Research graph
References from TreeSHAP-Guided Iterative Compression of Random Forests for Interpretable Edge Fault Detection and Failure-Mode Classification. Local targets link to admitted publications; unresolved targets remain external evidence.
10.3390/electronics12061356
10.3390/electronics12061356 · External reference
Mobility-Aware Routing and Caching in Small Cell Networks Using Federated Learning
10.1109/tcomm.2023.3327278 · 2024 · External reference
Random Forests
10.1023/a:1010933404324 · 2001 · External reference
A Literature Review on Enhancing Predictive Maintenance in Smart Manufacturing Industries: Fostering Human-Technology Collaboration and Overcoming Data Scarcity Limitations with Advanced AI Models
10.1007/s43069-025-00584-0 · 2025 · External reference
10.3390/electronics13173497
10.3390/electronics13173497 · External reference
A Survey of Deep Learning-Driven Architecture for Predictive Maintenance
10.1016/j.engappai.2024.108285 · 2024 · External reference
Data-Driven and Knowledge-Based Predictive Maintenance Method for Industrial Robots for the Production Stability of Intelligent Manufacturing
10.1016/j.eswa.2023.121136 · 2023 · External reference
10.3390/machines10111006
10.3390/machines10111006 · External reference
Unresolved reference
External reference
Data Mining Techniques for Predictive Maintenance in Manufacturing Industries: A Comprehensive Review
10.1051/itmconf/20257605012 · 2025 · External reference
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities
10.1109/access.2024.3391130 · 2024 · External reference
Evaluating Time Series Encoding Techniques for Predictive Maintenance
10.1016/j.eswa.2022.118435 · 2022 · External reference
10.20944/preprints202109.0099.v1
10.20944/preprints202109.0099.v1 · External reference
A Review on Machinery Diagnostics and Prognostics Implementing Condition-Based Maintenance
10.1016/j.ymssp.2005.09.012 · 2006 · External reference
A Systematic Literature Review of Machine Learning Methods Applied to Predictive Maintenance
10.1016/j.cie.2019.106024 · 2019 · External reference
A Deep Gaussian Process Approach for Predictive Maintenance
10.1109/tr.2022.3199924 · 2023 · External reference
Machine Learning and Reasoning for Predictive Maintenance in Industry 4.0: Current Status and Challenges
10.1016/j.compind.2020.103298 · 2020 · External reference
10.3390/app15147798
10.3390/app15147798 · External reference
Splitting Stump Forests: Tree Ensemble Compression for Edge Devices
10.1007/s10994-025-06866-2 · 2025 · External reference
Edge AI-Driven Adaptive Maintenance for Manufacturing Systems: Improving Decision-Making and Reducing Energy Consumption
2025 · External reference
10.3390/s25185797
10.3390/s25185797 · External reference
10.1109/iceiec65904.2025.11273156
10.1109/iceiec65904.2025.11273156 · External reference
Predictive Maintenance of Machine Tool Systems Using Artificial Intelligence Techniques Applied to Machine Condition Data
10.1016/j.procir.2018.12.019 · 2019 · External reference
10.1109/ai4i49448.2020.00023
10.1109/ai4i49448.2020.00023 · External reference
10.1109/iccke68588.2025.11273807
10.1109/iccke68588.2025.11273807 · External reference
10.1007/s44465-026-00023-2
10.1007/s44465-026-00023-2 · External reference
Unresolved reference
External reference
10.1109/compas67506.2025.11381799
10.1109/compas67506.2025.11381799 · External reference
An Explainable Decision Support System for Predictive Process Analytics
10.1016/j.engappai.2023.105904 · 2023 · External reference
10.3390/electronics14020254
10.3390/electronics14020254 · External reference
Unresolved reference
External reference
From Local Explanations to Global Understanding with Explainable AI for Trees
10.1038/s42256-019-0138-9 · 2020 · External reference
SHAP Enhanced Transformer GWO Boosting Model for Transparent and Robust Anomaly Detection in IIoT Environments
10.1038/s41598-025-25033-0 · 2025 · External reference
Research on Interpretable Fault Diagnosis Method Based on XGBoost and SHAP Analysis
2025 · External reference
Thermodynamic Simulation-Assisted Random Forest: Towards Explainable Fault Diagnosis of Combustion Chamber Components of Marine Diesel Engines
10.1016/j.measurement.2025.117252 · 2025 · External reference
Exploiting Modular Redundancy for Approximating Random Forest Classifiers
10.1016/j.future.2025.108330 · 2026 · External reference
Unresolved reference
External reference
A Study of the Behavior of Several Methods for Balancing Machine Learning Training Data
10.1145/1007730.1007735 · 2004 · External reference
10.1145/1102351.1102430
10.1145/1102351.1102430 · External reference
Verification of Forecasts Expressed in Terms of Probability
10.1175/1520-0493(1950)078<0001:vofeit>2.0.co;2 · 1950 · External reference
An Introduction to Variable and Feature Selection
2003 · External reference
Splitting Stump Forests: Tree Ensemble Compression for Edge Devices
10.1007/s10994-025-06866-2 · ExternalCitation · doi-reference
A Literature Review on Enhancing Predictive Maintenance in Smart Manufacturing Industries: Fostering Human-Technology Collaboration and Overcoming Data Scarcity Limitations with Advanced AI Models
10.1007/s43069-025-00584-0 · ExternalCitation · doi-reference
10.1007/s44465-026-00023-2
10.1007/s44465-026-00023-2 · ExternalCitation · doi-reference
A Systematic Literature Review of Machine Learning Methods Applied to Predictive Maintenance
10.1016/j.cie.2019.106024 · ExternalCitation · doi-reference
Machine Learning and Reasoning for Predictive Maintenance in Industry 4.0: Current Status and Challenges
10.1016/j.compind.2020.103298 · ExternalCitation · doi-reference
An Explainable Decision Support System for Predictive Process Analytics
10.1016/j.engappai.2023.105904 · ExternalCitation · doi-reference
A Survey of Deep Learning-Driven Architecture for Predictive Maintenance
10.1016/j.engappai.2024.108285 · ExternalCitation · doi-reference
Evaluating Time Series Encoding Techniques for Predictive Maintenance
10.1016/j.eswa.2022.118435 · ExternalCitation · doi-reference
Data-Driven and Knowledge-Based Predictive Maintenance Method for Industrial Robots for the Production Stability of Intelligent Manufacturing
10.1016/j.eswa.2023.121136 · ExternalCitation · doi-reference
Exploiting Modular Redundancy for Approximating Random Forest Classifiers
10.1016/j.future.2025.108330 · ExternalCitation · doi-reference
Thermodynamic Simulation-Assisted Random Forest: Towards Explainable Fault Diagnosis of Combustion Chamber Components of Marine Diesel Engines
10.1016/j.measurement.2025.117252 · ExternalCitation · doi-reference
Predictive Maintenance of Machine Tool Systems Using Artificial Intelligence Techniques Applied to Machine Condition Data
10.1016/j.procir.2018.12.019 · ExternalCitation · doi-reference
A Review on Machinery Diagnostics and Prognostics Implementing Condition-Based Maintenance
10.1016/j.ymssp.2005.09.012 · ExternalCitation · doi-reference
Random Forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
SHAP Enhanced Transformer GWO Boosting Model for Transparent and Robust Anomaly Detection in IIoT Environments
10.1038/s41598-025-25033-0 · ExternalCitation · doi-reference
From Local Explanations to Global Understanding with Explainable AI for Trees
10.1038/s42256-019-0138-9 · ExternalCitation · doi-reference
Data Mining Techniques for Predictive Maintenance in Manufacturing Industries: A Comprehensive Review
10.1051/itmconf/20257605012 · ExternalCitation · doi-reference
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities
10.1109/access.2024.3391130 · ExternalCitation · doi-reference
10.1109/ai4i49448.2020.00023
10.1109/ai4i49448.2020.00023 · ExternalCitation · doi-reference
10.1109/compas67506.2025.11381799
10.1109/compas67506.2025.11381799 · ExternalCitation · doi-reference
10.1109/iccke68588.2025.11273807
10.1109/iccke68588.2025.11273807 · ExternalCitation · doi-reference
10.1109/iceiec65904.2025.11273156
10.1109/iceiec65904.2025.11273156 · ExternalCitation · doi-reference
Mobility-Aware Routing and Caching in Small Cell Networks Using Federated Learning
10.1109/tcomm.2023.3327278 · ExternalCitation · doi-reference
A Deep Gaussian Process Approach for Predictive Maintenance
10.1109/tr.2022.3199924 · ExternalCitation · doi-reference
A Study of the Behavior of Several Methods for Balancing Machine Learning Training Data
10.1145/1007730.1007735 · ExternalCitation · doi-reference
10.1145/1102351.1102430
10.1145/1102351.1102430 · ExternalCitation · doi-reference
Verification of Forecasts Expressed in Terms of Probability
10.1175/1520-0493(1950)078<0001:vofeit>2.0.co;2 · ExternalCitation · doi-reference
10.20944/preprints202109.0099.v1
10.20944/preprints202109.0099.v1 · ExternalCitation · doi-reference
10.3390/app15147798
10.3390/app15147798 · ExternalCitation · doi-reference
10.3390/electronics12061356
10.3390/electronics12061356 · ExternalCitation · doi-reference
10.3390/electronics13173497
10.3390/electronics13173497 · ExternalCitation · doi-reference
10.3390/electronics14020254
10.3390/electronics14020254 · ExternalCitation · doi-reference
10.3390/machines10111006
10.3390/machines10111006 · ExternalCitation · doi-reference
10.3390/s25185797
10.3390/s25185797 · ExternalCitation · doi-reference
