Archive for the 'Commentaries' Category

Packet Loss Metrics from Darknet Traffic

Thursday, January 17th, 2013 by Karyn Benson

At the CoNEXT Student Workshop, in Nice, France on December 10, 2012, CAIDA shared recent research on Internet outages in a poster entitled “Gaining Insight Into AS-Level Outages through Analysis of Internet Background Radiation.”

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Syria disappears from the Internet

Wednesday, December 5th, 2012 by Alistair King and Alberto Dainotti

On the 29th of November, shortly after 10am UTC (12pm Damascus time), the Syrian state telecom (AS29386) withdrew the majority of BGP routes to Syrian networks (see reports from Renesys, Arbor, CloudFlare, BGPmon). Five prefixes allocated to Syrian organizations remained reachable for another several hours, served by Tata Communications. By midnight UTC on the 29th, as reported by BGPmon, these five prefixes had also been withdrawn from the global routing table, completing the disconnection of Syria from the rest of the Internet.

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CAIDA at the NSF Secure and Trustworthy Cyberspace (SaTC) Principal Investigators’ Meeting

Tuesday, December 4th, 2012 by Alberto Dainotti

Last week CAIDA researchers (Alberto and kc) visited National Harbor (Maryland) for the 1st NSF Secure and Trustworthy Cyberspace (SaTC) Principal Investigators Meeting. The National Science Foundation’s SATC program is an interdisciplinary expansion of the old Trustworthy Computing program sponsored by CISE, extended to include the SBE, MPS, and EHR directorates. The SATC program also includes a bold new Transition to Practice category of project funding — to address the challenge of moving from research to capability — which we are excited and honored to be a part of.

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two recent workshop reports

Friday, July 27th, 2012 by kc

This month CCR published final reports from two our of workshops: our BGP/traceroute workshop last July 2011 (final report here or here) and AIMS-4 last February (final report here or here).

CAIDA’s Annual Report for 2011

Thursday, July 12th, 2012 by kc

[Executive Summary from our annual report for 2011.]

This annual report covers CAIDA’s activities in 2011, summarizing highlights from our research, infrastructure, data-sharing and outreach activities. Our current research projects span topology, routing, traffic, economics, future Internet architectures, and policy. Our infrastructure activities continue to support measurement-based studies of the Internet’s core infrastructure, with focus on the health and integrity of the global Internet’s topology, routing, addressing, and naming systems. We are also dedicating resources to support the infrastructure measurement and data sharing interests and needs of two U.S. federal agency programs: the National Science Foundation’s International Research Network Connections (IRNC) program, and the Department of Homeland Security’s Protected Repository of Data on Internet CyberThreats (PREDICT) data-sharing project.

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IPv6: What could be (but isn’t yet)

Monday, June 4th, 2012 by Matthew Luckie

With IPv6 Launch approaching, there is increasing interest in measuring the readiness of the IPv6 infrastructure. A major concern, particularly for networks that source or sink content, is the performance that is achievable over IPv6, and how it compares to the performance over IPv4. A recent study by Nikkah et al. argues that data plane performance, as measured by web page download times, is largely comparable in IPv4 and IPv6, as long as the AS-level paths in IPv4 and IPv6 are identical.  We have confirmed these findings with our own measurements covering 593 dual-stack ASes: we found that 79% of paths had IPv6 performance within 10% of IPv4 (or IPv6 had better performance) if the forward AS-level path was the same in both protocols, while only 63% of paths had similar performance if the forward AS-level path was different.

Given the apparent importance of congruent AS-level paths in IPv4 and IPv6, we measured to what extent such congruence exists today, and how this has evolved historically. We measure IPv4 and IPv6 AS paths from seven vantage points (ACOnet/AS1853, IIJ/AS2497, NTT/AS2914, Tinet/AS3257, HE/AS6939, AT&T/AS7018, NL-BIT/AS12859) which have provided BGP data to Routeviews and RIPE RIS since 2003. The figure below plots the fraction of dual-stack paths that are identical in IPv4 and IPv6 from each vantage point over time. According to this metric, IPv6 paths are maturing slowly. In January 2004, 10-20% of paths were the same for IPv4 and IPv6; eight years later, 40-50% of paths are the same for six of the seven vantage points.

Fraction of identical dual-stack paths over time

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Twelve Years in the Evolution of the Internet Ecosystem

Tuesday, April 10th, 2012 by Amogh Dhamdhere

Our recent study of the evolution of the Internet ecosystem over the last twelve years (1998-2010) appeared in the IEEE/ACM Transactions on Networking in October 2011. Why is the Internet an ecosystem? The Internet, commonly described as a network of networks, consists of thousands of Autonomous Systems (ASes) of different sizes, functions, and business objectives that interact to provide the end-to-end connectivity that end users experience. ASes engage in transit (or customer-provider) relations, and also in settlement-free peering relations. These relations, which appear as inter domain links in an AS topology graph, indicate the transfer of not only traffic but also economic value between ASes. The Internet AS ecosystem is highly dynamic, experiencing growth (birth of new ASes), rewiring (changes in the connectivity of existing ASes), as well as deaths (of existing ASes). The dynamics of the AS ecosystem are determined both by external business environment factors (such as the state of the global economy or the popularity of new Internet applications) and by complex incentives and objectives of each AS. Specifically, ASes attempt to optimize their utility or financial gains by dynamically changing, directly or indirectly, the ASes they interact with.

The goal of our study was to better understand this complex ecosystem, the behavior of entities that constitute it (ASes), and the nature of interactions between those entities (AS links). How has the Internet ecosystem been growing? Is growth a more significant factor than rewiring in the formation of new links? Is the population of transit providers increasing (implying diversification of the transit market) or decreasing (consolidation of the transit market)? As the Internet grows in its number of nodes and links, does the average AS-path length also increase? Which ASes engage in aggressive multihoming? Which ASes are especially active, i.e., constantly adjust their set of providers? Are there regional differences in how the Internet evolves?

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Targeted Serendipity: the Search for Storage

Wednesday, April 4th, 2012 by Josh Polterock

On the heels of our recent press release regarding fresh publications that  make use of the UCSD Network Telescope data, we would like to take a moment to thank the institutions that have helped preserve this data over the last eight years. Though we recently received an NSF award to enable  near-real-time sharing of this data as well as improved classification, the award does not cover the cost to maintain this historic archive. At current UCSD rates, the 104.66 TiB would cost us approximately $40,000 per year to store. This does not take into account the metadata we have collected which adds roughly 20 TB to the original data.  As a result, we had spent the last several months indexing this data in preparation for deleting it forever.

Then, last month, I had the opportunity to attend the Security at the Cyberborder Workshop in Indianapolis. This workshop focused on how the NSF-funded IRNC networks might (1) capture and articulate technical and policy cybersecurity considerations related to international research network connections, and (2) capture opportunities and challenges for the those connections to foster cybersecurity research.  I did not expect to find a new benefactor for storage of our telescope data at the workshop though, in fact, I did.

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Internet Censorship Revealed Through the Haze of Malware Pollution

Wednesday, March 28th, 2012 by Josh Polterock

We were happy to see the coverage of UCSD’s press release describing two papers we recently published, introducing new methods and applications for analyzing dark net data (aka “Internet background radiation” or IBR).  The first paper, “Analysis of Country-wide Internet Outages Caused by Censorship”, presented by author Alberto Dainotti last November at IMC 2011, focused on using IBR in conjunction with other data sources to reveal previously unreported aspects of the disruptions seen during the uprisings of early 2011 in Egypt and Libya. The second paper, “Extracting benefit from harm: using malware pollution to analyze the impact of political and geophysical events on the Internet”, published in ACM SIGCOMM CCR (January 12), used IBR data observed by UCSD’s network telescope to characterize Internet outages caused by natural disasters. In both cases the analysis of this (mostly malware-generated) background traffic contributed to our understanding of events unrelated to the malware itself. Our press release was picked up by several online publications, including The Wall Street Journal Blog, ACM TechnewsCommunications of the ACM Web siteSpacedailyPhysorgTom’s GuideProduct Design & DevelopmentNewswiseDomain-bEurekAlertEurasia reviewSecurity-today.comEverything San DiegoSpacewar Cyber War.

The papers are also available on CAIDA’s publications page.

Second Workshop on Internet Economics (WIE2011)

Monday, March 5th, 2012 by kc

As part of our NSF-funded network research project on modeling Internet interconnection dynamics, we hosted the second Workshop on Internet Economics (WIE2011) last December 1-2. The goal of the workshop was to bring together network technology and policy researchers with providers of commercial Internet facilities and services (network operators) to further explore the common objective of framing an agenda for the emerging but empirically stunted field of Internet infrastructure economics. The final report (http://www.caida.org/publications/papers/2012/wie11_report/) attempts to capture the content, structure, and depth of the discussions, and presents relevant open research questions identified by workshop participants. From the intro (but the 5-page pdf is worth reading):
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