WP1. Pilot Studies

Zum Ende der Metadaten springen

Oops, es scheint, dass Sie eine Tabelle oder ein Makro, das eine Tabelle generiert, innerhalb des Tabellenfilter-Makros platzieren müssen.

Title	Theme	Country/Organisation	Reports	ML methods	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	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	USA	To be uploaded	NEURAL NETWORK	Python - Github link
Product Description to ECOICOP	Coding & Classification	Poland	To be uploaded	NAIVE BAYES, LOGISTIC REGRESSION, RANDOM FOREST, SUPPORT VECTOR MACHINE, NEURAL NETWORK	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	Norway	To be uploaded	LOGISTIC REGRESSION, RANDOM FOREST, NAIVE BAYES, SUPPORT VECTOR MACHINE, FASTTEST, NEURAL NETWORK

Seitenhierarchie

WP1. Pilot Studies