Seitenhistorie

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Advanced Tables - Table Plus

AustraliaSwitzerlandItalyIMFGitHub Link (Ask for availability)

Title	Theme	Statistics AreaTitle	Country/Organisation	ReportsStatistics Area	ML methods	Data Source	Data Type	Programming Language	Code AvailabilityProgramme code	Note
Imagery Analysis	Address Register Automated Image Recognition (AIR) model	Imagery AnalysisAustralia	Geospatial statistics		To be uploaded	Convolutional neural network	Aerial Imageryimagery	Imagery data	RAsk for availability
Imagery Analysis	Learning statistical information from images: a proof of concept (UPDATED)	Imagery AnalysisNetherlands	Geospatial statistics, Income-based Poverty poverty statistics	Netherlands	To be uploaded	Convolutional neural network	Aerial Imageryimagery, Satellite Imageryimagery	Imagery data	Python	?? - GitLab link (Joep: not public, yet? )Python
Imagery Analysis	Arealstatistik Deep Learning (ADELE) (UPDATED)	Imagery AnalysisSwitzerland	Geospatial statistics		To be uploaded	Convolutional neural network, Random forest	Satellite Imagery, Administrative dataImagery imagery, Administrative data	PythonAsk for availability
Imagery Analysis	Use of Landsat satellite data for the mapping of urban areas in non-census years (UPDATED)	Imagery AnalysisMexico	Geospatial statistics, Urban statistics	Mexico	To be uploaded	Convolutional neural network, Extra tree	Satellite ImageryImagery dataimagery	PythonAsk for availability
Imagery Analysis	Generic Pipeline for Production of Official Statistics Using Satellite Data and Machine Learning	Imagery Analysis	Not applicable	UNECE	To be uploaded (UPDATED)	UNECE	Not applicable		Not applicable	Not applicableNot applicable
Edit & Imputation	Imputation of the variable “Attained Level of Education” in Base Register of Individuals Edit & Imputation (UPDATED)	Italy	Education statistics	Italy	To be uploaded	Multilayer perceptron, Log linear	Administrative data, Survey data, Census data	Python	GitHub link
Edit & Imputation	Imputation in the sample survey on participation of Polish residents in trips Edit & Imputation (UPDATED)	Poland	Tourism statistics	Poland	To be uploaded	CART, Random forest, Optimal weighted nearest neighbor, Support vector machine	Survey data	RLocal, not public
Edit & Imputation	Machine learning methods for imputation Edit & Imputation (UPDATED)	Germany	?	Germany	To be uploaded	K-nearest neighbors, Bayesian network, Random forest, Support vector machine	Survey data	RNot available
Edit & Imputation	Early estimates of energy balance statistics using machine learning Edit & Imputation (UPDATED)	Belgium VITO	Energy statistics, Economic and Financial financial statistics, Weather statistics	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 of Living Cost and Food Survey Income data (UPDATED)	UK
Edit & Imputation	Editing in the Italian Register of the Public Administration Edit & Imputation (UPDATED)	Italy	Economic and Financial statistics		To be uploaded	Decision tree, Random forest	Administrative data	R
Edit & Imputation	Machine Learning for Data Editing Cleaning in NSI : Some ideas and hints (NEW)	Italy
Coding & Classification	Occupation and Economic activity coding using natural language processing Coding & Classification - with comments (UPDATED)	Mexico	Demographic and Social social statistics, Economic and Financial financial statistics, Labor statistics	Mexico	To be uploaded	Extra tree, Naive bayes, XGBoost, Support vector machine, Multilayer perceptron, Decision tree, Random forest, K-nearest neighbors, Logistic regression, Ensemble	Survey dataText data	Python	File attachment
Coding & Classification	Industry and Occupation Coding Coding & Classification (UPDATED)	Canada	Labor statistics, Business Statistics	Canada	To be uploadedstatistics	FastText	Survey data	Text data	Python	GitHub link
Coding & Classification	Sentiment Analysis of twitter data Coding & Classification (UPDATED)	Belgium Flanders	Life statistics	Belgium Flanders	To be uploaded	Word embedding, Logistic regression, XGBoost, Random forest	Social media data	Text data	Python	GitHub link
Coding & Classification	Serbia	To be uploaded	Not available	Coding textually described data on economic activity collected from Labour Force Survey (UPDATED)	Serbia
Coding & Classification	Coding Workplace Injury and Illness Coding & Classification (UPDATED)	USA	Labor Statistics	USA	To be uploaded	statistics	Neural network	Survey data	Text data	Python	GitHub linkProduct Description to ECOICOP
Coding & ClassificationPrice statistics	Production description to ECOICOP (UPDATED)	PolandTo be uploaded	Price statistics	Naive bayes, Logistic regression, Random forest, Support vector machine, Neural network	Web Scraping dataText scraping data	Python	Github link
Coding & Classification		AustraliaTo be uploaded
Coding & Classification	Automated Coding of IMF's using the IMF’s Catalog of Time Series (UPDATED)	IMF
Coding & Classification		Iceland	To be uploaded
Coding & Classification	Iceland	To be uploaded	Standard Industrial Code Classification by Using Machine Learning Coding & Classification (UPDATED)	Norway	Business Registration Statisticsregistration statistics?	Norway	To be uploaded	Logistic regression, Random forest, Naive bayes, Support vector machine, FastText, Neural network	Business Registration Administrative data?	Text data	Python

Seitenhierarchie

Versionen im Vergleich

Alte Version 50

Neue Version 51

Schlüssel

Learning statistical information from images: a proof of concept (UPDATED)

Arealstatistik Deep Learning (ADELE) (UPDATED)

Use of Landsat satellite data for the mapping of urban areas in non-census years (UPDATED)

Generic Pipeline for Production of Official Statistics Using Satellite Data and Machine Learning

(UPDATED)

Imputation of the variable “Attained Level of Education” in Base Register of Individuals

(UPDATED)

Imputation in the sample survey on participation of Polish residents in trips

(UPDATED)

Machine learning

for imputation

(UPDATED)

Early estimates of energy balance statistics using machine learning

(UPDATED)

Editing of Living Cost and Food Survey Income data (UPDATED)

Editing in the Italian Register of the Public Administration

(UPDATED)

Occupation and Economic activity coding using natural language processing

- with comments (UPDATED)

Industry and Occupation Coding

(UPDATED)

Sentiment Analysis of twitter data

(UPDATED)

Coding textually described data on economic activity collected from Labour Force Survey (UPDATED)

Coding Workplace Injury and Illness

(UPDATED)

Production description to ECOICOP (UPDATED)

Automated Coding

using the IMF’s Catalog of Time Series (UPDATED)

Standard Industrial Code Classification by Using Machine Learning

(UPDATED)