Received May 6, 2020, accepted May 25, 2020, date of publication June 11, 2020, date of current version June 26, 2020. Digital Object Identifier 10.1109/ACCESS.2020.3000959 Understanding the Proxy Ecosystem: A Comparative Analysis of Residential and Open Proxies on the Internet JINCHUN CHOI 1,2, MOHAMMED ABUHAMAD 1,2, AHMED ABUSNAINA 2, (Graduate Student Member, IEEE), AFSAH ANWAR2, (Graduate Student Member, IEEE), SULTAN ALSHAMRANI 2, JEMAN PARK2, DAEHUN NYANG3, AND DAVID MOHAISEN 2, (Senior Member, IEEE) 1Inha University, Incheon 22212, South Korea 2University of Central Florida, Orlando, FL 32816, USA 3Ewha Womans University, Seoul 03760, South Korea Corresponding authors: Daehun Nyang (
[email protected]) and David Mohaisen (
[email protected]) This work was supported by the National Research Foundation under Grant NRF-2016K1A1A291275. ABSTRACT Proxy servers act as an intermediary and a gateway between users and other servers on the Internet, and have many beneficial applications targeting the privacy of users, including bypassing server-side blocking, regional restrictions, etc. Despite the beneficial applications of proxies, they are also used by adversaries to hide their identity and to launch many attacks. As such, many websites restrict access from proxies, resulting in blacklists to filter out those proxies and to aid in their blocking. In this work, we explore the ecosystem of proxies by understanding their affinities and distributions comparatively. We compare residential and open proxies in various ways, including country-level and city-level analyses to highlight their geospatial distributions, similarities, and differences against a large number of blacklists and categories therein, i.e., spam and maliciousness analysis, to understand their characteristics and attributes.