WP1. Pilot Studies

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Title	Theme	Statistics Area	Country/Organisation	Reports	ML methods	Data Source	Data Type	Codes
Address Register Automated Image Recognition (AIR) model	Imagery Analysis		Australia	To be uploaded	CONVOLUTIONAL NEURAL NETWORK
Learning statistical information from images: a proof of concept	Imagery Analysis		Netherlands	To be uploaded	CONVOLUTIONAL NEURAL NETWORK			?? - Gitlab link (Joep: not public, yet? )
Arealstatistik Deep Learning (ADELE)	Imagery Analysis		Switzerland	To be uploaded	CONVOLUTIONAL NEURAL NETWORK, RANDOM FOREST
Use of Landsat satellite data for the mapping of urban areas in non-census years	Imagery Analysis		Mexico	To be uploaded	EXTRA TREE, CONVOLUTIONAL NEURAL NETWORK
Generic Pipeline for Production of Official Statistics Using Satellite Data and Machine Learning	Imagery Analysis		UNECE	To be uploaded	GENERAL DOCUMENT			Not applicable
Imputation of the variable “Attained Level of Education” in Base Register of Individuals	Edit & Imputation		Italy	To be uploaded	MULTI-LAYER PERCEPTION, LOG-LINEAR			Python - Github link
Imputation in the sample survey on participation of Polish residents in trips	Edit & Imputation		Poland	To be uploaded	CART, RANDOM FOREST, OPTIMAL WEIGHTED NEAREST NEIGHBOUR, SUPPORT VECTOR MACHINE
Machine learning methods for imputation	Edit & Imputation		Germany	To be uploaded	K-NEAREST-NEIGHBOURS, BAYESIAN NETWORKS, RANDOM FOREST, SUPPORT VECTOR MACHINE
Early estimates of energy balance statistics using machine learning	Edit & Imputation		Belgium VITO	To be uploaded	LASSO REGRESSION, LINEAR REGRESSION, NEURAL NETWORK, RANDOM FOREST, RIDGE REGRESSION			Python - Github link
	Edit & Imputation		UK	To be uploaded
Editing in the Italian Register of the Public Administration	Edit & Imputation		Italy	To be uploaded	DECISION TREE, RANDOM FOREST
Occupation and Economic activity coding using natural language processing	Coding & Classification		Mexico	To be uploaded	EXTRA TREE, NAIVE BAYES, XGBOOST, SUPPORT VECTOR MACHINE, MULTI-LAYER PERCEPTION, DECISION TREE, RANDOM FOREST, K-NEAREST-NEIGHBOURS, LOGISTIC REGRESSION	Survey data	Text data, Multivariate data	Python - File attachmen
Industry and Occupation Coding	Coding & Classification		Canada	To be uploaded	FASTTEST			Python - Github link
Sentiment Analysis of twitter data	Coding & Classification		Belgium Flanders	To be uploaded	WORD EMBEDDING, LOGISTIC REGRESSION, XGBOOST, RANDOM FOREST			Python - Github link
	Coding & Classification		Serbia	To be uploaded				Not available
Coding Workplace Injury and Illness	Coding & Classification	Labor Statistics	USA	To be uploaded	NEURAL NETWORK	Survey data	Text data	Python - Github link
Product Description to ECOICOP	Coding & Classification	?	Poland	To be uploaded	NAIVE BAYES, LOGISTIC REGRESSION, RANDOM FOREST, SUPPORT VECTOR MACHINE, NEURAL NETWORK	Web scraping data	Text data	Python - (to check with Marta and Krystyna)
	Coding & Classification		Australia	To be uploaded
Automated Coding of IMF's Catalog of Time Series	Coding & Classification		IMF	To be uploaded
	Coding & Classification		Iceland	To be uploaded
Standard Industrial Code Classification by Using Machine Learning	Coding & Classification	Business Registration Statistics?	Norway	To be uploaded	LOGISTIC REGRESSION, RANDOM FOREST, NAIVE BAYES, SUPPORT VECTOR MACHINE, FASTTEST, NEURAL NETWORK	Business registration data?	Text data

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WP1. Pilot Studies