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Prediction of Window Opening Behavior in Residential Buildings Using Occupancy-Informed XGBoost and SHAP Analysis
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Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1016/j.apenergy.2011.11.075openalex-snapshot
Predicted vs. actual energy performance of non-domestic buildings: Using post-occupancy evaluation data to reduce the performance gap
inferredcites →https://doi.org/10.1016/j.buildenv.2012.07.009openalex-snapshot
Occupants' window opening behaviour: A literature review of factors influencing occupant behaviour and models
inferredcites →https://doi.org/10.1016/j.buildenv.2013.07.005openalex-snapshot
Window opening behaviour modelled from measurements in Danish dwellings
inferredcites →https://doi.org/10.1016/j.buildenv.2014.12.011openalex-snapshot
CO 2 based occupancy detection algorithm: Experimental analysis and validation for office and residential buildings
inferredcites →https://doi.org/10.1016/j.buildenv.2016.03.024openalex-snapshot
Analysis of occupants' behavior related to the use of windows in German households
inferredcites →https://doi.org/10.1016/j.buildenv.2016.12.006openalex-snapshot
Ten questions concerning occupant behavior in buildings: The big picture
inferredcites →https://doi.org/10.1016/j.buildenv.2017.03.021openalex-snapshot
A literature review on driving factors and contextual events influencing occupants' behaviours in buildings
inferredcites →https://doi.org/10.1016/j.buildenv.2017.06.046openalex-snapshot
An integrated psychological response score of the occupants based on their activities and the indoor environmental quality condition changes
inferredcites →https://doi.org/10.1016/j.buildenv.2018.06.030openalex-snapshot
Window-opening behavior in Chinese residential buildings across different climate zones
inferredcites →https://doi.org/10.1016/j.buildenv.2020.107317openalex-snapshot
Carbon dioxide generation rates of different age and gender under various activity levels
inferredcites →https://doi.org/10.1016/j.buildenv.2024.111784openalex-snapshot
Stochastic behavioral models of bedroom window operation in sub-tropical residential buildings
inferredcites →https://doi.org/10.1016/j.enbuild.2015.01.060openalex-snapshot
Window operation and impacts on building energy consumption
inferredcites →https://doi.org/10.1016/j.enbuild.2016.05.097openalex-snapshot
Occupant behavior regarding the manual control of windows in residential buildings
inferredcites →https://doi.org/10.1016/j.enbuild.2016.09.002openalex-snapshot
Indoor occupancy estimation from carbon dioxide concentration
inferredcites →https://doi.org/10.1016/j.enbuild.2017.07.038openalex-snapshot
IEA EBC annex 53: Total energy use in buildings—Analysis and evaluation methods
inferredcites →https://doi.org/10.1016/j.enbuild.2018.06.049openalex-snapshot
A review of occupant behaviour in residential buildings
inferredcites →https://doi.org/10.1016/j.jobe.2021.102514openalex-snapshot
Predicting open-plan office window operating behavior using the random forest algorithm
inferredcites →https://doi.org/10.1016/j.rser.2016.10.011openalex-snapshot
From occupancy to occupant behavior: An analytical survey of data acquisition technologies, modeling methodologies and simulation coupling mechanisms for building energy efficiency
inferredcites →https://doi.org/10.1016/j.rser.2017.04.095openalex-snapshot
A review of data-driven building energy consumption prediction studies
inferredcites →https://doi.org/10.1016/j.rser.2017.09.102openalex-snapshot
Comprehensive analysis of the relationship between thermal comfort and building control research - A data-driven literature review
inferredcites →https://doi.org/10.1016/j.scitotenv.2017.03.048openalex-snapshot
The effect of natural ventilation strategy on indoor air quality in schools
inferredcites →https://doi.org/10.1016/s0378-7788(02)00006-3openalex-snapshot
Adaptive thermal comfort and sustainable thermal standards for buildings
inferredcites →https://doi.org/10.1038/sj.jea.7500409openalex-snapshot
Determining the frequency of open windows in residences: a pilot study in Durham, North Carolina during varying temperature conditions
inferredcites →https://doi.org/10.1080/096132199369615openalex-snapshot
Productivity in buildings: the ‘killer’ variables
inferredcites →https://doi.org/10.1080/10473289.2002.10470775openalex-snapshot
The Effect of Opening Windows on Air Change Rates in Two Homes
inferredcites →https://doi.org/10.1080/19401493.2011.567422openalex-snapshot
Verification of stochastic models of window opening behaviour for residential buildings
inferredcites →https://doi.org/10.1111/ina.12522openalex-snapshot
Modeling occupant behavior of the manual control of windows in residential buildings
inferredcites →https://doi.org/10.1186/s40537-023-00857-7openalex-snapshot
Impact of random oversampling and random undersampling on the performance of prediction models developed using observational health data
inferredcites →https://doi.org/10.1613/jair.953openalex-snapshot
SMOTE: Synthetic Minority Over-sampling Technique
inferredcites →https://doi.org/10.3390/info14010054openalex-snapshot
A Comparison of Undersampling, Oversampling, and SMOTE Methods for Dealing with Imbalanced Classification in Educational Data Mining
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