Globalness Detection in Online Social Network

12/18/2018
by   Yu-Cheng Lin, et al.
0

Classification problems have made significant progress due to the maturity of artificial intelligence (AI). However, differentiating items from categories without noticeable boundaries is still a huge challenge for machines -- which is also crucial for machines to be intelligent. In order to study the fuzzy concept on classification, we define and propose a globalness detection with the four-stage operational flow. We then demonstrate our framework on Facebook public pages inter-like graph with their geo-location. Our prediction algorithm achieves high precision (89 (88 level, finding that the global node ratios are relatively high in those states (NY, CA) having large and international cities. Several global nodes examples have also been shown and studied in this paper. It is our hope that our results unveil the perfect value from every classification problem and provide a better understanding of global and local nodes in Online Social Networks (OSNs).

READ FULL TEXT

page 2

page 5

research
02/10/2022

Needs-aware Artificial Intelligence: AI that 'serves [human] needs'

Many boundaries are, and will continue to, shape the future of Artificia...
research
09/01/2022

CPS Attack Detection under Limited Local Information in Cyber Security: A Multi-node Multi-class Classification Ensemble Approach

Cybersecurity breaches are the common anomalies for distributed cyber-ph...
research
11/08/2015

Design of an Alarm System for Isfahan Ozone Level based on Artificial Intelligence Predictor Models

The ozone level prediction is an important task of air quality agencies ...
research
01/30/2020

Going beyond accuracy: estimating homophily in social networks using predictions

In online social networks, it is common to use predictions of node categ...
research
02/24/2022

Social Network Extraction Unsupervised

In the era of information technology, the two developing sides are data ...
research
03/19/2018

SybilFuse: Combining Local Attributes with Global Structure to Perform Robust Sybil Detection

Sybil attacks are becoming increasingly widespread and pose a significan...
research
05/12/2021

Waste detection in Pomerania: non-profit project for detecting waste in environment

Waste pollution is one of the most significant environmental issues in t...

Please sign up or login with your details

Forgot password? Click here to reset