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Machine Learning to Predict and Classify Income of Philippine Cities and Municipalities

Machine Learning to Predict and Classify Income of Philippine Cities and Municipalities

by AIM Team | Oct 8, 2021

Abstract We used network statistics of selected amenities in order to classify income class and predict 2017 fiscal data of cities and municipalities in the Philippines. Edges between amenities based on a distance threshold of 500 meters were created, and network...
USE YOUR WHITS: Applying the Weighted HITS Algorithm in Analyzing the World Trade Network

USE YOUR WHITS: Applying the Weighted HITS Algorithm in Analyzing the World Trade Network

by AIM Team | Jun 14, 2021

Abstract Studying the world trade network (WTN) has played a significant role in international trade analysis and in uncovering patterns and structures of economic systems across countries. By using the 2012-2019 BACI-CEPII World Trade dataset, we investigated trends...
Network of Works: A Network Science Approach at Job Market Analysis

Network of Works: A Network Science Approach at Job Market Analysis

by AIM Team | Jun 14, 2021

Abstract Job-skills mismatch causes a disconnect in the job market, making it more difficult for employers to find the right applicants, while fresh graduates can be ill-equipped for the industry. By creating a bipartite network of jobs and skills, we identified jobs...
Network Analysis of Philippine Supreme Court Decisions and Rulings

Network Analysis of Philippine Supreme Court Decisions and Rulings

by AIM Team | Jun 14, 2021

Abstract In the practice of law, legal research is one of the most painstakingly long processes that takes most of the time of the law practitioners. To properly formulate and strategize their existing cases, they must pinpoint the most relevant case and build their...
Understanding NCR’s Road Network and how to Measure Traffic Uncertainty

Understanding NCR’s Road Network and how to Measure Traffic Uncertainty

by AIM Team | Jun 11, 2021

Abstract Metropolitan Manila has been known to have among the worst traffic in the world, mostly due to poor urban planning caused by quick urbanization. In finding a solution to traffic, the government faces a resource allocation problem due to limited funds, and...
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