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Italy

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Advanced Tables - Table Plus

Title

Theme

Statistics Area

Country/Organisation

Reports

ML methods

Data Source

Data Type

Programming Language

Code Availability

Address Register Automated Image Recognition (AIR) model

Imagery Analysis

Geospatial statistics

Australia

To be uploaded

Status

subtle	true
title	Convolutional Neural Network

Aerial Imagery

Imagery data

R

Ask for availability

Learning statistical information from images: a proof of concept

Imagery Analysis

Geospatial statistics, Income-based Poverty statistics

Netherlands

To be uploaded

Status

subtle	true
title	Convolutional Neural Network

Aerial Imagery,

Satellite Imagery

Imagery data

Python

?? - GitLab link (Joep: not public, yet? )

Arealstatistik Deep Learning (ADELE)

Imagery Analysis

Geospatial statistics

Switzerland

To be uploaded

Status

subtle	true
title	Convolutional Neural Network

,

Status

subtle	true
title	Random Forest

Satellite Imagery, Administrative data

Imagery data

Python

Ask for availability

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

Imagery Analysis

Geospatial statistics, Urban statistics

Mexico

To be uploaded

Status

subtle	true
title	Extra Tree

,

Status

subtle	true
title	Convolutional Neural Network

Satellite Imagery

Imagery data

Python

Ask for availability

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

Imagery Analysis

Not applicable

UNECE

To be uploaded

Status

subtle	true
title	General Document

Not applicable

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

Edit & Imputation

Education statistics

Italy

To be uploaded

Status

subtle	true
title	Multi-Layer Perception

,

Status

subtle	true
title	Log-Linear

Administrative data, Survey data, Census data

Python

GitHub link

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

Edit & Imputation

Tourism statistics

Poland

To be uploaded

Status

subtle	true
title	CART

,

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Optimal Weighted Nearest Neighbour

,

Status

subtle	true
title	Support Vector Machine

Survey data

R

Local, not public

Machine learning methods for imputation

Edit & Imputation

?

Germany

To be uploaded

Status

subtle	true
title	K-Nearest-Neighbours

,

Status

subtle	true
title	Bayesian Networks

Status

subtle	true
title	Random Forest

,

Status

subtle	true
title	Support Vector Machine

Survey data

R

Not available

Early estimates of energy balance statistics using machine learning

Edit & Imputation

Energy statistics,

Economic and Financial statistics,

Weather statistics

Belgium VITO

To be uploaded

Status

subtle	true
title	Lasso Regression

,

Status

subtle	true
title	Linear Regression

Status

subtle	true
title	Neural Network

,

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Ridge Regression

?

Python

GitHub link

Edit & Imputation

UK

To be uploaded

Editing in the Italian Register of the Public Administration

Edit & Imputation

Economic and Financial statistics

Italy

To be uploaded

Status

subtle	true
title	Decision Tree

Status

subtle	true
title	Random Forest

Administrative data

R

Occupation and Economic activity coding using natural language processing

Coding & Classification

Demographic and Social statistics,

Economic and Financial statistics,

Labor statistics

Mexico

To be uploaded

Status

subtle	true
title	Extra Tree

,

Status

subtle	true
title	Naive Bayes

Status

subtle	true
title	Xgboost

,

Status

subtle	true
title	Support Vector Machine

Status

subtle	true
title	Multi-Layer Perception

,

Status

subtle	true
title	Decision Tree

Status

subtle	true
title	Random Forest

,

Status

subtle	true
title	K-Nearest-Neighbours

Status

subtle	true
title	Logistic Regression

Survey data

Text data

Python

File attachment

Industry and Occupation Coding

Coding & Classification

Labor statistics, Business Statistics

Canada

To be uploaded

Status

subtle	true
title	Fasttest

Survey data

Text data

Python

GitHub link

Sentiment Analysis of twitter data

Coding & Classification

Life statistics

Belgium Flanders

To be uploaded

Status

subtle	true
title	Word Embedding

,

Status

subtle	true
title	Logistic Regression

Status

subtle	true
title	Xgboost

,

Status

subtle	true
title	Random Forest

Social Media data

Text data

Python

GitHub link

Coding & Classification

Serbia

To be uploaded

Not available

Coding Workplace Injury and Illness

Coding & Classification

Labor Statistics

USA

To be uploaded

Status

subtle	true
title	Neural Network

Survey data

Text data

Python

GitHub link

Product Description to ECOICOP

Coding & Classification

?

Poland

To be uploaded

Status

subtle	true
title	Naive Bayes

,

Status

subtle	true
title	Logistic Regression

Status

subtle	true
title	Random Forest

,

Status

subtle	true
title	Support Vector Machine

Status

subtle	true
title	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

Status

subtle	true
title	Logistic Regression

,

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Naive Bayes

,

Status

subtle	true
title	Support Vector Machine

Status

subtle	true
title	Fasttest

Status

subtle	true
title	Neural Network

Business Registration data?

Text data

Python

GitHub Lik (Ask for availability)

Title

Theme

Statistics Area

Country/Organisation

Reports

ML methods

Data Source

Data Type

Programming Language

Code Availability

Address Register Automated Image Recognition (AIR) model

Imagery Analysis

Geospatial statistics

Australia

To be uploaded

Status

subtle	true
title	Convolutional Neural Network

Aerial Imagery

Imagery data

R

Ask for availability

Learning statistical information from images: a proof of concept

Imagery Analysis

Geospatial statistics, Income-based Poverty statistics

Netherlands

To be uploaded

Status

subtle	true
title	Convolutional Neural Network

Aerial Imagery,

Satellite Imagery

Imagery data

Python

?? - GitLab link (Joep: not public, yet? )

Arealstatistik Deep Learning (ADELE)

Imagery Analysis

Geospatial statistics

Switzerland

To be uploaded

Status

subtle	true
title	Convolutional Neural Network

Status

subtle	true
title	Random Forest

Satellite Imagery

Imagery data, Administrative data

Python

Ask for availability

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

Imagery Analysis

Geospatial statistics, Urban statistics

Mexico

To be uploaded

Status

subtle	true
title	Extra Tree

Status

subtle	true
title	Convolutional Neural Network

Satellite Imagery

Imagery data

Python

Ask for availability

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

Imagery Analysis

Not applicable

UNECE

To be uploaded

Status

subtle	true
title	General Document

Not applicable

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

Edit & Imputation

Education statistics

Italy

To be uploaded

Status

subtle	true
title	Multi-Layer Perception

Status

subtle	true
title	Log-Linear

Administrative data, Survey data, Census data

Python

GitHub link

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

Edit & Imputation

Tourism statistics

Poland

To be uploaded

Status

subtle	true
title	CART

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Optimal Weighted Nearest Neighbour

Status

subtle	true
title	Support Vector Machine

Survey data

R

Local, not public

Machine learning methods for imputation

Edit & Imputation

?

Germany

To be uploaded

Status

subtle	true
title	K-Nearest-Neighbours

Status

subtle	true
title	Bayesian Networks

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Support Vector Machine

Survey data

R

Not available

Early estimates of energy balance statistics using machine learning

Edit & Imputation

Energy statistics,

Economic and Financial statistics,

Weather statistics

Belgium VITO

To be uploaded

Status

subtle	true
title	Lasso Regression

Status

subtle	true
title	Linear Regression

Status

subtle	true
title	Neural Network

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Ridge Regression

?

Python

GitHub link

Edit & Imputation

UK

To be uploaded

Editing in the Italian Register of the Public Administration

Edit & Imputation

Economic and Financial statistics

To be uploaded

Status

subtle	true
title	Decision Tree

Status

subtle	true
title	Random Forest

Administrative data ROccupation and Economic activity coding using natural language processingCoding & Classification

Demographic and Social statistics,

Economic and Financial statistics

,

Labor statistics

MexicoTo be uploaded

Status

subtle	true
title	Extra Tree

Status

subtle	true
title	Naive Bayes

Status

subtle	true
title	Xgboost

Status

subtle	true
title	Support Vector Machine

Status

subtle	true
title	Multi-Layer Perception

Status

subtle	true
title	Decision Tree

Status

subtle	true
title	Random Forest

Status

subtle	true
title	K-Nearest-Neighbours

Status

subtle	true
title	Logistic Regression

Survey dataText dataPython

File attachment

Industry and Occupation CodingCoding & ClassificationLabor statistics, Business StatisticsCanadaTo be uploaded

Status

subtle	true
title	Fasttest

Survey dataText dataPythonGitHub linkSentiment Analysis of twitter dataCoding & ClassificationLife statisticsBelgium FlandersTo be uploaded

Status

subtle	true
title	Word Embedding

Status

subtle	true
title	Logistic Regression

Status

subtle	true
title	Xgboost

Status

subtle	true
title	Random Forest

Social Media dataText dataPythonGitHub linkCoding & ClassificationSerbiaTo be uploadedNot availableCoding Workplace Injury and IllnessCoding & ClassificationLabor StatisticsUSATo be uploaded

Status

subtle	true
title	Neural Network

Survey dataText dataPythonGitHub linkProduct Description to ECOICOPCoding & Classification?PolandTo be uploaded

Status

subtle	true
title	Naive Bayes

Status

subtle	true
title	Logistic Regression

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Support Vector Machine

Status

subtle	true
title	Neural Network

Web Scraping dataText dataPython(to check with Marta and Krystyna)Coding & ClassificationAustraliaTo be uploadedAutomated Coding of IMF's Catalog of Time SeriesCoding & ClassificationIMFTo be uploadedCoding & ClassificationIcelandTo be uploaded

Standard Industrial Code Classification by Using Machine Learning

Coding & ClassificationBusiness Registration Statistics?NorwayTo be uploaded

Status

subtle	true
title	Logistic Regression

Status

subtle	true
title	Random Forest

Status

subtle	true
title	Naive Bayes

Status

subtle	true
title	Support Vector Machine

StatussubtletruetitleFasttest

Status

subtle	true
title	Neural Network

Business Registration data?

Text data

Python

GitHub Lik (Ask for availability)

Seitenhierarchie

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