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for Support trade restrictions, attitudes, and understanding of comparative advantage Jonathan Baron University of Pennsylvania Simon Kemp University of Canterbury June 5, 2003 This work was supported by U.S. National Science Foundation Grant SES 9876469. Order of author- ship is alphabetical; both contributed equally. Send correspondence to Jonathan Baron, Department of Psychology, University of Pennsylvania, 3815 Walnut St., Philadelphia, PA 19104 6196, U.S.A., or Simon Kemp, Department of Psychology, University of Canterbury, Private Bag 4800, Christchurch, N.Z.; email baron@psych.upenn.edu or s.kemp@psyc.canterbury.ac.nz. 1 2 Support for trade restrictions, attitudes, and understanding of comparative advantage Abstract We asked respondents about their attitudes toward restriction of imports, their understanding of the principle of comparative advantage and their attitudes toward globalization and business. Respondents who favored import restrictions scored lower on the test of understanding of comparative advantage, and they had less favorable attitudes toward globalization and toward business. Import restrictions were also more likely to be favored if the other country did not trade freely, if the goods were already made in one s own country, and if imports were currently restricted. The results were generally consistent for respondents who completed the questionnaire on the World Wide Web (mostly from the U.S.A.) and those who completed it on paper (all in New Zealand). 3 1 Introduction Economists since the time of Adam Smith have usually been convinced that free trade between peoples, regions, and countries bene ts those taking part. In contrast, organized protests against free trade - such as those that occurred in Seattle in December 1999 - are commonplace in many countries and indicate at the least that many non-economists are far from convinced of the bene ts of unrestricted free trade (Bazerman et al., 2001). This paper seeks to discern some of the factors that in uence attitudes to trade amongst lay-people. Opposition to free trade can arise for many reasons, including: concerns about loss of power to implement national policies to protect the environment or the rights of workers; opposition to particular agreements because of the belief that better agreements are achievable; concerns that the losers may su er more than economic analyses would indicate; and self-interest of those who would be hurt by competition from foreign goods. Other sources of opposition may be rooted in psychological factors. One such factor is a combination of the status-quo e ect and omission bias (Baron & Jurney, 1993; Baron, 1996). People are more concerned about harms that result from action than harms that result from omission, especially when both harms are seen as changes from the status-quo. Trade liberalization inevitably produces losers as well as winners. Even when, in some objective utilitarian sense, the gains vastly outweigh the losses, people see the losses as more salient. Another source of opposition concerns fairness and perceived justice, which have been the subject of considerable psychological research in recent times (e.g. Mellers and Baron, 1993; Singer, 1999; Zajac, 1995). In the present context an obvious issue is the e ect on workers who may lose their livelihood in a particular industry because of their inability to compete with cheap imports. It is often thought to breach principles of fairness if some 4 group is made demonstrably worse o , for example by losing their employment, by an introduced change to the status quo (e.g., Zajac, 1995). People s perceptions of fairness are tied in with the notion of reciprocity, and there is now considerable research that shows that people will reject outcomes that bene t them if they feel that another party will derive a greater, unfair bene t. One such line of research has investigated ultimatum bargaining. In ultimatum bargaining games, two players are o ered a resource provided they can agree on its division. Player A has the choice of how the resource will be divided; player B can then only either accept or reject the suggested division. If B accepts, the resource is divided according to A s suggestion; if B declines, neither player receives anything. While the game theoretic solution indicates that B should accept anything and that A should o er as little as possible, in practice B players frequently reject small o ers and A players frequently o er B players half (e.g. G th, Schmittberger, & Schwartze, 1982; G th & Tietz, 1990; Suleiman, 1996). The u u relevance of this research to trade is that it leads us to expect that people may oppose the free importation of goods from a country which does not o er one s own country the opportunity to export its produce, even if one s own consumers bene t from the imports. The extent to which other countries import from one s own country, whether similar goods are made in one s own country, and what the status quo is regarding their importation are thus all potentially important factors that we might expect to in uence people s attitudes to importing, and the study we report attempted to investigate their e ects. In psychological jargon, such factors might be termed stimulus factors since they are properties of the (trade) environment rather than the individual. However, it is also possible, and indeed likely, that people s preferences regarding trade are a ected by factors relating to their individual attitudes and beliefs. One such individual di erence factor that might produce opposition to free trade is 5 parochialism (Baron, 2001; Schwartz-Shea and Simmons, 1990, 1991). People may think that, when a nation opens borders to goods, it bene ts the nations that make those goods. If people care only about their own nation, they will see this as no bene t. Indeed, if people think of their own nation as competing with other nations, they will see it as a loss. Hence we attempted to investigate the extent to which people think nationally rather than globally, and how their attitudes to globalization related to their trade preferences. It is also likely that people di er in their attitudes to the corporations which are sometimes thought to be the main bene ciaries of free trade. Thus, the study also used a measure of attitudes to business which could be correlated with trade preferences. Another possible source of opposition to free trade is failure to understand the arguments for it. The general enthusiasm of economists for free trade is partly based on Ricardo s Theory of Comparative Advantage, and the point of the theory is the demonstration that even countries or regions which are not the most e cient producers of a commodity can still participate in and bene t from the trade process. Ricardo s original example (Ricardo, 1817/1971, ch. 7) posits an economy of two countries, England and Portugal, producing two commodities, cloth and wine. England can produce cloth using 100 units of labour and wine using 120 units of labour; Portugal produces cloth with 90 units of labour and wine with 80 units of labor. Clearly, Portugal has an absolute advantage in producing both commodities. Nevertheless, as Ricardo shows, the production (and hence consumption) of both commodities is increased if Portugal specializes in wine production and England in cloth. Ricardo s theory is not obvious Adam Smith, for example, does not appear to discuss the principle of comparative advantage (e.g., Ellsworth and Leith, 1984, pp. 47 48). Hence, it would be understandable if its implications were not clear to all lay-people, and it is possible that anti-trade attitudes might result from failure to comprehend it. It is 6 di cult to comprehend because it requires consideration of two ratios. It says, in essence, that everyone is better o if everyone does what they are relatively most e cient at doing. Relatively takes into account both their own level of e ciency at other things and the levels of e ciency achieved by others. This principle potentially involves two sorts of comparisons. In a simple case one country (or branch of a rm) might be better at producing one thing, the other country another, and it is relatively straightforward to see that production is maximised by specialization. In the more complex case, as in Ricardo s example, one country is better at producing both things but the relative advantage is greater for one of them. In our study we presented respondents with scenarios featuring both the simple and the complex case. We developed a questionnaire to assess attitudes toward trade restriction in di erent circumstances. The questionnaire also included a test of understanding of the principle of comparative advantage, and two attitude scales, which derived from previous scales, concerning attitudes toward business and attitudes toward globalization. We gave the questionnaire to two groups of respondents: one group completed it on the World Wide Web; the other, on paper. Although the latter group was all from New Zealand and the former mostly from the United States of America, comparison of the results from the two groups can give a reasonable indication of how easily they can be generalized. 2 2.1 Method Respondents One hundred thirteen respondents completed the questionnaire on the World Wide Web, for $3. Their ages ranged from 16 to 74, with a median of 37, 68% were female, and 74% were from the U.S.A. (the remainder from Canada [19%], Australia [2%], India [2%], 7 China, Singapore, Croatia, and Japan [1% each]). They discovered the questionnaire through a variety of links from sites listing questionnaires. Other studies done with the same population, in which more demographic information was collected, suggest that the median income and education level is very close to that of the U.S. as a whole (although the U.S. is, itself, highly unrepresentative of the world as a whole). Many respondents had done previous studies at this site (http://www.psych.upenn.edu/~baron/qs.html). They had to provide their name, email address, mail address, and (if in the U.S.) their Social Security Number, in a registration form, in order to be paid. (Thus, submission of multiple responses would require having two identities with two checking accounts. We also checked for identical response patterns.) When submitting a response, the email address was used as an identi er, and this identi er was then stripped from the data before any analysis was conducted (and the respondents are told this); hence there is no incentive to answer dishonestly. Discussion of the general method is found in Birnbaum (2000). A paper sample of 95 respondents completed questionnaires that were printed on paper. All respondents were recruited in New Zealand, by asking 11 paid interviewers to administrate the questionnaires to people of their acquaintance. No interviewer recruited more than 10 respondents, and the interviewers were required to obtain a range of ages and to approximately balance gender. They were also told that the people they recruited should be living in New Zealand and that no more than 2 of each interviewer s sample could currently be students. The nal sample was 54% female. Ages ranged from 18 to 88 (median 31.5), and 17% were students. 2.2 Trade restriction The questionnaire had three parts, and the respondents were told about each part on an introductory page. The rst two parts were entirely designed for this study. The rst part 8 measured attitudes toward trade. Speci cally, respondents answered questions about whether imports to your country should be restricted under various conditions, and whether such imports are bene cial to your country and to the exporting country. These questions were systematically varied along three dimensions, each with two possibilities. The questions were made up of three statements (with alternative insertions in square brackets): Goods of this type are made in your country, so if people buy the foreign goods a rm in your country will lose business [not made in your country]. The foreign rm is based in a country that does not allow imports [imports freely] from your country. At present imports into your country of this kind of good are freely allowed [not allowed at all]. Respondents were asked: How do you feel about restricting the import of these goods? and were required to respond on a nine-point scale with the labels: 1. Such imports should be allowed freely. 5. Restrictions should block half of the goods from entering. 9. Such imports should not be allowed at all. Two additional items asked: Do such imports bene t the people of your country on the whole? and Do such imports bene t the people of the other country on the whole? . These were responded to on a scale: 1= certainly not 2= probably not 3= not sure 4= probably yes 5= certainly yes . In sum, the trade questions faced respondents with di erent sets of conditions and asked them about their support for import restrictions and about bene t for their own 9 country and the other country. The order of conditions was xed (so as to reduce the across-respondent variance that might result from order di erences): made in country, non-reciprocal (other doesn t allow), now allowed; not made in country, non-reciprocal, now allowed; the next two reciprocal; the next four repeating the rst four with the status-quo that the goods are not allowed. (Earlier, unpublished, studies we conducted with the order of conditions randomized produced the same patterns of results reported below.) 2.3 Comparative advantage The test for comparative advantage contained eight items. Half were about motorbikes, half about computers. Each question asked about the allocation of production of two components to two units that di ered in e ciency of producing the two components. Within each type, half were within-nation, half between nations. And half were hard and half were easy. The hard items were characterized by one producer being less e cient at both components, so the allocation between them had to be based on relative e ciency. Respondents were asked both how they would allocate the work and what would be most e cient. Here are the basic items, with the questions shown only after the rst: Two branches of a rm, both within one country, make parts for a motorbike. Branch A can make engines at a cost of $100 each and frames at a cost of $80 each. Branch B can make engines at a cost of $80 [for easy, $180 for hard] each and frames at a cost of $100 each. A third branch puts the engines and frames together. Each branch has a limited number of skilled workers and no possibility of recruiting more. Nor can the workers be moved between the branches. The 10 motorbikes sell well. At present, A and B make equal numbers of motorbikes, and each branch makes an equal number of frames and engines. Think about how you would allocate work to get the most production. How would you allocate the production of frames [engines, etc.]? The choices consisted of ve buttons or points labeled: All to [ rst unit]; Most to [ rst unit] and the rest to [second unit]; Equal to both; Most to [second unit] and the rest to [ rst unit]; All to [second unit]. The same questions were then asked for the second component (engines in this example. The other three scenarios began as follows (and were otherwise parallel to the rst): There are two countries P and Q that are close together. Both make motorbikes. P can make engines at a cost of $100 each and frames at a cost of $80 each. Q can make engines at a cost of $80 [for easy, $180 for hard] each and frames at a cost of $100 each. Two branches of a rm, both within one country, make parts for a computer. Branch A can make processors (including disk drives, etc., everything inside the case) at a cost of $500 each and peripherals (monitor, keyboard, and mouse) at a cost of $400 each. Branch B can make processors at a cost of $400 [for easy, $900 for hard] each and peripherals at a cost of $500 each. A third branch puts the processors and peripherals together. There are two countries P and Q that are close together. Both make computers. . . . [as in the last case] The order was xed: hard, within country, motorbikes; easy, within, motorbikes; hard, two countries, motorbikes; easy, . . . ; then the same four for computers. 11 These items were scored so that allocation of all to the producer with the greatest comparative advantage received 1 point, most received half a point, equal allocation received 0 points, allocation of most to the other producer lost half a point, and allocation of all to the other producer lost a point. The maximum total score was 8, and equal allocation yielded a score of 0. 2.4 Attitudes and background The third part contained attitude questions. The rst and third groups concerned pro-business attitudes. Some were taken from the Capitalist Values Scale (McCloskey & Zaller, 1984). The middle group measured attitudes toward globalization (vs. nationalism) and was taken from the Patriotism-Nationalism Questionnaire (Kosterman & Feshbach, 1989). The items are in the Appendix. The questionnaire concluded with a number of questions about the respondents backgrounds. They were asked whether they were familiar with the principle of comparative advantage, and whether they had studied economics at secondary school or in later education and how much of it they recalled. They were also asked for the level of education they had attained, their age, gender and whether they were currently a student. 3 3.1 Results Trade preferences and the perception of bene ts --- Insert Figure 1 --- Figure 1 shows the mean preferences for restriction of trade in a good (a variable we call Restrict) as a function of whether the good is or not made in one s own country, whether the country from which it might be imported is prepared to reciprocate trade or restricts 12 imports from one s own country, and whether the importation of the good is currently allowed or prohibited. Analysis of variance on the whole sample con rmed that the main e ect of each of these factors was highly signi cant (all p < .0001): Made in one s own country, F1,206 = 68.5; Reciprocation, F1,206 = 317.4; Current practice, F1,206 = 195.1. There were statistically signi cant interactions of Made in one s own country and Reciprocation (F1,206 = 8.7, p = .0036) and Made in one s own country and Current practice (F1,206 = 5.8, p = .0173) but inspection of Figure 1 indicates that these interactions were most likely the result of scale compression at one end or the other. A measure of the relative importance of the three factors is given by the mean di erences between factor levels. If the other country reciprocated trade this reduced the average preference for import restriction from an average rating of 5.3 to an average of 3.3 (mean di erence 2.0). If the goods are not currently made in one s own country, the average restriction preference is reduced from 5.1 to 3.5 (mean di erence 1.6), and if current practice is not to restrict imports the average restriction preference is reduced from 4.7 to 3.9 (mean di erence 0.8). There was no overall preference di erence between the two samples (F1,206 = 1.0, n.s.). More importantly, the main e ects of the three factors were statistically signi cant for each sample and the order of the mean di erences between factor levels remained the same when each sample was analyzed separately. Thus, the key results (e.g., that reciprocation by the other country was the most important of the three in uencing variables) were replicated across the samples. When the ratings of bene t to one s own country were analyzed, importation when goods were not made in the country was rated signi cantly more bene cial (mean 3.6) than when they were made in the country (mean 2.8; F1,207 = 128.3, p = .0000). Importation was signi cantly (F1,207 = 115.9, p = .0000) more bene cial when the other country 13 reciprocated (mean 3.5) than when it did not (2.9) and also more bene cial when current practice was to allow importation (mean 3.4) than when it prohibited the imports (mean 3.1) (F1,206 = 38.7, p = .0000). Importation was rated signi cantly more bene cial to the other country when the goods not are made in one s own country (4.0) rather than being made there (3.9, F1,206 = 32.5, p = .0000), when the other country reciprocated (4.04) than when it did not (3.95; F1,206 = 5.01, p = .0263), and when current practice was to import (mean rating 4.2) than when it was not (mean rating 3.8, F1,206 = 51.9, p = .0000). Taken over both samples, the mean preference for trade restriction (Restrict) averaged over the 8 conditions was signi cantly correlated (r = 0.65, p = .0000) with similarly averaged ratings of bene t to one s one country from the imports and with ratings of bene t to the other country (r = 0.18 p = .0108). The two bene t ratings were also signi cantly correlated (r = 0.30 p = .0000). Similar patterns of correlation were obtained when the two samples were analyzed separately. Ratings of bene t of the imports to one s own country (mean 3.2) were signi cantly lower than ratings of the bene t of the imports to the exporting country (mean 4.0; t207 = 14.2, p = .0000). Again, this result was obtained from both samples when they were separately analyzed. The questions varied as they did in order to discourage respondents from giving the same extreme answer to all questions. It is, however, apparent from Figure 1 and from the analyses we just summarized, that all three sources of variation a ected the responses: whether the good was made in the country or not, whether the other country reciprocated free entry or not, and the status quo, i.e., whether it was OK or prohibited to import the good freely now. To relate preferences for import restriction with the measures of individual di erences described below, we created the variable Restrict by simply averaging the preferences for 14 import restriction under the 8 manipulated conditions. A Cronbach of 0.81 was obtained for this measure. 3.2 Individual di erences in main measures Table 1 shows the means for each measure for the two respondent groups, and the observed and possible ranges. --- Insert Table 1 --The main analysis involved correlations among summary measures consisting of the mean response on each scale made by each respondent. The scales were Restrict, the questions about whether trade should be restricted; Comp-Ad, the score on the questions concerned with understanding comparative advantage; Pro-Business, the sum of the attitude questions concerning business attitudes, with signs so that pro-business is positive; and Pro-Global, with signs so that pro-globalization (or anti-nationalist) attitudes are positive. 3.2.1 Comparative advantage scale --- Insert Figure 2 --- Figure 2 gives the mean Comp-Ad scores by question and group (re-scaled so that the maximum is 8). It is apparent (and highly signi cant) that the hard questions had lower scores than the easy questions, with the exception of the last four questions in the Paper group. It is possible that this group took advantage of the opportunity to learn as the task went on. We found no signi cant di erence (t205 = 0.47, n.s.) in Comp-Ad score between those who claimed to have never heard of the principle of comparative advantage and those who had. There was a signi cant correlation (r = 0.27, p = .0001) of the score with the 15 respondent s general education level, but analyses of variance showed no signi cant e ect on the score of having studied economics at school or university. Curiously, the paper sample had higher Comp-Ad scores (mean 3.68, out of a maximum of 8) than the web sample (mean 2.09; t206 = 4.56, p = .0000). 3.2.2 Attitude scales Prior to the main correlational analysis, the data for all 27 attitude items were recoded so that on a priori evidence they should be positive for the appropriate pro-business or pro-international scale. Those items that were answered on a scale from 1 to 5 were thus recoded on scale from 2 to +2 (with some being reverse scored) and those (pro- business) items that were answered on a two point scale were coded as 1 or +1. Note that for both types of scale item, the zero is now a neutral point, and overall scale scores of 0 thus re ect neutrality. Principal components factor analysis was then carried out on all 27 items and the whole sample. A scree test suggested a two-factor solution with eigenvalues of 5.0 and 3.0. After varimax rotation, these factors were identi ed as a Pro-Business scale and a Pro-Global scale. For all the items, the factor loadings were positive and the item loaded more heavily on the scale hypothesized (see Method). The standard deviations for the two types of item in the Pro-Business scale were similar, despite the di erent scales used (either 2 to +2 or 1 to +1). Hence, the Pro-Business scale was simply created by adding up the 15 items (after coding as described) shown in Groups 1 and 3 above, and the Pro-Global scale was the sum of the 12 items assembled in Group 2. Cronbach s for the two scales were, respectively, 0.79 and 0.76. The web sample was slightly more pro-business (mean 0.2) than the paper sample (mean 3.0; t206 = 2.93, p = .0038). On the other hand the web sample was slightly less pro-globalization (mean 5.0) than the paper sample ( 2.7, t206 = 2.44, p = .0159). 16 3.2.3 Correlations among the measures Table 2 shows the correlations. --- Insert Table 2 --The main result is that Restrict correlated negatively with Comp-Ad. That is, respondents with better understanding of comparative advantage were more opposed to trade restrictions. This result was signi cant for the whole sample (p = .0000), the web sample (p = .0008) and the paper sample (p = .0154).1 Figure 3 shows the mean scores according to the Comp-Ad mean score (rounded to the nearest even number, maximum score 8). The diameter of each circle is proportional to the number of respondents represented. --- Insert Figure 3 --Restrict also correlated negatively with Pro-Business and Pro-global (p = .0086 and .0000 for the whole sample, respectively).2 The e ect of Comp-Ad on Restrict remained highly signi cant (p = .0000) when Pro-Business and Pro-Global were included in a regression. This is not surprising, given that the correlations of Pro-Business and Pro-Global with Comp-Ad were non-signi cant.3 The mean responses to questions about bene t for one s own country (You-Bene t) and the other country (Other-Bene t) both correlated with Restrict across respondents (r = .65 and .18, p = .0000 and .0108, respectively, for the whole sample). In a regression of Restrict 1 Post-hoc examination of prediction of Restrict from demographic variables as well as Comp-Ad showed that Comp-Ad showed no signi cant main e ects, but signi cant (not corrected for being post-hoc) interactions were found between Comp-Ad and gender (p = .02, with a smaller e ect for females, but the e ect was still signi cant for each sex separately) and between Comp-Ad and web (vs. paper; p = .04, with a larger e ect in web respondents). 2 3 These e ect showed no interactions with any demographic measures, including web vs. paper. The negative correlation between Pro-Business and Pro-Global was, however, signi cant (p = .0000). 17 on You-Bene t and Other-Bene t, only the former was signi cant. When Comp-Ad was added, You-Bene t remained signi cant, and Comp-Ad was signi cant too. Thus, the e ect of Comp-Ad on perceived bene ts does not fully mediate its e ect on Restrict. 4 Discussion The two samples we used were found to di er on a number of measures. The web sample was slightly more pro-business but less pro-globalization. The paper sample had slightly higher education levels and scored somewhat better on our test of comparative advantage. It is unclear whether these di erences re ect di erences in the way the questionnaires were presented and responded to or di erences in the sample themselves. Nor are these di erences of much theoretical consequence. Our main reason for using two samples was to see if the relationships between people s trade preferences and the trade environment and individual di erence variables would replicate across the samples. In fact this was true for all of the relationships we investigated. Moreover, not only the existence of these relationships but also their relative strengths replicated well across the samples. People s preferences as to whether imports from a particular country were clearly in uenced by whether the goods are already made in one s own country, by whether the other country imports from one s own, and by the status quo regarding importing. Of these three factors, the most important seems to be the policy taken by the other country. These results are consistent with the idea that respondents make judgements about importation that are in uenced not only by the direct utility that they and their country might receive from the imported goods, but also by the considerations of fairness outlined in the introduction. Another and more subtle point emerges from these data. By and large the focus of 18 economic theory is on the bene ts derived from the consumption of goods. However, some features of our results indicate that judgements regarding importation are heavily in uenced by factors relating to the production of goods, such as the employment that arises from production. The nding that the preference for restriction is stronger when the goods are already made in one s own country is consistent with this conclusion, as is the suggestion that free trade should be reciprocal. Finally, the nding that respondents believe that the exporting country bene ts more from one s importing than one s own country is hard to explain in any other way. These results recall Lane s (1991) argument that many of the bene ts from living in a modern market economy comes from its e ects on the means of production rather than from the greater opportunities for consumption. People s preferences regarding imports are related to individual di erence factors as well as to features of the trade environment. Our results showed that for two rather di erent samples the desire to restrict imports was correlated with a more negative attitude towards corporations and a tendency to be nationalistic rather than international in outlook. We also found an indication that some at least of the opposition to free trade may be related to di culties in understanding Ricardo s Principle of Comparative Advantage. Understanding of the principle of comparative advantage is analogous to other principles that require comparing ratios. Perhaps a close example is the mythical xed pie assumption in negotiation (Bazerman et al., 1999). People fail to reach integrative (Pareto-optimal) outcomes in negotiations because they miss trade-o s in which each party can give up something that is relatively less important (compared to other things, for that party) in return for something that is relatively more important. The idea of comparative advantage itself could be seen as an example of an integrative outcome, if we think of two parties negotiating about what each one will produce. Although Bazerman and others attribute negotiation failure to a mistaken assumption, it is possible that failure of 19 understanding is involved here too, as suggested by Evans (2001). It seems likely to us that e orts to teach these principles, perhaps as early as high school, could lead to increased understanding of arguments that all citizens should understand, regardless of which side of the trade debate they are on. (See Larrick et al., 1990, for some evidence that similar principles can be taught fairly easily.) However, one should note here that our results suggest that the present teaching of economics, whether at high school or at the tertiary level, does not appear to produce marked di erences in people s understanding of the principle of comparative advantage. Although our research demonstrates that opposition to free trade is associated with failure to understand the principle of comparative advantage, it does not, of course, demonstrate that such opposition is invariably the consequence of narrow-mindedness or de ciencies of understanding. It is worth bearing in mind that protests against free trade are also based on other, quite rational considerations, for example the concern that negative externalities, such as damage to the environment, may not be properly taken into account in free trade agreements. 20 5 References Baron, J. (1996). Do no harm. In D. M. Messick & A. E. Tenbrunsel (Eds.), Codes of conduct: Behavioral research into business ethics, pp. 197 213. New York: Russell Sage Foundation. Baron, J. (2001). Confusion of group-interest and self-interest in parochial cooperation on behalf of a group. Journal of Con ict Resolution, 45, 283 296. Baron, J. & Jurney, J. (1993). Norms against voting for coerced reform. Journal of Personality and Social Psychology, 64, 347 355. Bazerman, M. H., Baron, J., & Shonk, K. (2001). You can t enlarge the pie: The psychology of ine ective government. New York: Basic Books. Bazerman, M. H., Moore, D. A., & Gillespie, J. J. (1999). The human mind as a barrier to wiser environmental agreements. American Behavioral Scientist, 42, 1277 1300. Birnbaum, M. H. (Ed.) (2000). Psychological Experiments on the Internet. New York: Academic Press. Ellsworth, P. T. and Leith, J. C. (1984). The international economy. 6th Edn. New York: Macmillan. Evans, J. A. (2001). When the answer lies directly in view, yet the problem remains unsolved: Failure to use information to reach integrative outcomes in negotiation. Perspectives in Psychology: The Undergraduate Psychology Journal of the University of Pennsylvania, 4, 44 54. G th, W., Scmittburger, R., & Scwartz, B. (1982). An experimental analysis of Ultimatum u Games. Journal of Economic Behavior and Organization, 3, 367 388. G th, W. & Tietz, R. (1990). Ultimatum bargaining behavior - A survey and comparison u of experimental results. Journal of Economic Psychology, 11, 417 449. Kosterman, R., & Feshbach, S. (1989). Toward a measure of patriotic and nationalistic 21 attitudes. Political Psychology, 10, 257 274. Larrick, R. P., Morgan, J. N., & Nisbett, R. E. (1990). Teaching the use of cost-bene t reasoning in everyday life. Psychological Science, 1, 362 370. Lane, R. E. (1991). The market experience. Cambridge: Cambridge University Press. McCloskey, H., & Zaller, J. (1984). The American Experience. Cambridge, MA: Harvard University Press. Mellers, B. A., & Baron, J. (Eds.). (1993). Psychological perspectives on justice: Theory and applications. Cambridge: Cambridge University Press. Ricardo, D. (1971). On the principles of political economy, and taxation. Harmondsworth: Penguin. Originally published in 1817. Schwartz-Shea, P., & Simmons, R. T. (1990). The layered prisoners dilemma: ingroup vs. macro-e ciency. Public Choice, 65, 61 83. Schwartz-Shea, P., & Simmons, R. T. (1991). Egoism, parochialism, and universalism. Rationality and Society, 3, 106 132. Singer, M. S. (1999). Fairness. In P. E. Earl & S. Kemp (Eds.), The Elgar companion to consumer research and economic psychology (pp. 230 233). Cheltenham: Edward Elgar. Suleiman, R. Expectations and fairness in a modi ed Ultimatum game. Journal of Economic Psychology, 17, 531 554. Zajac, E. E. (1995). Political economy of fairness. Cambridge MA: MIT Press. 22 6 Appendix: Attitude items Group 1. (Pro-business). All questions were answered on a ve-point scale: 1. Always incorrect, 2. Usually incorrect, 3. Equally correct and incorrect, 4. Usually correct, 5. Always correct. The interests of multinational corporations are opposed to the interests of the people in the countries where these corporations do business. Corporations interests are opposed to those of democratically elected governments. Corporations improve people s quality of life. Corporations are unfair to workers. Corporations deceive consumers in order to make a pro t. Corporations harm the environment. A robust free-market economic is necessary for improving environmental quality. A robust free-market economic is necessary for improving the lives of workers. Citizens should support policies that increase the available range of reasonably priced products rather than policies that reduce unemployment. Group 2. (Pro-Globalization). The same response scale was used as for Group 1. I prefer to give to charities that operate within my own country. Citizens should support policies that bene t the world, regardless of the e ects of these policies on the citizens nation. National governments should put the interests of their own citizens before the interests of outsiders. 23 National governments should put the interests of the world as a whole ahead of their own national interests. Nations should use force against other nations when national interest requires it. Nations should not use force against other nations. We should teach our children to uphold the welfare of all people everywhere even though it may be against the best interests of our own country. Children should be educated to be international minded - to support an movement which contributes to the welfare of the world as a whole, regardless of special national interests. National governments ought to be abolished and replaced by one central world government. I prefer to buy a usable product that is made in my own country even if it is not quite so good as a similarly priced product made elsewhere. (1=always incorrect, 5=always correct) We should immediately take steps toward establishing a world government. (1=always incorrect, 5=always correct) My nation should not give up its military power to a strong world government. Group 3. (Pro-business). Respondents were asked to indicate the option that comes closest to what you think. When it comes to making decisions in industry: 1. Workers should have more to say than they do now. 2. The important decisions should be left to management. Workers and management: 24 1. Have con icting interests and are natural enemies. 2. Share the same interests in the long run. Trade unions: 1. Have too much power. 2. Need the power they have to protect the interests of working people. The use of strikes to improve wages and working conditions: 1. Is almost never justi ed. 2. Is often necessary. When businesses are allowed to make as much money as they can: 1. Everyone pro ts in the long run. 2. Workers and the poor are bound to get less. Government regulation of business: 1. Usually does more harm than good. 2. Is necessary to keep industry from becoming too powerful. 25 Table 1: Means of main measures for each group. Web Restrict Comp-Ad Pro-Business Pro-Global Heard of C-A Econ-School Econ-Univ Education Student (yes) Gender (male) Age 4.39 2.09 -0.02 -0.42 1.76 2.09 1.80 3.30 0.15 0.32 37.8 Paper 4.22 3.68 -0.20 -0.23 1.52 1.67 1.40 3.83 0.17 0.46 36.5 Range of scores 1 8.5 1 8.0 1.2 1.1 1.8 1.2 1 4 1 3 1 4 1 5 0 1 0 1 16 68 1 4 1 4 1 4 1 5 0 1 0 1 Possible range 1 9 8 8 26 Table 2: Correlations of main measures, for whole sample and each group. Restrict Combined sample Restrict Comp-Ad Pro-Business Pro-Global Web sample Restrict Comp-Ad Pro-Business Pro-Global Paper sample Restrict Comp-Ad Pro-Business Pro-Global 1.00 0.25 0.38 0.25 0.25 1.00 0.14 0.06 0.38 0.14 1.00 0.20 0.25 0.06 0.20 1.00 1.00 0.31 0.01 0.30 0.31 1.00 0.06 0.04 0.01 0.06 1.00 0.33 0.30 0.04 0.33 1.00 1.00 0.28 0.18 0.28 0.28 1.00 0.04 0.05 0.18 0.04 1.00 0.29 0.28 0.05 0.29 1.00 Comp-Ad Pro-Business Pro-Global 27 Mean Restrict 0 1 2 3 4 5 6 Made Non r. OK Not Non r. OK Made Recip. OK Not Recip. OK Made Non r. Prohib. Not Non r. Prohib. Made Recip. Prohib. Not Recip. Prohib. Figure 1: Willingness to restrict trade (Restrict) for each question 28 4 Mean Comparative Advantage score Paper 2 3 0 1 Web 1 nat. Hard Motor 1 nat. Easy Motor 2 nat. Hard Motor 2 nat. Easy Motor 1 nat. Hard Cmptr. 1 nat. Easy Cmptr. 2 nat. Hard Cmptr. 2 nat. Easy Cmptr. Figure 2: Comparative Advantage score (Comp-Ad) by question and group 29 Mean willingness to restrict trade (Restrict) 4.0 4.5 5.0 Paper Web 3.0 0 3.5 2 4 6 8 Comparative Advantage score (rounded) Figure 3: Willingness to restrict trade (Restrict) as a function of Comp-Ad score, by group
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UPenn >> R >> 2 (Fall, 2008)
1 Web-Based Health Care Guideline Agents: The Case of Reminders of ToDos-II (R2Do2) by Barry G. Silverman, Ph.D. Christo Andonyadis Alfredo Morales In-Kuk Song Institute for Artificial Intelligence George Washington University Washington DC 20052 h...
UPenn >> P >> 414 (Fall, 2008)
Physics 414/521 Lecture 1 Professor Joseph Kroll Dr. Jose Vithayatil University of Pennsylvania Outline Standard units Discussion of errors statistical systematic reminder about error propagation Mean & Variance Professor J. Kroll Physics 4...
UPenn >> P >> 414 (Fall, 2008)
Physics 414/521 Lab Manual 2006 Spring Term Laboratory Sta Dr. Jose Vithayathil 8-3173 (Oce) or 610 520 2325 (home) 2N27, Lab rooms (2N23, 2N25, 2N44) vithayat@dept.physics.upenn.edu The web page for the lab with is: Prof. Joseph Kroll 215 573 638...
UPenn >> P >> 414 (Fall, 2008)
Physics 414/521 Lab Manual 2006 Spring Term Laboratory Sta Dr. Jose Vithayathil 8-3173 (Oce) or 610 520 2325 (home) 2N27, Lab rooms (2N23, 2N25, 2N44) vithayat@dept.physics.upenn.edu The web page for the lab with is: Prof. Joseph Kroll 215 573 638...
UPenn >> P >> 414 (Fall, 2008)
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UPenn >> MATHBIO >> 2008 (Fall, 2008)
The Population Genetics of dN/dS Sergey Kryazhimskiy1, Joshua B. Plotkin1,2* 1 Biology Department, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America, 2 Program in Applied Mathematics and Computational Science, Universit...
UPenn >> MATHBIO >> 2008 (Fall, 2008)
Theoretical Population Biology 74 (2008) 302310 Contents lists available at ScienceDirect Theoretical Population Biology journal homepage: www.elsevier.com/locate/tpb Absorption and fixation times for neutral and quasi-neutral populations with den...
UPenn >> MATHBIO >> 2008 (Fall, 2008)
Proc. R. Soc. B (2008) 275, 24552464 doi:10.1098/rspb.2008.0521 Published online 22 July 2008 Directionality in the evolution of inuenza A haemagglutinin Sergey Kryazhimskiy1,*, Georgii A. Bazykin2, Joshua Plotkin1 and Jonathan Dushoff 3 2 1 Departm...
UPenn >> MATHBIO >> 2008 (Fall, 2008)
Genome Landscapes and Bacteriophage Codon Usage Julius B. Lucks1, David R. Nelson1,2, Grzegorz R. Kudla1, Joshua B. Plotkin3* 1 FAS Center for Systems Biology, Harvard University, Cambridge, Massachusetts, United States of America, 2 Lyman Laboratory...
UPenn >> MATHBIO >> 2007 (Fall, 2008)
Volume Fraser 8, Plotkin 2007 andIssue 11, Article R252 Research Open Access Using protein complexes to predict phenotypic effects of gene mutation Hunter B Fraser* and Joshua B Plotkin Addresses: *Broad Institute of Harvard and MIT, 320 Charles S...
UPenn >> MATHBIO >> 2007 (Fall, 2008)
Ecology Letters, (2007) 10: 10371045 doi: 10.1111/j.1461-0248.2007.01101.x IDEA AND PERSPECTIVE A statistical theory for sampling species abundances Abstract The pattern of species abundances is central to ecology. But direct measurements of speci...
UPenn >> MATHBIO >> 06 (Fall, 2008)
American Journal of Epidemiology Copyright 2005 by the Johns Hopkins Bloomberg School of Public Health All rights reserved; printed in U.S.A. Vol. 163, No. 2 DOI: 10.1093/aje/kwj024 Advance Access publication November 30, 2005 Practice of Epidemio...
UPenn >> MATHBIO >> 06 (Fall, 2008)
PLoS BIOLOGY Seed Dispersal and Spatial Pattern in Tropical Trees Tristram G. Seidler1, Joshua B. Plotkin2* 1 Natural Environment Research Council Centre for Population Biology, Imperial College, Ascot, Berkshire, United Kingdom, 2 Department of Bio...
UPenn >> MATHBIO >> 2005 (Fall, 2008)
Open access, freely available online PLoS BIOLOGY Aging and Gene Expression in the Primate Brain Hunter B. Fraser1*, Philipp Khaitovich2, Joshua B. Plotkin3, Svante Paabo2, Michael B. Eisen1,4 1 Department of Molecular and Cell Biology, University...
UPenn >> MATHBIO >> 2005 (Fall, 2008)
Vol 436|21 July 2005|doi:10.1038/nature03704 LETTERS Reinforcement of pre-zygotic isolation and karyotype evolution in Agrodiaetus butteries Vladimir A. Lukhtanov1*, Nikolai P. Kandul2*, Joshua B. Plotkin3, Alexander V. Dantchenko1, David Haig2 & Na...
UPenn >> MATHBIO >> 2005 (Fall, 2008)
brief communications arising Evolutionary genomics Codon bias and selection on single genomes Arising from: J. B. Plotkin, J. Dushoff & H. B. Fraser Nature 428, 942945 (2004) he idea that natural selection on genes might be detected using only a si...
UPenn >> MATHBIO >> 04 (Fall, 2008)
Dynamical resonance can account for seasonality of influenza epidemics Jonathan Dushoff*, Joshua B. Plotkin, Simon A. Levin*, and David J. D. Earn *Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ 08540; Fogarty Int...
UPenn >> MATHBIO >> 04 (Fall, 2008)
Tissue-specific codon usage and the expression of human genes Joshua B. Plotkin*, Harlan Robins, and Arnold J. Levine *Harvard Society of Fellows and Bauer Center for Genomics Research, Harvard University, 7 Divinity Avenue, Cambridge MA 02138; and I...
UPenn >> MATHBIO >> 04 (Fall, 2008)
letters to nature . Detecting selection using a single genome sequence of M. tuberculosis and P. falciparum Joshua B. Plotkin1, Jonathan Dushoff2,3 & Hunter B. Fraser4 1 Harvard Society of Fellows and Bauer Center for Genomics Research, 7 Divinity A...
UPenn >> MATHBIO >> 2004 (Fall, 2008)
Mathematical Biosciences 188 (2004) 1728 www.elsevier.com/locate/mbs Evolution and persistence of inuenza A and other diseases Simon A. Levin *, Jonathan Dusho, Joshua B. Plotkin Department of Ecology and Evolutionary Biology, Princeton University, ...
UPenn >> MATHBIO >> 2003 (Fall, 2008)
Codon bias and frequency-dependent selection on the hemagglutinin epitopes of influenza A virus Joshua B. Plotkin* and Jonathan Dushoff *Institute for Advanced Study, Olden Lane, Princeton, NJ 08540; and Department of Ecology and Evolutionary Biology...
UPenn >> MATHBIO >> 2004 (Fall, 2008)
Hemagglutinin sequence clusters and the antigenic evolution of influenza A virus Joshua B. Plotkin*, Jonathan Dushoff*, and Simon A. Levin* *Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ 08540; and Institute for ...
UPenn >> MATHBIO >> 2002 (Fall, 2008)
Ecology, 83(12), 2002, pp. 33443356 2002 by the Ecological Society of America SAMPLING THE SPECIES COMPOSITION OF A LANDSCAPE JOSHUA B. PLOTKIN1,2,3 2 AND HELENE C. MULLER-LANDAU2,4 1 Institute for Advanced Study, Olden Lane, Princeton, New Jerse...
UPenn >> MATHBIO >> 2002 (Fall, 2008)
vol. 160, no. 5 the american naturalist november 2002 Cluster Analysis of Spatial Patterns in Malaysian Tree Species Joshua B. Plotkin,1,2,* Jerome Chave,2 and Peter S. Ashton3 1. Institute for Advanced Study, Princeton, New Jersey 08540; 2. De...
UPenn >> MATHBIO >> 2002 (Fall, 2008)
Ecology, 83(10), 2002, pp. 27822797 2002 by the Ecological Society of America HABITAT PATTERNS IN TROPICAL RAIN FORESTS: A COMPARISON OF 105 PLOTS IN NORTHWEST BORNEO MATTHEW D. POTTS,1,5 PETER S. ASHTON,2 LES S. KAUFMAN,3 2 AND JOSHUA B. PLOTKIN4...
UPenn >> MATHBIO >> 2000 (Fall, 2008)
Predicting species diversity in tropical forests Joshua B. Plotkina,b, Matthew D. Pottsc, Douglas W. Yud, Sarayudh Bunyavejchewine, Richard Conditf, Robin Fosterg, Stephen Hubbellh, James LaFrankiei, N. Manokaranj, Lee Hua Sengk, Raman Sukumarl, Mart...
UPenn >> MATHBIO >> 2000 (Fall, 2008)
letters to nature germination. We evaluated the seedrecruit relationship using linear regression of log transformed values of R 1 and S 1 to normalize residuals. In these regressions, the tted constant b takes values of less than 1 if the per seed ...
UPenn >> CIS >> 06 (Fall, 2008)
Appears in Proceedings of 39th International Symposium on Microarchitecture (MICRO-39), Dec. 11-13, 2006. Serialization-Aware Mini-Graphs: Performance with Fewer Resources Anne Bracy* and Amir Roth Department of Computer and Information Science, Uni...
UPenn >> CIS >> 06 (Fall, 2008)
Store Vulnerability Window (SVW): A Filter and Potential Replacement for Load Re-Execution Amir Roth University of Pennsylvania Department of Computer and Information Science Philadelphia, PA 19104 USA AMIR@CIS.UPENN.EDU Abstract Load scheduling and...
UPenn >> CIS >> 05 (Fall, 2008)
Appears in proceedings of 32nd International Symposium on Computer Architecture (ISCA-32), Jun. 2005. Store Vulnerability Window (SVW): Re-Execution Filtering for Enhanced Load Optimization Amir Roth Department of Computer and Information Science, U...
UPenn >> CIS >> 05 (Fall, 2008)
Re-Execution Filtering for Enhanced Load Speculation Amir Roth University of Pennsylvania Store Vulnerability Window (SVW): 1 Load Speculation Load/store unit: performance critical, but complex Ambiguous dependences associative search scalabil...
UPenn >> CIS >> 05 (Fall, 2008)
Appears in proceedings of 32nd International Symposium on Computer Architecture (ISCA-32), Jun. 2005. Energy-Effectiveness of Pre-Execution and Energy-Aware P-Thread Selection Vlad Petric, Amir Roth Department of Computer and Information Science, Un...
UPenn >> CIS >> 05 (Fall, 2008)
RENO: A Rename-Based Instruction Optimizer Vlad Petric, Tingting Sha, Amir Roth Department of Computer and Information Science, University of Pennsylvania {vladp, shatingt, amir}@cis.upenn.edu Abstract RENO is a modied MIPS R10000 register renamer th...
UPenn >> CIS >> 05 (Fall, 2008)
Low-Overhead Interactive Debugging via Dynamic Instrumentation with DISE Marc L. Corliss E Christopher Lewis Amir Roth Department of Computer and Information Science University of Pennsylvania Philadelphia, PA 19104-6389 {mcorliss,lewis,amir}@cis.upe...
UPenn >> CIS >> 05 (Fall, 2008)
Low Overhead Debugging with DISE Marc L. Corliss E Christopher Lewis Amir Roth Department of Computer and Information Science University of Pennsylvania Overview Goal: Low overhead interactive debugging Solution: Implement efficient debugging prim...
UPenn >> CIS >> 05 (Fall, 2008)
Overview Goal: Low overhead interactive debugging Low Overhead Debugging with DISE Marc L. Corliss E Christopher Lewis Amir Roth Department of Computer and Information Science University of Pennsylvania Solution: Implement efficient debugging pri...
UPenn >> CIS >> 05 (Fall, 2008)
The Implementation and Evaluation of Dynamic Code Decompression Using DISE MARC L. CORLISS, E. CHRISTOPHER LEWIS, and AMIR ROTH University of Pennsylvania Code compression coupled with dynamic decompression is an important technique for both embedde...
UPenn >> CIS >> 04 (Fall, 2008)
Appears in Proceedings of 37th International Symposium on Microarchitecture (MICRO-37), Dec. 48, 2004. Dataow Mini-Graphs: Amplifying Superscalar Capacity and Bandwidth Anne Bracy, Prashant Prahlad, Amir Roth Department of Computer and Information S...
UPenn >> CIS >> 04 (Fall, 2008)
Using DISE to Protect Return Addresses from Attack Marc L. Corliss E Christopher Lewis Amir Roth Department of Computer & Information Science University of Pennsylvania Philadelphia, PA 19104 {mcorliss,lewis,amir}@cis.upenn.edu Abstract Stack-smash...
UPenn >> CIS >> 04 (Fall, 2008)
Using DISE to Protect Return Addresses from Attack Marc L. Corliss, E Christopher Lewis, Amir Roth University of Pennsylvania Overview Prevent stack-smashing attacks Old approach, new implementation Dynamic Instruction Stream Editing (DISE) DISE...
UPenn >> CIS >> 04 (Fall, 2008)
Overview Prevent stack-smashing attacks Old approach, new implementation Dynamic Instruction Stream Editing (DISE) Using DISE to Protect Return Addresses from Attack Marc L. Corliss, E Christopher Lewis, Amir Roth University of Pennsylvania DISE...
UPenn >> CIS >> 03 (Fall, 2008)
TOKEN COHERENCE: A NEW FRAMEWORK FOR SHARED-MEMORY MULTIPROCESSORS COMMERCIAL WORKLOAD AND TECHNOLOGY TRENDS ARE PUSHING EXISTING SHARED-MEMORY MULTIPROCESSOR COHERENCE PROTOCOLS IN DIVERGENT DIRECTIONS. TOKEN COHERENCE PROVIDES A FRAMEWORK FOR NEW C...
UPenn >> CIS >> 03 (Fall, 2008)
A DISE Implementation of Dynamic Code Decompression Marc L. Corliss E Christopher Lewis Amir Roth Department of Computer and Information Science University of Pennsylvania Philadelphia, Pennsylvania USA mcorliss,lewis,amir @cis.upenn.edu ABSTRACT ...
UPenn >> CIS >> 03 (Fall, 2008)
A DISE Implementation of Dynamic Code Decompression Marc L. Corliss with E Christopher Lewis and Amir Roth Department of Computer and Information Science University of Pennsylvania Philadelphia, Pennsylvania USA {mcorliss,lewis,amir}@cis.upenn.edu M...
UPenn >> CIS >> 03 (Fall, 2008)
DISE: A Programmable Macro Engine for Customizing Applications Marc L. Corliss, E Christopher Lewis and Amir Roth Department of Computer and Information Science University of Pennsylvania {mcorliss,lewis,amir}@cis.upenn.edu Abstract Dynamic Instruct...
UPenn >> CIS >> 03 (Fall, 2008)
DISE: A Programmable Macro Engine for Customizing Applications Marc Corliss, E Lewis, Amir Roth University of Pennsylvania Corliss, Lewis, + Roth ISCA-30 Overview Application customization functions (ACFs) E.g., safety-checking, debugging, decomp...
UPenn >> CIS >> 02 (Fall, 2008)
Three Extensions To Register Integration Vlad Petric, Anne Bracy, and Amir Roth Department of Computer and Information Science University of Pennsylvania {vladp, bracy, amir}@cis.upenn.edu Abstract Register integration (or just integration) is a reg...
UPenn >> CIS >> 02 (Fall, 2008)
A Quantitative Framework for Automated Pre-Execution Thread Selection Amir Roth Department of Computer and Information Science University of Pennsylvania amir@cis.upenn.edu Abstract Pre-execution attacks cache misses for which addressprediction drive...
UPenn >> CIS >> 02 (Fall, 2008)
A Quantitative Framework for Pre-Execution Thread Selection Amir Roth University of Pennsylvania Gurindar S. Sohi University of Wisconsin-Madison MICRO-35 Nov. 22, 2002 A Quantitative Framework for Pre-Execution Thread Selection Pre-execution: p...
UPenn >> CIS >> 09 (Fall, 2008)
AnIntroductionto ProgrammingwithThreads AndrewD.Birrell January1989 Presentedby MicahSherr September2006 1of93 Butfirst,aquickhistorylesson (fromsomewhatquestionablesources) 1965:Djikstra\'sprocessesintheBerkeleyTimesharing System communicati...
UPenn >> CIS >> 25 (Fall, 2008)
Media Workloads and DLP Systems Lunch September 9, 2006 Andrew Hilton Media Workloads Increasingly important Images Large 2D arrays of pixels Sound Stream of amplitudes Video Sequential Images + Sound Important Considerations Performance ...
UPenn >> SEAS >> 07 (Fall, 2008)
Emergency Alerts as RSS Feeds with Interdomain Authorization Filippo Gioachin University of Illinois at Urbana-Champaign gioachin@uiuc.edu Ravinder Shankesi University of Illinois at Urbana-Champaign rshanke2@uiuc.edu Michael J. May University of Pen...
UPenn >> SEAS >> 04 (Fall, 2008)
A Formal Privacy System and its Application to Location Based Services Carl A. Gunter University of Pennsylvania Michael J. May University of Pennsylvania Stuart G. Stubblebine Stubblebine Research Labs May 2004 Abstract There are a variety of well...
UPenn >> SEAS >> 04 (Fall, 2008)
A Formal Privacy System and its Application to Location Based Services Carl A. Gunter University of Pennsylvania Michael J. May University of Pennsylvania Stuart G. Stubblebine Stubblebine Research Labs May 2004 Abstract There are a variety of well...
UPenn >> SAS >> 07 (Fall, 2008)
UNIVERSITY OF PENNSYLVANIA DEPARTMENT OF EARTH & ENVIRONMENTAL SCIENCE NATIONAL MUSEUM OF NATURAL HISTORY DEPARTMENT OF PALEOBIOLOGY GEOBIOLOGY SYMPOSIUM XVI Paleontology - Paleobiology - Geobiology Friday, February 29, 2008, 9:55 am- 5:00 pm 358 H...
UPenn >> NEW >> 2008 (Fall, 2008)
THELINK Student newsletter of PennPlanning What led you to a career in planning? I had always been interested in cities, housing, transportation, and urban development. As an undergraduate at MIT, I majored in Civil Engineering/Transportation Systems...
UPenn >> NEW >> 2008 (Fall, 2008)
THELINK Student newsletter of PennPlanning In an unprecedented showing, two teams from the University of Pennsylvania reached the finals of the Urban Land Institutes Gerald D. Hines Urban Design competition with an additional team securing an honora...
UPenn >> NEW >> 06 (Fall, 2008)
THELINK Student newsletter of the Department of City and Regional Planning Fall 2006 University of Pennsylvania School of Design Blueprint for Greening: From vacant lots to urban rooftops, Growing Greener Cities symposium highlights benefits of sus...
UPenn >> NEW >> 05 (Fall, 2008)
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UPenn >> MED >> 2006 (Fall, 2008)
7156 The Journal of Neuroscience, July 5, 2006 26(27):7156 7162 Behavioral/Systems/Cognitive The Neural Basis of Interindividual Variability in Inhibitory Efficiency after Sleep Deprivation Y. M. Lisa Chuah,1 Vinod Venkatraman,1 David F. Dinges,2...
UPenn >> MED >> 2005 (Fall, 2008)
100 RAPID PUBLICATION 95 75 The Neural Basis of the Psychomotor Vigilance Task Sean P. A. Drummond, PhD1,2; Amanda Bischoff-Grethe, PhD1,2; David F. Dinges, PhD3; Liat Ayalon, PhD1,2; Sara C. Mednick, PhD4; M. J. Meloy, PhD1,2 1 3 25 University...
UPenn >> ESE >> 08 (Fall, 2008)
GRADUATESTUDY HANDBOOK Ph.D.PROGRAM THE DEPARTMENT OF ELECTRICAL&SYSTEMSENGINEERING UniversityofPennsylvania AcademicYear20082009 Revised07/08 TABLEOFCONTENTS I.INTRODUCTIONPage 3 ImmediateResources ESEAdministrativeGraduateCoordinator AcademicA...
UPenn >> ESE >> 08 (Fall, 2008)
GRADUATE STUDY HANDBOOK MASTERSDEGREE THE DEPARTMENT OF ELECTRICAL& SYSTEMS ENGINEERING UniversityofPennsylvania AcademicYear200809 Revised 7/08 TABLEOFCONTENTS I. INTRODUCTIONPage 3 ImmediateResources ESEAdministrativeGraduateCoordinator Acade...
UPenn >> ESE >> 1 (Fall, 2008)
UNIVERSITYOFPENNSYLVANIA TELECOMMUNICATIONSSYSTEMSENGINEERINGDEPARTMENT (Entering2008) Pleasefilloutwithinkpen StudentName:_ AdvisorsName:_ EmailAddress:_ GraduateStatus(CircleOne): Fulltime Parttime Yourexpectedgra...
UPenn >> CIS >> 03 (Fall, 2008)
On the Performance, Feasibility, and Use of Forward-Secure Signatures Eric Cronin, Sugih Jamin EECS Department University of Michigan Ann Arbor, MI 48109-2122 Tal Malkin Patrick McDaniel AT&T LabsResearch Florham Park, NJ 07932 pdmcdan@research....
UPenn >> CH >> 1 (Fall, 2008)
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UPenn >> CH >> 2 (Fall, 2008)
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UPenn >> CH >> 3 (Fall, 2008)
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UPenn >> CH >> 4 (Fall, 2008)
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UPenn >> CH >> 5 (Fall, 2008)
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