Classification based on Empathy level by Mining Economic Prosperity and Environmental Indicators

Muhammad Shahbaz, Masooma Iftikhar, Rafia Mahmood
2013 International Journal for e-Learning Security  
The role of economic prosperity and environmental empathy indicators affects empathy level of a country and shows how much a country is empathetic. We put forward a methodology to classify a country's empathy by dividing it into five labels: (1) apathetic; (2) lessempathetic; (3) empathetic; (4) more-empathetic; (5) future-empathetic, by mining the selected economic prosperity and environmental empathy indicators. We justified our indicators by means of unsupervised clustering, and clustered
more » ... g, and clustered world countries with respect to the economic prosperity and environmental empathy indicators and assigned those labels. Furthermore, building hierarchical structured decision trees on the labeled dataset helped us in finding important patterns in classification of empathy and evaluating the level of empathy of a country in an interesting and effective way.
doi:10.20533/ijels.2046.4568.2013.0043 fatcat:jepm5hpd35bibjqx6ru3ed2eu4