Research graph
References from Data-driven modelling of energy demand response behaviour based on a large-scale residential trial. Local targets link to admitted publications; unresolved targets remain external evidence.
Managing electric flexibility from Distributed Energy Resources: a review of incentives for market design
10.1016/j.rser.2016.06.008 · 2016 · External reference
Overview of current development in electrical energy storage technologies and the application potential in power system operation
10.1016/j.apenergy.2014.09.081 · 2015 · External reference
Demand response (More efforts needed)
2020 · External reference
Household response to dynamic pricing of electricity: a survey of 15 experiments
10.1007/s11149-010-9127-y · 2010 · External reference
Knowledge is (Less) power: experimental evidence from residential energy use
10.1257/aer.104.4.1417 · 2014 · External reference
The effect of utility time-varying pricing and load control strategies on residential summer peak electricity use: a review
10.1016/j.enpol.2010.01.027 · 2010 · External reference
Residential implementation of critical-peak pricing of electricity
10.1016/j.enpol.2006.06.019 · 2007 · External reference
Analysis and accurate prediction of user’s response behavior in incentive-based demand response
10.1109/access.2018.2889500 · 2019 · External reference
The role of data analysis in the development of intelligent energy networks
10.1109/mnet.2017.1600319 · 2017 · External reference
Unresolved reference
External reference
Smart grid, smart city customer research report
2014 · External reference
Unresolved reference
2015 · External reference
Chapter 3 – data exploration
2015 · External reference
Unresolved reference
1997 · External reference
Bias and efficiency of multiple imputation compared with complete-case analysis for missing covariate values
10.1002/sim.3944 · 2010 · External reference
Data preparation for data mining
10.1080/713827180 · 2003 · External reference
Chapter 2 – data mining process
2015 · External reference
Greedy function approximation: a gradient boosting machine
10.1214/aos/1013203451 · 2001 · External reference
Unresolved reference
2009 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2016 · External reference
Examples are not enough, learn to criticize! Criticism for Interpretability
2016 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Permutation importance: a corrected feature importance measure
10.1093/bioinformatics/btq134 · 2010 · External reference
Bias in random forest variable importance measures: illustrations, sources and a solution
10.1186/1471-2105-8-25 · 2007 · External reference
Computational aspects of cooperative game theory
2011 · External reference
Artificial intelligence and machine learning approaches to energy demand-side response: A systematic review
2020 · External reference
A Bayesian perspective on Residential Demand Response using smart meter data
2016 · External reference
Assessment of demand-response-driven load pattern elasticity using a combined approach for smart households
10.1109/tii.2016.2585122 · 2016 · External reference
Optimization of electricity pricing considering neural network based model of consumers’ demand response
2013 · External reference
Data-driven prediction of load curtailment in incentive-based demand response system
2018 · External reference
Forecasting customers’ response to incentives during peak periods: a transfer learning approach
10.1002/2050-7038.12251 · 2020 · External reference
Smart grid consumer behavioral model using machine learning
2018 · External reference
Analysis and clustering of residential customers energy behavioral demand using smart meter data
10.1109/tsg.2015.2409786 · 2016 · External reference
10.2139/ssrn.3276585
10.2139/ssrn.3276585 · External reference
Mean field moral hazard for optimal energy demand response management
10.1111/mafi.12291 · 2021 · External reference
Contract design for energy demand response
2017 · External reference
Incentivizing reliability in demand-side response
2016 · External reference
Generalizing demand response through reward bidding
2017 · External reference
Cooperatives for demand side management
2012 · External reference
Modelling the redistribution of benefits from joint investments in community energy projects
10.1016/j.apenergy.2021.116575 · 2021 · External reference
Efficient buyer groups with prediction-of-use electricity tariffs
10.1109/tsg.2017.2660580 · 2018 · External reference
An online mechanism for multi-unit demand and its application to plug-in hybrid electric vehicle charging
10.1613/jair.4064 · 2013 · External reference
A model-based online mechanism with pre-commitment and its application to electric vehicle charging
2012 · External reference
Unresolved reference
1946 · External reference
Multicollinearity in regression analyses conducted in epidemiologic studies
2016 · External reference
Unresolved reference
External reference
Challenges and barriers to demand response deployment and evaluation
10.1016/j.apenergy.2015.04.083 · 2015 · External reference
Probabilistic baseline estimation via Gaussian process
2015 · External reference
LOF: identifying density-based local outliers
10.1145/335191.335388 · 2000 · External reference
Isolation-based anomaly detection
10.1145/2133360.2133363 · 2012 · External reference
Outlier detection using isolation forest and local outlier factor
2019 · External reference
On a measure of lack of fit in time series models
10.1093/biomet/65.2.297 · 1978 · External reference
An automatic Portmanteau test for serial correlation
10.1016/j.jeconom.2009.03.001 · 2009 · External reference
Unresolved reference
2012 · External reference
Statsmodels: econometric and statistical modeling with python
10.25080/majora-92bf1922-011 · 2010 · External reference
Unresolved reference
External reference
A preprocessing scheme for high-cardinality categorical attributes in classification and prediction problems
10.1145/507533.507538 · 2001 · External reference
Scikit-learn: machine learning in Python
2011 · External reference
Unresolved reference
External reference
Adam: a method for stochastic optimization
2015 · External reference
Unresolved reference
External reference
Random search for hyper-parameter optimization
2012 · External reference
Survey on categorical data for neural networks
10.1186/s40537-020-00305-w · 2020 · External reference
Rank aggregation methods for the web
2001 · External reference
