Socially Enhanced Situation Awareness from Microblogs using Artificial Intelligence: A Survey
Lamsal, Rabindra, Harwood, Aaron, Read, Maria Rodriguez
–arXiv.org Artificial Intelligence
The rise of social media platforms provides an unbounded, infinitely rich source of aggregate knowledge of the world around us, both historic and real-time, from a human perspective. The greatest challenge we face is how to process and understand this raw and unstructured data, go beyond individual observations and see the "big picture"--the domain of Situation Awareness. We provide an extensive survey of Artificial Intelligence research, focusing on microblog social media data with applications to Situation Awareness, that gives the seminal work and state-of-the-art approaches across six thematic areas: Crime, Disasters, Finance, Physical Environment, Politics, and Health and Population. We provide a novel, unified methodological perspective, identify key results and challenges, and present ongoing research directions.
arXiv.org Artificial Intelligence
Sep-13-2022
- Country:
- Africa > Kenya (0.04)
- South America
- Oceania > Australia
- North America
- Haiti (0.14)
- Canada (0.04)
- Central America (0.04)
- United States
- Virginia (0.04)
- South Carolina (0.04)
- Pennsylvania > Allegheny County
- Pittsburgh (0.04)
- Illinois > Cook County
- Chicago (0.04)
- California
- Santa Clara County > Palo Alto (0.04)
- San Francisco County > San Francisco (0.04)
- Mexico > Mexico City
- Mexico City (0.04)
- Europe
- Asia
- India (0.04)
- Pakistan (0.04)
- Nepal (0.04)
- Japan (0.04)
- South Korea (0.04)
- Indonesia (0.04)
- China > Hubei Province
- Wuhan (0.04)
- Genre:
- Research Report > New Finding (1.00)
- Overview (1.00)
- Industry:
- Law Enforcement & Public Safety > Crime Prevention & Enforcement (1.00)
- Law > Criminal Law (1.00)
- Banking & Finance > Trading (1.00)
- Information Technology
- Services (1.00)
- Security & Privacy (0.67)
- Health & Medicine
- Pharmaceuticals & Biotechnology (1.00)
- Epidemiology (1.00)
- Therapeutic Area
- Infections and Infectious Diseases (1.00)
- Immunology (1.00)
- Psychiatry/Psychology > Addiction Disorder (0.46)
- Government
- Voting & Elections (1.00)
- Military (1.00)
- Regional Government > North America Government
- United States Government (0.67)
- Technology:
- Information Technology
- Communications > Social Media (1.00)
- Artificial Intelligence
- Natural Language > Text Processing (1.00)
- Machine Learning
- Performance Analysis > Accuracy (1.00)
- Neural Networks > Deep Learning (1.00)
- Statistical Learning
- Regression (0.68)
- Support Vector Machines (0.67)
- Clustering (0.67)
- Learning Graphical Models > Directed Networks
- Bayesian Learning (0.93)
- Information Technology