Machine Learning for Data Center Optimizations: Feature Selection Using Shapley Additive exPlanation (SHAP)

Machine Learning for Data Center Optimizations: Feature Selection Using Shapley Additive exPlanation (SHAP)

The need for artificial intelligence (AI) and machine learning (ML) models to optimize data center (DC) operations increases as the volume of operations management data upsurges tremendously. These strategies can assist operators in better understanding their DC operations and help them make informe...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Yibrah Gebreyesus, Damian Dalton, Sebastian Nixon, Davide De Chiara, Marta Chinnici
Fformat:	Erthygl
Iaith:	English
Cyhoeddwyd:	MDPI AG 2023-02-01
Cyfres:	Future Internet
Pynciau:	data center artificial intelligence machine learning feature selection SHAP game theory
Mynediad Ar-lein:	https://www.mdpi.com/1999-5903/15/3/88

Eitemau Tebyg

Research on Fuzzy Control of Methanol Distillation Based on SHAP (SHapley Additive exPlanations) Interpretability and Generative Artificial Intelligence
gan: Yuhan Gong, et al.
Cyhoeddwyd: (2025-02-01)

Evaluating the relevance of eggshell and glass powder for cement-based materials using machine learning and SHapley Additive exPlanations (SHAP) analysis
gan: Muhammad Nasir Amin, et al.
Cyhoeddwyd: (2023-12-01)

SHapley Additive exPlanations (SHAP) for Efficient Feature Selection in Rolling Bearing Fault Diagnosis
gan: Mailson Ribeiro Santos, et al.
Cyhoeddwyd: (2024-02-01)

Integrating Machine Learning and the SHapley Additive exPlanations (SHAP) Framework to Predict Lymph Node Metastasis in Gastric Cancer Patients Based on Inflammation Indices and Peripheral Lymphocyte Subpopulations
gan: Zhu Z, et al.
Cyhoeddwyd: (2024-11-01)

Sensitivity analysis of slope stability based on eXtreme gradient boosting and SHapley Additive exPlanations: An exploratory study
gan: Hanjie Lin, et al.
Cyhoeddwyd: (2024-08-01)

Machine Learning Models Using SHapley Additive exPlanation for Fire Risk Assessment Mode and Effects Analysis of Stadiums
gan: Ying Lu, et al.
Cyhoeddwyd: (2023-02-01)

An explainable predictive model for anxiety symptoms risk among Chinese older adults with abdominal obesity using a machine learning and SHapley Additive exPlanations approach
gan: Tengfei Niu, et al.
Cyhoeddwyd: (2024-12-01)

Explaining Deep Q-Learning Experience Replay with SHapley Additive exPlanations
gan: Robert S. Sullivan, et al.
Cyhoeddwyd: (2023-10-01)

Electricity Consumption Forecasting: An Approach Using Cooperative Ensemble Learning with SHapley Additive exPlanations
gan: Eduardo Luiz Alba, et al.
Cyhoeddwyd: (2024-09-01)

Explaining Intrusion Detection-Based Convolutional Neural Networks Using Shapley Additive Explanations (SHAP)
gan: Remah Younisse, et al.
Cyhoeddwyd: (2022-10-01)

Factor analysis based on SHapley Additive exPlanations for sepsis-associated encephalopathy in ICU mortality prediction using XGBoost — a retrospective study based on two large database
gan: Jiayu Guo, et al.
Cyhoeddwyd: (2023-12-01)

Implementasi Algoritma Catboost Dan Shapley Additive Explanations (SHAP) Dalam Memprediksi Popularitas Game Indie Pada Platform Steam
gan: Mohammad Teddy Syamkalla, et al.
Cyhoeddwyd: (2024-08-01)

Enhancing the interpretability of electricity consumption forecasting models for mining enterprises using SHapley Additive exPlanations
gan: Pavel V. Matrenin, et al.
Cyhoeddwyd: (2025-02-01)

Prediction models for postoperative delirium in elderly patients with machine-learning algorithms and SHapley Additive exPlanations
gan: Yuxiang Song, et al.
Cyhoeddwyd: (2024-01-01)

Assessment of a New Solar Radiation Nowcasting Method Based on FY-4A Satellite Imagery, the McClear Model and SHapley Additive exPlanations (SHAP)
gan: Dongyu Jia, et al.
Cyhoeddwyd: (2023-04-01)

Detection of Monkeypox Cases Based on Symptoms Using XGBoost and Shapley Additive Explanations Methods
gan: Alireza Farzipour, et al.
Cyhoeddwyd: (2023-07-01)

Creating machine learning models that interpretably link systemic inflammatory index, sex steroid hormones, and dietary antioxidants to identify gout using the SHAP (SHapley Additive exPlanations) method
gan: Shunshun Cao, et al.
Cyhoeddwyd: (2024-05-01)

Improved prediction of soil shear strength using machine learning algorithms: interpretability analysis using SHapley Additive exPlanations
gan: Mahmood Ahmad, et al.
Cyhoeddwyd: (2025-02-01)

Investigating the impact of diversion projects on river health using the spherical fuzzy cloud TOPSIS model and the SHapley Additive exPlanation technique
gan: Ting Cheng, et al.
Cyhoeddwyd: (2025-01-01)

Axial Compression Prediction and GUI Design for CCFST Column Using Machine Learning and Shapley Additive Explanation
gan: Xuerui Liu, et al.
Cyhoeddwyd: (2022-05-01)

Predicting Critical Path of Labor Dispute Resolution in Legal Domain by Machine Learning Models Based on SHapley Additive exPlanations and Soft Voting Strategy
gan: Jianhua Guan, et al.
Cyhoeddwyd: (2024-01-01)

An innovative machine learning workflow to research China’s systemic financial crisis with SHAP value and Shapley regression
gan: Da Wang, et al.
Cyhoeddwyd: (2024-03-01)

Online Education vs Traditional Education: Analysis of Student Performance in Computer Science using Shapley Additive Explanations
gan: Małgorzata Charytanowicz
Cyhoeddwyd: (2023-09-01)

The Potential of SHAP and Machine Learning for Personalized Explanations of Influencing Factors in Myopic Treatment for Children
gan: Jun-Wei Chen, et al.
Cyhoeddwyd: (2024-12-01)

Improved Prediction of Total Energy Consumption and Feature Analysis in Electric Vehicles Using Machine Learning and Shapley Additive Explanations Method
gan: Sugam Pokharel, et al.
Cyhoeddwyd: (2021-06-01)

Enhancing Explanation of LSTM-Based DDoS Attack Classification Using SHAP With Pattern Dependency
gan: Basil Assadhan, et al.
Cyhoeddwyd: (2024-01-01)

Enhancing interpretability of tree-based models for downstream salinity prediction: Decomposing feature importance using the Shapley additive explanation approach
gan: Guang-yao Zhao, et al.
Cyhoeddwyd: (2024-09-01)

C-SHAP: A Hybrid Method for Fast and Efficient Interpretability
gan: Golshid Ranjbaran, et al.
Cyhoeddwyd: (2025-01-01)

Analyzing Pile-Up Crash Severity: Insights from Real-Time Traffic and Environmental Factors Using Ensemble Machine Learning and Shapley Additive Explanations Method
gan: Seyed Alireza Samerei, et al.
Cyhoeddwyd: (2024-02-01)

Prediction of Torque Capacity in Circular Concrete-Filled Double-Skin Tubular Members under Pure Torsion via Machine Learning and Shapley Additive Explanations Interpretation
gan: Lenganji Simwanda, et al.
Cyhoeddwyd: (2024-04-01)

Prediction and Interpretation of Low-Level Wind Shear Criticality Based on Its Altitude above Runway Level: Application of Bayesian Optimization–Ensemble Learning Classifiers and SHapley Additive exPlanations
gan: Afaq Khattak, et al.
Cyhoeddwyd: (2022-12-01)

Explainable artificial intelligence framework for urban global digital elevation model correction based on the SHapley additive explanation-random forest algorithm considering spatial heterogeneity and factor optimization
gan: Chuanfa Chen, et al.
Cyhoeddwyd: (2024-05-01)

Ensembles of Random SHAPs
gan: Lev Utkin, et al.
Cyhoeddwyd: (2022-11-01)

Classification and Explanation for Intrusion Detection System Based on Ensemble Trees and SHAP Method
gan: Thi-Thu-Huong Le, et al.
Cyhoeddwyd: (2022-02-01)

Using a Light Gradient-Boosting Machine–Shapley Additive Explanations Model to Evaluate the Correlation Between Urban Blue–Green Space Landscape Spatial Patterns and Carbon Sequestration
gan: Yuting Wu, et al.
Cyhoeddwyd: (2024-11-01)

Delineating Peri-Urban Areas Using Multi-Source Geo-Data: A Neural Network Approach and SHAP Explanation
gan: Xiaomeng Sun, et al.
Cyhoeddwyd: (2023-08-01)

Explainable Model Using Shapley Additive Explanations Approach on Wound Infection after Wide Soft Tissue Sarcoma Resection: “Big Data” Analysis Based on Health Insurance Review and Assessment Service Hub
gan: Ji-Hye Choi, et al.
Cyhoeddwyd: (2024-02-01)

Problems With SHAP and LIME in Interpretable AI for Education: A Comparative Study of Post-Hoc Explanations and Neural-Symbolic Rule Extraction
gan: Danial Hooshyar, et al.
Cyhoeddwyd: (2024-01-01)

Multiple Intrusion Detection Using Shapley Additive Explanations and a Heterogeneous Ensemble Model in an Unmanned Aerial Vehicle’s Controller Area Network
gan: Young-Woo Hong, et al.
Cyhoeddwyd: (2024-06-01)

Pairwise acquisition prediction with SHAP value interpretation
gan: Katsuya Futagami, et al.
Cyhoeddwyd: (2021-11-01)