id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
app01-8429	Montet, Frédéric; Pongelli, Alessandro; Rial, Jonathan; Schwab, Stefanie; Hennebert, Jean; Jusselme, Thomas	Energy performance estimation for large building portfolios with machine learning-based techniques 	2022	7	.pdf	application/pdf	4563	276	59	In this context, establishing priorities in refurbishment strategies at the scale of a city or a group of buildings is important. This work includes (a) the integration of a knowledge database thanks to the Swiss CECB energy performance certificates, referencing more than 70 000 buildings, (b) the preparation of a training data set through the selection of relevant physical characteristics of buildings (input) and the corresponding energy consumption labels (output), (c) the development of predictive models used in a supervised way, (d) their evaluation on an independent test set.	cache/app01-8429.pdf	txt/app01-8429.txt