Azerbaijani Language
inferredcites →https://doi.org/10.1109/icdmw.2018.00071openalex-snapshot
NEARM: Natural Language Enhanced Association Rules Mining
inferredcites →https://doi.org/10.1109/micai.2008.38openalex-snapshot
Fault Prediction Using Artificial Neural Network and Fuzzy Logic
inferredcites →https://doi.org/10.1109/tim.2010.2047662openalex-snapshot
State-of-the-Art Predictive Maintenance Techniques
inferredcites →https://doi.org/10.1109/tkde.2006.130openalex-snapshot
Sentence similarity based on semantic nets and corpus statistics
inferredcites →https://doi.org/10.1109/tkde.2020.2992485openalex-snapshot
Short Text Topic Modeling Techniques, Applications, and Performance: A Survey
inferredcites →https://doi.org/10.1145/170035.170072openalex-snapshot
Mining association rules between sets of items in large databases
inferredcites →https://doi.org/10.1145/1871437.1871730openalex-snapshot
Incorporating terminology evolution for query translation in text retrieval with association rules
inferredcites →https://doi.org/10.1147/rd.14.0309openalex-snapshot
A Statistical Approach to Mechanized Encoding and Searching of Literary Information
inferredcites →https://doi.org/10.1155/2020/7467213openalex-snapshot
Temporal Association Rule Mining and Updating and Their Application to Blast Furnace in the Steel Industry
inferredcites →https://doi.org/10.13140/2.1.2134.6083openalex-snapshot
An Empirical Evaluation of Models of Text Document Similarity
inferredcites →https://doi.org/10.18653/v1/2020.aacl-demoopenalex-snapshot
Proceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing: System Demonstrations
inferredcites →https://doi.org/10.18653/v1/d19-1410openalex-snapshot
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
inferredcites →https://doi.org/10.18653/v1/s16-1081openalex-snapshot
SemEval-2016 Task 1: Semantic Textual Similarity, Monolingual and Cross-Lingual Evaluation
inferredcites →https://doi.org/10.2196/21252openalex-snapshot
Patient Triage by Topic Modeling of Referral Letters: Feasibility Study
inferredcites →https://doi.org/10.3233/ida-184085openalex-snapshot
An extension to association rules using a similarity-based approach in semantic vector spaces
inferredcites →https://doi.org/10.3390/make5030040openalex-snapshot
The Value of Numbers in Clinical Text Classification
inferredcites →https://doi.org/10.35940/ijrte.d7396.118419openalex-snapshot
Direct-Indirect Association Rule Mining for Online Shopping Customer Data using Natural Language Processing
inferredcites →https://doi.org/10.4028/www.scientific.net/amr.532-533.1825openalex-snapshot
An Improved Apriori Algorithm Based on Similarity
inferredcites →https://doi.org/10.4230/lipics.cosit.2022.18openalex-snapshot
AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale
inferredcites →https://doi.org/10.4230/lipics.itp.2023.19openalex-snapshot
Exploiting Generative AI to Scale up Intelligent Tutoring Systems
inferredcites →https://doi.org/10.48550/arxiv.2002.10957openalex-snapshot
MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-032-04439-6_1openalex-snapshot
Technical Language Processing in Manufacturing Applications
inferred← citeshttps://doi.org/10.1007/s43069-025-00584-0openalex-snapshot
A Literature Review on Enhancing Predictive Maintenance in Smart Manufacturing Industries: Fostering Human-Technology Collaboration and Overcoming Data Scarcity Limitations with Advanced AI Models
inferred← citeshttps://doi.org/10.1016/j.buildenv.2025.114056openalex-snapshot
Graph-constrained association rule mining-based energy efficiency diagnosis method for HVAC systems with knowledge-enhanced large language model
inferred← citeshttps://doi.org/10.1016/j.cie.2024.110332openalex-snapshot
Applying association rules in the maintenance and reliability of physical systems: A review
inferred← citeshttps://doi.org/10.1016/j.cie.2026.112095openalex-snapshot
Generative large language models for predictive maintenance planning
inferred← citeshttps://doi.org/10.1016/j.rcim.2024.102883openalex-snapshot
A survey on potentials, pathways and challenges of large language models in new-generation intelligent manufacturing
inferred← citeshttps://doi.org/10.1016/j.ress.2026.112242openalex-snapshot
Inferring failure processes via causality analysis: from event logs to predictive fault trees
inferred← citeshttps://doi.org/10.1049/cdt2/3970805openalex-snapshot
Artistic Image Style Transfer Based on Fusion Generative Adversarial Networks and VGG16
inferred← citeshttps://doi.org/10.1108/jfm-04-2025-0054openalex-snapshot
Generative AI in facility management: a structural topic modeling (STM) review with qualitative synthesis
inferred← citeshttps://doi.org/10.1109/access.2024.3511674openalex-snapshot
Automated Text Structuring: Natural Language Processing and Regular Expressions in XML Tag Filling
inferred← citeshttps://doi.org/10.1109/codit62066.2024.10708357openalex-snapshot
IoT Sensor Selection in Cyber-Physical Systems: Leveraging Large Language Models as Recommender Systems
inferred← citeshttps://doi.org/10.1109/icieam69213.2026.11549551openalex-snapshot
Contextual Approach to Reliability Management Tasks in Complex Technical Systems Based on Weakly Structured Information Processing
inferred← citeshttps://doi.org/10.1109/icmic70587.2026.11708669openalex-snapshot
LLM-Assisted Sensor-Log Fusion for Predictive Maintenance in Nanofabrication Equipment
inferred← citeshttps://doi.org/10.1109/iecon55916.2024.10905382openalex-snapshot
Predictive Maintenance with Large Language Models and Transformer-based Survival Analysis
inferred← citeshttps://doi.org/10.2139/ssrn.7180409openalex-snapshot
From predictive maintenance to prescriptive: A survey of Retrieval-Augmented Generation-Driven Systems for End-to-End Maintenance Decision-Making
inferred← citeshttps://doi.org/10.2139/ssrn.7422586openalex-snapshot
Natural language processing for maintenance priority classification in building operation: a comparative study of lexicon-based, BERT, and large language model approaches
inferred← citeshttps://doi.org/10.22213/2410-9304-2026-3-59-64openalex-snapshot
Semantic-Evidential Graph Method for Reliability Management of Complex Technical Systems Based on Semi-Structured Information
inferred← citeshttps://doi.org/10.32493/jjsdm.v9i2.59252openalex-snapshot
Analyzing the #KaburDuluAja Phenomenon as an Indicator of Brain Drain in Indonesia: A Hybrid Text Mining Approach
inferred← citeshttps://doi.org/10.3390/app14072946openalex-snapshot
Research on Large Language Model for Coal Mine Equipment Maintenance Based on Multi-Source Text
inferred← citeshttps://doi.org/10.3390/app16199962openalex-snapshot
Large Language Model-Driven Predictive Maintenance for Complex Industrial Processes: A Review and Future Research Directions
inferred← citeshttps://doi.org/10.3390/electronics14102061openalex-snapshot
Large Language Models for Predictive Maintenance in the Leather Tanning Industry: Multimodal Anomaly Detection in Compressors
inferred← citeshttps://doi.org/10.3390/su18010132openalex-snapshot
Optimizing Performance of Equipment Fleets Under Dynamic Operating Conditions: Generalizable Shift Detection and Multimodal LLM-Assisted State Labeling
inferred← citeshttps://doi.org/10.3390/technologies13020067openalex-snapshot
A Survey on Data Mining for Data-Driven Industrial Assets Maintenance
inferred← citeshttps://doi.org/10.4018/ijicte.349007openalex-snapshot
English Network Teaching Model and Design of Evaluation System Based on Association Rule Algorithm
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