Skip to main content

Table 13 Extracted causal rules

From: Mining precise cause and effect rules in large time series data of socio-economic indicators

Causal rules

References

Transport and travel services → CO2 emission

Stewart et al. (2015)

Electricity production from renewable sources → CO2 emission

Abolhosseini et al. (2014)

Fossil fuel energy consumption → CO2 emission

Mellios et al. (2011)

Household final consumption expenditure → CO2 emission

Tian et al. (2016)

Industry → CO2 emission

Cai et al. (2016)

Electricity production from nuclear sources → CO2 emission

EPA (1970)

Land under cereal production → CO2 emission

EPA (1970)

Air transport, passengers carried → CO2 emission

Stewart et al. (2015)

Livestock production index → CO2 emission

EPA (1970)

Alternative and nuclear energy → CO2 emission

EPA (1970)

Electricity production from nuclear sources → CO2 emission

EPA (1970)

Combustible renewable and waste → CO2 emission

EPA (1970)

Crop production index → CO2 emission

EPA (1970)

Food production index → CO2 emission

EPA (1970)

Oil rents → CO2 emission

EPA (1970)

Forest rents → CO2 emission

EPA (1970)

Cereal production → gross domestic product (GDP)

StatsCan (1971)

Agricultural raw materials exports → gross domestic product (GDP)

StatsCan (1971)

Cereal yield → gross domestic product (GDP)

StatsCan (1971)

Food production index → gross domestic product (GDP)

StatsCan (1971)

Land under cereal production → foreign direct investment (FDI)

StatsCan (1971)

Agricultural land → food production index

FAO (1945)

Arable land → food production index

FAO (1945)

Cereal production → food production index

FAO (1945)

Cereal yield → food production index

FAO (1945)

Permanent cropland → food production index

FAO (1945)

Crop production → food production index

FAO (1945)

Livestock production → food production index

FAO (1945)

Household final consumption expenditure → GDP growth

BIS (2011)

Net trade in goods and services → gross domestic product (GDP)

BIS (2011)

Exports of goods and services → gross domestic product (GDP)

Mehmood (2012) and Ogawa et al. (2016)

External debt stocks → gross domestic product (GDP)

Mehmood (2012)

Final consumption expenditure → gross domestic product (GDP)

Mehmood (2012)

General government final consumption expenditure → gross domestic product (GDP)

Mehmood (2012)

Gross national income → gross domestic product (GDP)

Mehmood (2012)

Gross national expenditure → gross domestic product (GDP)

Mehmood (2012)

Gross domestic savings → gross domestic product (GDP)

Rasmidatta (2011)

Foreign direct investment (FDI) → gross domestic product (GDP)

Li (2005)

Gross domestic product (GDP) → oil rents

Ebeke and Omgba (2011)

Foreign direct investment (FDI) → oil rents

Ebeke and Omgba (2011)

Agriculture → rural population

Enyedi and Volgyes (2016)