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<title>CREATE Research Archive</title>
<copyright>Copyright (c) 2013 CREATE All rights reserved.</copyright>
<link>http://research.create.usc.edu</link>
<description>Recent documents in CREATE Research Archive</description>
<language>en-us</language>
<lastBuildDate>Tue, 21 May 2013 01:38:28 PDT</lastBuildDate>
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<title>PROTECT 1</title>
<link>http://research.create.usc.edu/multi_media/10</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/10</guid>
<pubDate>Thu, 11 Apr 2013 11:40:22 PDT</pubDate>
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<author>Rob Simpson et al.</author>


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<title>ARMOR-PROTECT: Randomizing Patrols for Safer Harbors</title>
<link>http://research.create.usc.edu/multi_media/9</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/9</guid>
<pubDate>Thu, 11 Apr 2013 11:40:20 PDT</pubDate>
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<author>Milind Tambe</author>


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<title>The Impact on the U.S. Economy of Changes in Wait Times at Ports of Entry</title>
<link>http://research.create.usc.edu/nonpublished_reports/183</link>
<guid isPermaLink="true">http://research.create.usc.edu/nonpublished_reports/183</guid>
<pubDate>Wed, 10 Apr 2013 13:11:49 PDT</pubDate>
<description>
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	<p>This study estimates the impacts on the U.S. economy of changes in wait times at major Ports of Entry (POEs) due to changes in Customs and Border Protection (CBP) staffing, both increases and decreases. The impacts begin with changes in tourist and business travel expenditures and with changes in freight transportation costs. These changes, in turn, translate into ripple, or multiplier, effects in port regions and the overall U.S. economy. The total impacts of these changes are measured in terms of:  <ul> <li>Gross Domestic Product (GDP)</li> <li>Value of time (opportunity costs), and</li> <li>Employment, at both regional and national levels</li> </ul></p>
<p>Increases in economic indicators from reduced wait times stemming from the addition of CBP staff represent the benefits in a benefit-cost analysis.</p>

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<author>Bryan Roberts et al.</author>


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<title>ARMOR TRUSTS</title>
<link>http://research.create.usc.edu/multi_media/8</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/8</guid>
<pubDate>Wed, 20 Mar 2013 13:35:27 PDT</pubDate>
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	<p>A law-enforcement application developed by The National Center for Risk and Economic Analysis of Terrorism Events (CREATE) at the University of Southern California.</p>

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<author>CREATE</author>


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<title>The Urban Commerce and Security Study (UCASS) at USC CREATE</title>
<link>http://research.create.usc.edu/multi_media/7</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/7</guid>
<pubDate>Wed, 24 Oct 2012 14:35:59 PDT</pubDate>
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	<p>Stephen C. Hora, Heather Rosoff and Samrat Chatterjee describe the Urban Commerce and Security Study (UCASS), one of the research projects under way at USC's Department of Homeland Security-funded research center, CREATE (Center for Risk and Economic Analysis of Terrorism Events). UCASS is a multi-center project dedicated to addressing the lack of economic viability at the location of the World Trade Center, a continuing consequence of the 9/11 attacks. Researchers utilize various risk-based and economic modeling techniques to examine the threats to the WTC site from terrorist actions and the portfolio of security measures that can be deployed against these threats. These elements are then combined to provide a model that assesses the relevant costs and benefits of varying security-measure combinations and to produce policy recommendations for enhancing the security while attaining the economic goals of the downtown New York City area.</p>

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<author>CREATE</author>


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<title>CREATE Distinguished Speaker Series - Daveed Gartenstein-Ross</title>
<link>http://research.create.usc.edu/multi_media/6</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/6</guid>
<pubDate>Wed, 24 Oct 2012 14:35:12 PDT</pubDate>
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	<p>USC CREATE: The USC National Center for Risk and Economic Analysis of Terrorism Events (CREATE) presents Daveed Gartenstein-Ross and his lecture "Bin Laden's Legacy." The presentation, part of USC CREATE's Distinguished Speaker Series, was held at the University of Southern California on August 4, 2011.</p>
<p>CREATE brought Gartenstein-Ross to USC to address its stakeholders on the topic of Bin Laden's legacy. Alhough Osama bin Laden's death was a significant blow for al Qaeda, it did not end the fight against jihadi terrorism. Indeed, his strategic ideas for beating the United States have permeated his organization, and for years to come America will be grappling with the strategy he forged. There have been two critical prongs to this strategy: undermining the U.S. economy, and making the battlefield on which the United States has to fight al Qaeda as broad as possible. Gartenstein-Ross's presentation examines the evolution of both of these strategic strands. It demonstrates that the United States never had a strong understanding of al Qaeda's strategy and, as a result, has developed systems of both offense and defense that have been ill suited to defeating this adversary. Indeed, at critical junctures, the United States' own actions have helped significantly advance al Qaeda's objectives. The "International Herald Tribune" has described Daveed Gartenstein-Ross as "a rising star in the counterterrorism community." He frequently leads training programs for the U.S. military and domestic law enforcement, and has designed educational curricula on terrorism for the U.S. Department of State. His writing has appeared in "The New York Times," "Foreign Policy," "The Atlantic," "Reader's Digest," and "The Review of Faith and International Affairs," among other publications.</p>

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<author>CREATE</author>


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<title>CREATE Distinguished Speaker Series: Marc Sageman on the Recent Trends in Global Neo-Jihadi Terrorism in the West</title>
<link>http://research.create.usc.edu/multi_media/5</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/5</guid>
<pubDate>Wed, 24 Oct 2012 14:33:40 PDT</pubDate>
<description>
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	<p>CREATE hosted Marc Sageman for its Distinguished Speaker Series on April 19, 2011. His lecture is titled, `"Recent Trends in Global Neo-Jihadi Terrorism in the West."</p>
<p>The lecture will touch on three topics: • A survey of all the global neo-jihadi plots in the West since 9/11/01 in order to detect the emerging trends • A summary of new insights in the process of turning to political violence coming from recent empirical research • A summary of how the Internet is affected the evolution of the global neo-Jihadi threat in the West The talk will conclude with the implication of the new developments in the Middle East on the global neo-Jihadi threat in the West.</p>

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<author>CREATE</author>


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<title>To Stay or Not to Stay: &quot;The Day After&quot; 50,000 Deaths from an Anthrax Release</title>
<link>http://research.create.usc.edu/multi_media/4</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/4</guid>
<pubDate>Wed, 24 Oct 2012 14:32:09 PDT</pubDate>
<description>
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	<p>This risk-perception project focuses on an anthrax release in the city of Seattle. Awareness of individuals' health and livelihood objectives, perceptions of risk, and ongoing uncertainties during and following a disaster situation has the potential to be extremely useful to policy makers managing the response and recovery process.</p>

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<author>CREATE</author>


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<title>ARMOR: Leveraging Game Theory for Security</title>
<link>http://research.create.usc.edu/multi_media/3</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/3</guid>
<pubDate>Wed, 24 Oct 2012 14:31:04 PDT</pubDate>
<description>
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	<p>The ARMOR project for optimal randomized allocation of limited security resources using game theory has been deployed at LAX, TSA, Boston Harbor and the Federal Air Marshals. Initiated by a USC doctoral student and further developed by graduate students at the USC Viterbi School of Engineering, this novel system has endless applications.</p>

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<author>CREATE</author>


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<title>PortSec: Risk-Based Port Security Resource Allocation</title>
<link>http://research.create.usc.edu/multi_media/2</link>
<guid isPermaLink="true">http://research.create.usc.edu/multi_media/2</guid>
<pubDate>Fri, 12 Oct 2012 14:59:45 PDT</pubDate>
<description>
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	<p>Find out about the research projects of USC's Department of Homeland Security-funded research center, CREATE. This video highlights "PortSec," a risk-based port security resource allocation system that decision-makers can use to evaluate the costs and benefits of allocating various security resources to reduce risk from terrorist attacks while minimizing impact on port business operations.</p>

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<author>CREATE</author>


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<title>Variable Affecting the Acquisition of Nuclear Weapons By Terrorist Group: A Survey of Recent Literature and Implications for Risk Analysis</title>
<link>http://research.create.usc.edu/published_papers/166</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/166</guid>
<pubDate>Fri, 07 Sep 2012 15:52:05 PDT</pubDate>
<description>
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	<p>This report examines the general consensus of very recent literature regarding the threat of nuclear terrorism, and seeks to outline any points of contention that are currently disagreed upon, as well as any assumptions that may be incorrect or skewed. This approach focuses solely on the acquisition of nuclear capability, and not on the delivery or ability to detonate weapons in a potential terrorist attack.</p>

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<author>Kevin Valsi</author>


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<title>An Analysis of the Risks of a Terrorist Attack on LNG Receiving Facilities in the United States</title>
<link>http://research.create.usc.edu/published_papers/165</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/165</guid>
<pubDate>Fri, 07 Sep 2012 15:48:24 PDT</pubDate>
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	<p>The placement of liquefied natural gas (LNG) receiving facilities in areas of high population or critical infrastructure densities within the United States is a concern because such facilities house flammable materials in quantities sufficient to be potential targets for terrorism. Mitsubishi has proposed the development of an LNG receiving facility in Long Beach, California, the state’s fifth most populous city. A comprehensive risk analysis is needed to evaluate the impacts of this facility on this major urban area.  his paper presents a terrorism risk analysis that includes an examination of the Pareto optimality of siting, containment, and defense options based on the dominance-based fitness of expected losses versus conditional expected losses, looks beyond the specific Long Beach problem to the potential national threat of LNG receiving facilities and terrorism generally, and provides national policy recommendations with respect to the siting, containment, and defense of LNG receiving facilities.</p>

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<author>Carl Southwell</author>


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<title>Designing Benefit-Cost Analysis for Homeland Security Policies</title>
<link>http://research.create.usc.edu/published_papers/164</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/164</guid>
<pubDate>Fri, 07 Sep 2012 15:40:27 PDT</pubDate>
<description>
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	<p>The purpose of this paper is to outline the methodological and empirical issues associated with developing benefit-cost analyses for homeland security policies. The 9/11 attack on the United States transformed domestic and international perceptions of the ability of the public sector in developed economies to provide a secure environment for daily living. Security at this very general level affects nearly every aspect of life, including, of course, those individual behaviors that influence market outcomes. When one includes the scope of the impact on non- market behaviors that are motivated by fear and anxiety, it is difficult to imagine how current policy initiatives could restore earlier perceptions about our security. 1 For practical purposes, the change in the background environment for all private and public choices is probably best treated as irreversible. As a result, we argue that the task of measuring the net benefits provided by homeland security policies should not be treated as an effort to restore a pre-9/11 baseline. Rather, it should be described based on how each policy changes a specific set of “outputs”. These outputs need to be clearly delineated to avoid confusing ex ante objectives with expost measures of performance of a policy initiative.</p>

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<author>Kerry Smith et al.</author>


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<title>Adjusting to Natural Disasters</title>
<link>http://research.create.usc.edu/published_papers/163</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/163</guid>
<pubDate>Fri, 07 Sep 2012 15:32:48 PDT</pubDate>
<description>
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	<p>People can answer the risks presented by natural disasters in a number of ways; they canmove out of harms way, they can self protect, or they can insure. This paper uses the largest U.S. natural disaster on record, Hurricane Andrew, to evaluate how people and housing markets respond to a large disaster. Our analysis combines a unique ex post database on the storm’s damage along with information from the 1990 and 2000 Censuses as well as information on housing sales in Dade County, Florida where the storm hit. The results suggest that the economic capacity of households to adjust explains most of the differences in demographic groups’ patterns of adjustment to the hurricane damage. Low income households respond primarily by moving into low-rent housing in areas that experienced heavy damage. Middle income households move away to avoid risk, and the wealthy, for whom insurance and self-protection is most affordable, remain. This pattern of adjustment is roughly mean neutral, so an analysis based on summary measures would miss these important adjustments. Our analysis of the housing sales record indicates that the new risk information provided by the event reduced the rate of appreciation in prices by about fifty percent for the zones with the highest FEMA flood risk ratings. This finding is corroborated at the qualitative level by the Census data.</p>

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<author>Kerry Smith et al.</author>


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<title>Electricity Case: Statistical Analysis of Electric Power Outages</title>
<link>http://research.create.usc.edu/published_papers/162</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/162</guid>
<pubDate>Fri, 07 Sep 2012 14:57:43 PDT</pubDate>
<description>
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	<p>This report analyses electricity outages over the period January 1990-August 2004. A database was constructed using U.S. data from the DAWG database, which is maintained by the North American Electric Reliability Council (NERC). The data includes information about the date of the outage, geographical location, utilities affected, customers lost, duration of the outage in hours, and megawatts lost. Information found the DAWG database was also used to code the primary cause of the outage. Categories that included weather, equipment failure, human error, fires, and others were added to the database. In addition, information about the total number of customers served by the affected utilities, as well as total population and population density of the state affected in each incident, was incorporated to the database. The resulting database included information about 400 incidents over this period.</p>
<p>The database was used to carry out two sets of analyses. The first is a set of analyses over time using three-, six-, or twelve-month averages for number of incidents, average outage duration, customers lost and megawatts lost.</p>
<p>Negative binomial regression models, which account for overdispersion in the data, were used. For the number of incidents over time a seasonal analysis suggests there is a 9.7% annual increase in incident rate given season (that is, “holding season constant”) over this period. Given the year, summer is estimated to have 65-85% more incidents than the other seasons. The duration data suggest a more complicated trend; an analysis of duration per incident over time using a loess nonparametric regression “scatterplot smoother” suggests that between 1990-93 durations were getting shorter on average but this trend changed in the mid-1990s when average duration started to increase, and this increase became more pronounced after 2002. When looking at average customer losses by season there is weak evidence of an upward trend in the average customer loss per incident, with an estimated increase of a bit more than 10,000 customers per incident per year. Similar analyses of MW lost per incident over time showed no evidence of any time or seasonal patterns for this variable. The second part of the report includes a number of event-level analyses. The data in these analyses are modeled in two parts. First, the different characteristics related to whether an incident has zero or nonzero customers lost are determined. Then, given that the number lost is nonzero, the characteristics that help to predict the customers lost are analyzed. Unlike the first set of models described, in this section a number of predictors such as primary cause of the outage (including variables such as weather, equipment failure, system protection, human error and others), total number of customers served by the affected utilities, and the population density of the states where the outages occurred were used in the analyses to gain a better understanding of the three key outcome variables: customers lost, megawatts lost and duration of electric outages. Logistic regression was used in these analyses. For logged customers lost, the only predictor showing much of a relationship was logged MW lost. The total number of customers served by the utility was found to be a marginally significant predictor of customers lost per incident. Customer losses were higher for events caused by natural disaster, crime, unknown causes, and third party, and lower for incidents resulting from capacity shortage, demand reduction, and equipment failure, holding all else in the model fixed. The analyses for duration at the event level find that the two most common causes of outages, equipment failure and weather, are very different, with the former associated with shorter events and the latter associated with longer ones. When the primary cause of the events is included in the regression models, the time trend for the average duration per incident found in earlier analyses disappears. According to the data, weather related incidents are becoming more common in later years and equipment failures less common, and this change in the relative frequency of primary cause of the events accounts for much of the overall pattern of increasing average durations by season. Holding all else in the model constant, these analyses also suggest that winter events have an expected duration that is 2.25 times the duration of summer events, with autumn and spring in between. The event-level models can be used to construct predictions for outage outcomes based on different scenarios. We look at scenarios for New York, Chicago, San Francisco, and Seattle. Using the characteristics of the utilities in these four cities, the estimated expected duration and estimated expected customer loss (given nonzero loss) of an incident, separated by season and cause, can be determined for each city. We also construct 50% prediction intervals for duration and for customer loss (given that the loss is nonzero) for any cause and season for the four cities.</p>

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<author>Jeffrey S. Simonoff et al.</author>


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<title>Electricity Case: Economic Cost Estimation Factors for Economic Assessment of Terrorist Attacks</title>
<link>http://research.create.usc.edu/published_papers/161</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/161</guid>
<pubDate>Fri, 07 Sep 2012 14:49:30 PDT</pubDate>
<description>
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	<p>The major economic effects of electric power outages are usually associated with three potential outcomes: the loss of human life and health; business losses; and declines in property value (some of which are encompassed within business losses). This report sets forth economic factors for quantifying the cost of loss of human life and injuries and business losses (including those to critical infrastructure that supports social and economic activity) as a basis for accounting for the economic outcomes of terrorist attacks. Although they have been developed for estimating effects of attacks on electric power, these factors are broadly applicable to other kinds of attacks involving deaths, injury or business loss. A variety of alternative measures and values are resented to enable users flexibility in how they are applied.</p>

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<author>Rae Zimmerman</author>


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<title>The Uncertain Dynamics of Global Bioterrorism: Smallpox as a Hypothetical Case for Risks and Responses</title>
<link>http://research.create.usc.edu/published_papers/160</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/160</guid>
<pubDate>Fri, 07 Sep 2012 14:44:27 PDT</pubDate>
<description>
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	<p>Much has been made of the perceived threat to the United States and the world of deliberate biological terrorism using smallpox (variola) virus. Immediately after smallpox was painstakingly eradicated from the natural environment in the late 1970s, few worried that this horrific disease, which killed 500 million people in the 20th century alone, might once again be a concern. But subsequent revelations about the Soviet Union’s massive secret biological weapons programs in the 1990s, and particularly after the September 2001 al Qaeda terrorism and the unsolved American anthrax attacks, the United States, Europe and select other nations have dedicated considerable resources and effort to stockpiling vaccine, and to attempting to actually vaccinate various segments of their populations, in anticipation of a possible attack.4 Whether smallpox or another biological pathogen (i.e., a disease-causing microbe) might be used, there is a growing perception that bioterrorism may represent not only a growing threat, but might be one that may exceed that of any other potential weapons of mass destruction (WMD)5 – including nuclear weapons. Yet in evaluating the extent of security threats and vulnerabilities from smallpox bioterrorism, there are numerous important questions which have not necessarily been answered, often sharply differing opinions on the subject among so-called subject matter experts, and in many instances there is little reliable data on which to base answers to these relevant questions beyond a level of educated guess or conjecture. Would terrorists actually be cruel enough to use smallpox – a virus that manifests frightening realities and hypothetical uncertainties about possible weaponization, engineered vaccine resistance, and public health response capabilities? Many analysts blithely assert, No: no one would crazy enough to risk infecting their own people, and therefore smallpox is not a “rational” bioterrorism weapon. Perhaps most pressing of all is the metaphysical question of whether and how humanity would bear the literal and psychological scars of even a small outbreak, let alone a massive smallpox pandemic. At the American political and policy levels, the subject has generated impassioned debate about risks of either deliberate or accidental smallpox virus release, and the relative merits and drawbacks of various prevention and response strategies. Some officials and policy experts believe the risk of a smallpox outbreak is too low to merit costly investments of time, money and energy that could be used better in other areas of counter-terrorism or in overall public health improvement. More important is the concern that in the event of mass vaccination of healthcare workers and/or the general public the current and only “dirty” vaccines available will inevitably kill and sicken hundreds or thousands of Americans – all for a future disease outbreak that is presently purely hypothetical. Others – including members of the public, and many health-related and elected policymakers and security experts believe the likelihood of a future smallpox attack, while low, carries too high a potential price not to aggressively invest in protective mechanisms and prepare for prudently. In between are varying positions, all revolving around comparative risk assessment. What indeed are the odds that such an attack or accidental release might occur? For the moment, most analysts appear to believe the odds of smallpox being used as a biological weapon are low. But the question of how low still remains, and how much damage could be done if an outbreak does occur? The calculus of using smallpox for bioterrorism has many strong factors against – but it has also unfortunately has many compelling, intensely attractive factors in favor, depending on the intent of the user. As with many issues considered irrational and unthinkable by “civilized” people, there are always those who can justify such a criminal, heinous act, based on their own criteria of rationality. This makes expert predictions about smallpox risks among the least reliable in any discussion of bioterrorism probabilities. Martin Meltzer, chief economist for the CDC, notes this uncertainty: “Don’t be fooled into thinking there’s a lot of data about smallpox out there.” Somewhat curiously, however, and often with certainly bordering on disdain, Meltzer and others at the CDC and among the mainstream U.S. public health establishment frequently claimed in the same breath that there is a very low danger from smallpox even if an outbreak occurs. It is safe to say that no one truly knows what the reality of a contemporary outbreak would be, given the complex variables, the presence of human ingenuity and the paucity of evidence.v</p>

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<author>Terrence M. O&apos;Sullivan</author>


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<title>External Terrorist Threats to Civilian Airliners: A Summary Risk Analysis of MANPADS, other Ballistic Weapons Risks, Future Threats, and Possible Countermeasures Policies</title>
<link>http://research.create.usc.edu/published_papers/159</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/159</guid>
<pubDate>Fri, 07 Sep 2012 14:38:29 PDT</pubDate>
<description>
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	<p>The United States continues to struggle with analyzing terrorism risks, vulnerabilities, consequences and related public policy allocations comprehensively and comparatively. CREATE is developing a wide range of methodologies and tools for local, state and federal homeland security risk assessment and benefit-cost analysis. This report frames some of the potential costs and benefits for one slice of this potential terrorism threat to the airline industry – a large, critical economic sector – as well as micro-threats and countermeasures regarding specific airports, aircraft and associated people that might be terrorist targets.1 These threats have been highlighted by a series of international ground-to-air missile attacks on airliners within the last 20 years – some civilian and some military, both within and outside of global conflict zones.</p>
<p>This assessment occurs in the context of a policy debate about responses to perceived growth in such threats, particularly since the U.S. Congress and the Department of Homeland Security have invested time and resources in exploring the protection of airliners from shoulder-fired “man-portable air defense systems” (MANPADS) missiles, tactically flexible, widely-proliferated weapons known to have been possessed (and used) by anti-Western terrorist groups such as al Qaeda.</p>
<p>This report and any other terrorism risk and response analyses must address the policy cost-benefit aspects of three main countermeasure areas, including those related to:</p>
<p>1) proliferation, intelligence, and prevention; 2) vulnerability; and 3) survivability. While there is some overlap between the latter two categories, vulnerability-reducing countermeasures should minimize successful attack in the event that weapons fall into terrorist hands. Survivability countermeasures are intended to minimize the loss to life and property in the event of successful deployment and a subsequent “hit” from a weapon. More than the first two, survivability presumes a certain measure of assumed risk of attack losses. This report preliminarily addresses the potential importance of assumed risk in maximizing countermeasure utility in the context of scarce dollars and adaptive terrorism threat systems.</p>
<p>Yet other external weapons systems, traditionally less widely discussed, are potentially significant, alternative threats to airports and airliners. Combat weapons, ranging from automatic assault weapons, high-caliber rifles and machine guns, to rocket-propelled anti-armor and anti-personnel weapons and mortars – and in the future, a variety of other emerging weapons technologies – might also damage or destroy aircraft either in the air or (along with infrastructure) on the ground (see figure 1, p.4). Any of these weapons might be used to damage public confidence in flying. In some instances, as with assault weapons such as the .50 caliber sniper rifle, these weapons may be cheaper and more easily available than traditional infrared-guided (IR) MANPADS, yet could still pose a significant risk to civil aviation even if the IR MANPADS threat were significantly reduced (or even eliminated) by related countermeasures efforts.</p>
<p>These alternative threats, which for now include non-IR MANPADS, might be used in tactically sophisticated ways, and possess high, increasing lethality potential, owing to advances in explosives and ordnance technology and to the unique vulnerabilities of civilian/commercial aircraft and airports.</p>
<p>In addition, there are significant economic risks for the nation and the airline industry due to the elasticity of travel options and the flying public’s own comparative risk analysis. Thus, while these weapons are capable of causing significant casualties (in the hundreds or thousands in a coordinated attack), their greater threat is the public terror, anxiety, and subsequent damage to a key industry and related sectors (e.g., tourism) that their deployment would engender. Accordingly, risk analyses of terrorism threats to the civilian airline industry must not only account for carefully weighed data and expert opinions, but also the public’s analysis of risk and willingness to fly – whether or not such calculations are “rational.”</p>
<p>Lastly, policy response must consider not only significant potential threats to airborne planes, but on the ground to taxiing aircraft, airport terminals and other infrastructure. Both ground-based and close-proximity ground-to-air attack presents one or more alternative avenues to terrorism if other methods – such as the use of shoulder-fired infrared-guided missiles – are closed off or impeded.</p>
<p>This report is divided into three main parts. It first looks at the history of MANPADS and other external threats to civilian airliners. Part II then addresses the proliferation of and terrorist attack threat risk from portable surface-to-air missiles (MANPADS), surface-to-surface weapons (RPGs, assault weapons, mortars, and large caliber sniper or automatic weapons) and other advancing ballistic (high-yield thermobaric and other high-explosives) and non-ballistic (portable electromagnetic pulse- and high-intensity laser weapons) technologies. Part III analyzes broader civilian airline industry threats, susceptibility and vulnerability, and benefit-cost issues underlying preemption and response measures that might prevent or mitigate them. A sample of such countermeasures and strategies are discussed in brief.</p>
<p>Any significant policy response must be guided by comparative, integrated assessment of broader risks to both the airline transportation sector and society as a whole, across sectors, threat types and geography. Policy response should account for both likely and alternative targets, methods and consequences, collective incremental threats and vulnerabilities, and the possibility of dual- or multiple-benefit countermeasures that might span more than one specific possible threat. Therefore, it is critical to evaluate individual aviation threats – such as MANPADS – within the broader context of improving overall aviation safety and security.</p>

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<author>Terrence M. O&apos;Sullivan</author>


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<title>Prevention and Reduction of Campus Terrorism via Risk and Economic Analysis and Diversity Enhancement</title>
<link>http://research.create.usc.edu/published_papers/158</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/158</guid>
<pubDate>Fri, 07 Sep 2012 14:33:52 PDT</pubDate>
<description>
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	<p>The second symposium of the Tribal Risk Analysis-Working Together Symposia Series, Prevention and Reduction of Campus Terrorism via Risk and Economic Analysis and Diversity Enhancement, jointly co-hosted by Pierce College and South Puget Sound Community College, was held Saturday, November 10th, in the City of SeaTac in Washington State. The symposium topic, as are all symposia topics, was determined by the local host institution in coordination with Working Together project staff. Over 40 community leaders from throughout the State of Washington attended to network, develop collaborations for future projects, and to gain or update knowledge from ideas, experiences, and information shared by presenters from across the United States.</p>

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<author>Lloyd Mitchell</author>


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<title>Experimental Analysis of Privacy Loss in DCOP Algorithms</title>
<link>http://research.create.usc.edu/published_papers/157</link>
<guid isPermaLink="true">http://research.create.usc.edu/published_papers/157</guid>
<pubDate>Fri, 07 Sep 2012 14:24:53 PDT</pubDate>
<description>
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	<p>Distributed Constraint Optimization (DCOP) is rapidly emerging as a prominent technique for multiagent coordination. Unfortunately, rigorous quantitative evaluations of privacy loss in DCOP algorithms have been lacking despite the fact that agent privacy is a key motivation for applying DCOPs in many applications. Recently, Maheswaran et al. [5] introduced a framework for quantitative evaluations of privacy in DCOP algorithms, showing that early DCOP algorithms lose more privacy than purely centralized approaches and questioning the motivation for applying DCOPs. Do state-of-the art DCOP algorithms suffer from a similar shortcoming? This paper answers that question by investigating several of the most efficient DCOP algorithms, including both DPOP and ADOPT. Furthermore, while previous work investigated the impact on efficiency of distributed contraint reasoning design decisions, e.g. constraint-graph topology, asynchrony, message-contents, this paper examines the privacy aspect of such decisions, providing an improved understanding of privacy-efficiency tradeoffs. Finally, this paper augments previous work on system-wide privacy loss, by investigating inequities in individual agents’ privacy loss.</p>

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</description>

<author>Rachael Greenstadt et al.</author>


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