Previous Research

Infrastructure

• UCSD Network Telescope
• Protected Repository for the Defense of Infrastructure Against Cyber Threats (PREDICT)

Malicious Activity Analysis

Type	Title	Date	Author(s)
Virus	The Nyxem Email Virus: Analysis and Inferences	February 11, 2006	Moore, David Shannon, Colleen
We estimate that between 469,507 and 946,835 computers in more than 200 countries were infected by the Nyxem/Blackworm virus between January 15 23:40:54 UTC 2006 and Wednesday February 1 05:00:12 UTC. At least 45,401 of the infected computers were also compromised by other forms of spyware or bot software.
Worm	Spread of the Witty Worm	March 25, 2004	Shannon, Colleen Moore, David
A joint effort of CAIDA and UC San Diego CSE At 8:45:18pm PST on March 19, 2004, the UCSD network telescope received its first Witty worm packet. In contrast to previous worms, we observed 110 hosts infected in the first ten seconds, and 160 at the end of 30 seconds. Witty infected only about a tenth as many hosts than the next smallest widespread Internet worm. Where SQL Slammer infected between 75,000 and 100,000 computers, the vulnerable population of the Witty worm was only about 12,000 computers. Although researchers have long predicted that a fast-probing worm could infect a small population very quickly, Witty is the first worm to demonstrate this capability. Witty was also the first widely propagated Internet worm to carry a destructive payload, represents the shortest known interval between vulnerability disclosure and worm release -- it began to spread the day after the ISS vulnerability was publicized.
DoS Attack	SCO Offline from Denial-of-Service Attack	December 11, 2003	Moore, David Shannon, Colleen
Around 2:50 AM PST Thursday morning, December 11, the attacker(s) began to attack SCO's ftp (file transfer protocol) servers in addition to continuing the web server attack. Together www.sco.com and ftp.sco.com experienced a SYN flood of over 50,000 packet-per-second early Thursday morning. By mid-morning Thursday (9 AM PST), the attack rate had reduced considerably to around 3,700 packets per second. Throughout Thursday morning, the ftp server received the brunt of the attack, although the high-intensity attack on the ftp server lasted for a considerably shorter duration than the web server attack. In spite of rumors that SCO has faked the denial-of-service attack to implicate Linux users and garner sympathy from its critics, UCSD's Network Telescope received more than 2.8 million response packets from SCO servers, indicating that SCO responded to more than 700 million attack packets over 32 hours.
Worm	Analysis of the Sapphire Worm	January 31, 2003	Moore, David Paxson, Vern Savage, Stefan Shannon, Colleen Staniford, Stuart Weaver, Nicholas
A joint effort of CAIDA, ICSI, Silicon Defense, UC Berkeley EECS and UC San Diego CSE The Sapphire Worm was the fastest computer worm in history. As it began spreading throughout the Internet, it doubled in size every 8.5 seconds. It infected more than 90 percent of vulnerable hosts within 10 minutes. The worm (also called Slammer) began to infect hosts slightly before 05:30 UTC on Saturday, January 25. The worm infected at least 75,000 hosts, perhaps considerably more, and caused network outages and such unforeseen consequences as canceled airline flights, interference with elections, and ATM failures
Worm	CAIDA Analysis of Code-Red	July 25, 2001	Moore, David Shannon, Colleen Brown, Jeffery
On July 19, 2001 more than 359,000 computers were infected with the Code-Red (CRv2) worm in less than 14 hours. At the peak of the infection frenzy, more than 2,000 new hosts were infected each minute. 43% of all infected hosts were in the United States, while 11% originated in Korea followed by 5% in China and 4% in Taiwan. The .NET Top Level Domain (TLD) accounted for 19% of all compromised machines, followed by .COM with 14% and .EDU with 2%. We also observed 136 (0.04%) .MIL and 213 (0.05%) .GOV hosts infected by the worm. An animation of the geographic expansion of the worm is available.

Datasets

CAIDA makes available a number of datasets for researchers who wish to study data collected at the UCSD Network Telescope.

• Denial-of-Service Attack Backscatter
  • Backscatter-2008 Dataset
  • Backscatter-2007 Dataset
  • Backscatter-2006 Dataset
  • Backscatter-2004-2005 Dataset
  • Backscatter-TOCS Dataset
• Worms
  • Witty Worm Dataset
  • Code-Red Worms Dataset

Publications

• Papers
• Presentations
• Animations

Collaboration

Much of this work was done in collaboration with Geoff Voelker and Stefan Savage in the UCSD Department of Computer Science and Engineering. Feedback provided by members of Team Cymru has been invaluable to our security research program. CAIDA is a part of the San Diego Supercomputer Center on the campus of the University of California, San Diego.

Funding

• CCIED: The Collaborative Center for Internet Epidemiology and Defenses
• Quantitative Network Security Analysis: Trusted Computing
• Sponsors: