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Study of Critical Phenomena with Monte Carlo and Machine Learning TechniquesAzizi, Ahmadreza 08 July 2020 (has links)
Dynamical properties of non-equilibrium systems, similar to equilibrium ones, have been shown to obey robust time scaling laws which have enriched the concept of physical universality classes. In the first part of this Dissertation, we present the results of our investigations of some of the critical dynamical properties of systems belonging to the Voter or the Directed Percolation (DP) universality class. To be more precise, we focus on the aging properties of two-state and three-state Potts models with absorbing states and we determine temporal scaling of autocorrelation and autoresponse functions.
We propose a novel microscopic model which exhibits non-equilibrium critical points belonging to the Voter, DP and Ising Universality classes. We argue that our model has properties similar to the Generalized Voter Model (GVM) in its Langevin description. Finally, we study the time evolution of the width of interfaces separating different absorbing states.
The second part of this Dissertation is devoted to the applications of Machine Learning models in physical systems. First, we show that a trained Convolutional Neural Network (CNN) using configurations from the Ising model with conserved magnetization is able to find the location of the critical point. Second, using as our training dataset configurations of Ising models with conserved or non-conserved magnetization obtained in importance sampling Monte Carlo simulations, we investigate the physical properties of configurations generated by the Restricted Boltzmann Machine (RBM) model.
The first part of this research was sponsored by the US Army Research Office and was accomplished under Grant Number W911NF-17-1-0156.
The second part of this work was supported by the United States National Science Foundation through grant DMR-1606814. / Doctor of Philosophy / Physical systems with equilibrium states contain common properties with which they are categorized in different universality classes. Similar to these equilibrium systems, non-equilibrium systems may obey robust scaling laws and lie in different dynamic universality classes. In the first part of this Dissertation, we investigate the dynamical properties of two important dynamic universality classes, the Directed Percolation universality class and the Generalized Voter universality class. These two universality classes include models with absorbing states. A good example of an absorbing state is found in the contact process for epidemic spreading when all individuals are infected. We also propose a microscopic model with tunable parameters which exhibits phase transitions belonging to the Voter, Directed Percolation and Ising universality classes. To identify these universality classes, we measure specific dynamic and static quantities, such as interface density at different values of the tunable parameters and show that the physical properties of these quantities are identical to what is expected for the different universal classes.
The second part of this Dissertation is devoted to the application of Machine Learning models in physical systems. Considering physical system configurations as input dataset for our machine learning pipeline, we extract properties of the input data through our machine learning models. As a supervised learning model, we use a deep neural network model and train it using configurations from the Ising model with conserved dynamics. Finally, we address the question whether generative models in machine learning (models that output objects that are similar to inputs) are able to produce new configurations with properties similar to those obtained from given physical models. To this end we train a well known generative model, the Restricted Boltzmann Machine (RBM), on Ising configurations with either conserved or non-conserved magnetization at different temperatures and study the properties of configurations generated by RBM.
The first part of this research was sponsored by the US Army Research Office and was accomplished under Grant Number W911NF-17-1-0156.
The second part of this work was supported by the United States National Science Foundation through grant DMR-1606814.
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Inconvenient Voting: Native Americans and The Costs of Early VotingChavez, Jason Nathaniel 16 June 2020 (has links)
Proponents claim that the convenience of early voting increases voter turnout by reducing the time and effort to vote through expanded opportunities for participation beyond "traditional" in-person voting at polling places on election day. Yet, anecdotal evidence suggests that reforms intended to make the voting process easier do not have the same effect throughout the electorate. Instead, early voting is likely to exacerbate the lack of ability to meaningfully participate in the electoral process for those particularly vulnerable to the costs of voting. Fundamentally, early voting requires access to postal services to receive and return an early ballot by-mail, as well as the ability to travel to an early in-person voting site. The irregular mail delivery operations and long traveling distances common throughout Indian Country suggests that systems of early voting lack viability on reservation lands. This research asks how the costs of voting for Native Americans affects their participation in systems of early voting. To investigate this relationship, I elucidate the social, economic, cultural, political, and geographic factors that render political participation more difficult for Native Americans. By comparing voter turnout in the 2012 and 2016 presidential elections among reservation voters on the Navajo Nation to non-reservation voters in Apache, Navajo, and Coconino counties in Arizona, I find that reservation voters prefer to vote in-person on election day while non-reservation voters prefer to vote early. I also find that early voting turnout among reservation voters increased between 2012 and 2016, however, further analysis demonstrated that turnout was higher in reservation precincts with greater access to postal services. These findings illuminate our knowledge of the convenience of early voting and add to our specific understanding of the factors that affect Native American political participation. / Master of Arts / Early voting has become a popular alternative to the civic tradition of voting in-person at polling places on election day. During the 2016 presidential election, millions of American voters cast their ballots early, either by-mail or at early voting sites. These expanded opportunities for participation allow voters to avoid the hassle of large crowds and restrictive hours at the polls. Proponents claim that by making the voting process easier, early voting also increases voter turnout, yet anecdotal evidence suggests that the convenience of early voting is not enjoyed equally by all voters. Instead, Native American voters are at a likely disadvantage with regard to early voting due to the irregular mail delivery operations and long traveling distances common on reservation lands. Of course, access to mail and transportation are required to vote by-mail and early in-person. This research asks how the costs of voting for Native Americans affects their participation in systems of early voting. To investigate this question, I examine the costs of voting and voter turnout for reservation voters on the Navajo Nation compared to non-reservation voters in Apache, Navajo, and Coconino counties in Arizona. I find that political participation manifests differently for both groups; reservation voters prefer to vote in-person on election day and non-reservation voters prefer to vote early. Although it was significantly higher among non-reservation voters, early voting turnout increased among reservation voters between the 2012 and 2016 presidential elections. However, further analysis demonstrated that turnout is affected by proximity to post offices or other postal service providers. These findings suggest that Native American political participation is made more difficult by social, economic, cultural, political, and geographic barriers and that reforms to make the voting process easier do not reduce these costs of voting.
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The effects of technology, demographic and economic factors on voter error : an analysis of the 2002 and 2006 Florida gubernatorial electionsKhan, Javed 01 January 2008 (has links)
In a participatory democracy where every vote counts, voters expect that every vote will be counted. The voting machine is the instrument with which the voting public records its intent and appoints its representatives. In order for the democratic process to function, voting machines must properly function. This thesis examines voter error across Florida's 67 counties in the 2002 and 2006 gubernatorial elections in order to analyze and explain the pattern in voter error as represented by undervotes and overvotes across counties of various demographic and socio-economic characteristics, using different electronic voting systems in the 2002 and 2006 gubernatorial elections.
The debate over the accuracy and accountability of touchscreen technology has been prominent for the last several election cycles and in the state of Florida resulted in the banning of use of these technologies. Yet, many counties in the United States still use touchscreen technology. Are touchscreen systems better equipped for reducing voter error? Correlation and Mean comparison analysis suggest that counties that primarily used touchscreen technology on Election Day had lower voter error rates than counties using optical scan technology in the 2006 election. Touchscreen technology was found to eliminate overvoting. Voter turnout was not found to have an effect on voter error rates.
Voter error rates were found to be higher in the 2006 election than in the 2002 election for optical scan ballots but not for touchscreen systems. The question of enfranchisement is central to the democratic debate. If every vote counts, then should not every vote be accurately counted? Analysis has shown that the factors with the strongest and most consistent correlation with voter error rates for the 2004 and 2006 gubernatorial elections are educational level, median household income, county population size, and county population density for counties using optical scan systems. For counties using touchscreen machines the only significant correlation found was a moderately strong, negative relationship between median household income and voter error rate for the 2002 election. The correlation between the two was not significant for the 2006 election cycle.
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Online Voting Platforms and the Future of Voter TurnoutComer, C. Cozette 20 December 2016 (has links)
As low-voter-turnout continues to be a concern for the political system in the U.S., the idea online voting platforms (OVPs), to reduce access and use barriers, has been debated. Lowlevel elections in several states across the country have experimented with OVPs through U.S.based internet voting organization, Everyone Counts. These experiments resulted in both the confirmation of perceived benefits and problems. Surveying 196 U.S. citizens through Survey Sampling International, this study garnered respondents' feelings toward several factors correlated with voter-turnout, and the likelihood of adopting OVPs. Using the Unified Theory of Acceptance and Technology Use Model to frame the analysis, the data were analyzed using ols regression. I predicted that citizens would perceive OVPs as an improvement to the current system, and consequently, voter-turnout would increase if OVPs were available, especially among younger citizens (ages 18-44). The analyses illustrated that OVPs would not have a large impact on voter-turnout, and for some would even discourage participation. Furthermore, it was older respondents (ages 44+) who had a stronger positive correlation between effort expectancy and feeling empowered. I conclude by suggesting that low-voter-turnout might be best combated through efforts to improve political efficacy, and that accessibility to poll booths only accounts some of the story. / Master of Science / As fewer citizens in the U.S. vote in presidential elections, online voting platforms (OVPs) have been suggested as a way to increase accessibility and make voting less difficult to do. Local and state elections in several states across the country have experimented with OVPs through U.S.-based internet voting organization, Everyone Counts. These experiments resulted in both the confirmation of perceived benefits and problems. Surveying 196 U.S. citizens through Survey Sampling International, this study<sup>2</sup> sought out respondents’ feelings toward several factors correlated with voter-turnout, and the likelihood of adopting OVPs. A technology adoption theory, the Unified Theory of Acceptance and Technology Use, was used to frame the analysis. I predicted that citizens would perceive OVPs as an improvement to the current voting system, and consequently, more citizens would vote if OVPs were available, especially among younger citizens (ages 18-44). The analyses illustrated that OVPs would not have a large impact on voter-turnout, and would even discourage voting for some. I conclude by suggesting that lowvoter-turnout might be best combated through efforts to improve political efficacy, and that accessibility to poll booths only accounts some of the story.
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May the best manipulator win : 2004 and 2010 Ukrainian presidential elections revisitedSmith, Tony Lee 08 October 2014 (has links)
Ukraine is currently in the throes of revolution. Will this popular uprising move Ukraine closer to the West and a democratic government or strengthen the country's ties to Putin and Russia? Viktor Yanukovich's second round victory in the 2004 presidential election was nullified by Ukraine's high court due to rampant electoral manipulation. Viktor Yushchenko, supported by hundreds of thousands of protesters in the 2004 Orange Revolution, became president and ushered in, what many hoped would be, a more democratic government. Infighting and competition among the Orange coalition soon rendered the Yushchenko government ineffective. Ukraine's progression towards democracy slowed and ties to Russia began to flourish once again when Yanukovich became Yushchenko's prime minister. In 2010, Yanukovich was elected president in another second round election against Yulia Tymoshenko that observers and academics deemed free and fair. Unfortunately, a new evaluation of both the 2004 and 2010 elections presents a much less encouraging view of Ukrainian politics. As shown in this paper, electoral manipulation was present in both the 2004 and 2010 elections. Additionally, both parties participated in manipulatory behavior in both elections. This finding challenges much of the academic literature to date on Ukrainian politics. In support of this finding of corruption by multiple candidates, a unique list experiment was administered to raion (county) level administrators in Ukraine. These administrators were asked about their views regarding electoral manipulation. The results of this experiment suggest that these administrators are still very influenced by and, arguably, willing to engage in electoral manipulation. The experiment shows that, at least at the raion level, Ukrainian governance has not become more democratic. Overall, the prognosis for democratization efforts in Ukraine is not good. / text
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Essays on fiscal policy and political economyAchury-Forero, Carolina January 2013 (has links)
This thesis consists of three essays concerned with endogenous fiscal policy and its interaction with political economy constraints. The first essay presented in Chapter 2 examines the cyclical behavior of endogenous government consumption over the business cycle absent a commitment mechanism in a neoclassical economy with Total Factor Productivity (TFP) shocks and investment shocks. Tax rates that finance public consumption are chosen in a time consistent way in a dynamic game between the government and a representative agent that values public goods in his utility. It is found that government consumption set without commitment behaves procyclical in response to the mentioned shocks. The government-consumption-output ratio is mildly procyclical or countercyclical depending on the selected calibration. Particularly, the elasticity of substitution between private and public goods plays an important role. The second essay showed in Chapter 3 extends the model studied in Chapter 2 adding agent heterogeneity in wealth and labor productivity. The aim of this study is to identify how policy outcomes are affected by inequality of households, particularly the median voter's choice of tax rates that finance public goods. For a standard RBC calibration to the U.S. economy the result is a strong procyclical comovement of public consumption with output, and a relatively weak procyclical comovement of the output share of public consumption with output, that becomes stronger with rising inequality. The politico-economic channel induces causality from output to lagged tax rates, therefore after a Hicks neutral productivity shock the median voter tries to delay the increase in the tax rate, such that the increment will take place just after the accumulation of more capital. In the case of equal agents the response is to decrease the tax rate in the first year after the shock. Additionally, the model predicts that the size of government consumption decreases with inequality. The last essay in Chapter 4 presents a stylized model of external sovereign debt that incorporates corruption in the form of rent-seeking groups by which the choice to cooperate or non-cooperate in providing public goods, in extracting rents and in issuing debt, is endogenized. More than one rent-seeking group originates a "tragedy of the commons" over fiscal resources that make the borrower economy to show collective fiscal impatience. External creditors envision that impatience and require higher interest rates for buying bonds, exacerbating the problem of high debt. The high level of interest rates decreases the wealth of the country and endangers its ability to repay the debt. We show that bailout plans, defined as temporary loans with lower than market level interest rates, are not effective in such economies.
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Voter turnout in Sub-Saharan AfricaDray, James Daniel January 2010 (has links)
This thesis addresses the question of who votes in Africa and why. It uses three sets of quantitative data at three different levels to test its claims: an original compilation of national level institutional and socioeconomic indicators for over 700 elections from independence until 2006 compiled by the author; the Afrobarometer survey of almost 50 000 voters in 17 multiparty African regimes; and the first ever purpose-built survey aimed at testing rational choice turnout models in an African case study, which was designed, administered and analysed by the author in 2005 in Durban, South Africa. It uses a mixture of statistical methods to test comprehensively the determinants of voting in pooled and multilevel, logistic and linear, individual and national level models. It finds that the central claims of the rational choice model do not generally apply in African elections. Both the closeness of the election and the costs of participation are not found to be central to the voting calculus of African voters. Instead those citizens who face the highest barriers to participation in the West: the rural, poor and minimally educated, are the citizens who vote most in Africa. The thesis argues that this is because turnout in Africa is mobilised turnout and these are the groups of people targeted by mobilising agents. It further finds that three central institutions of African politics; ethnicity, clientelism and regime type further structure patterns of mobilisation in ways that have been entirely neglected in studies of turnout until now. Finally, it confirms that voting is habitual and that voters are socialised by formative experiences in their youth, especially the nature of the regime that they grow up in and how democratic they think the country is.
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State Party Organization in Texas: An Analysis of the Membership and Staff of the State Executive CommitteesDunn, Charles DeWitt 01 1900 (has links)
The purpose of this study is to analyze the state executive committees of the two major political parties in Texas and to present facts regarding the membership of the committees (the policy-makers) and the professional staff of the state party organization (the administrators of party policy).
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Korean Electoral Behavior: The 1992 and 1997 Presidential ElectionsKang, Kyung-Tae 05 1900 (has links)
This is a study of Korean presidential elections. Its purpose is to determine how Koreans voted in the 1992 and 1997 presidential elections and to examine the factors that contributed to winners. In addition, the study compares the two elections by developing three models: candidate choice, voter turnout and political interest models.
Using post election data from the Korean Social Science Data Center a multinomial logit regression was used in the candidate choice model. It shows that Korean voters selected their candidates mainly in terms of interest in the elections, age, orientation toward the governing or opposition parties, the regional effects of the Southwest (Honam) and the Southeast (Youngnam), and the evaluation of merged parties in 1992 or a united candidacy of parties in 1997. A Monte Carlo simulation was also employed to test the traditional assumption of candidate strength. It indicates that Kim Young-Sam had a more cohesive support from his older supporters in the 1992 election while Kim Dae-Jung had a greater cohesive support from his older supporters in the 1997 election. Both Kim Young-Sam's and Kim Dae-Jung's loyalists were crucial to the winning candidates in the 1992 and 1997 elections respectively.
How did people vote? To address this question a logit analysis of voter turnout was employed. Comparing the 1997 election to that of 1992 the findings suggest that low-probability voters in 1997 had: low efficacy, a negative evaluation of the Central Election Management Commission, claimed to be independent, young, and lived in areas other than Youngnam and Honam. Their lower turnout was a significant factor in the opposition candidate, Kim Dae-Jung's election.
Finally, since political interest is closely related to political participation, an ordered logit model of political interest was developed. The results showed that the media and popularity of major candidates significantly contributed to Korean voters' interest in the elections.
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Statehouse Mosaics and the American Electorate: How State Legislatures Affect Political ParticipationKuhlmann, Robynn 02 August 2012 (has links)
Comparatively few studies have explored how variations in state governing institutions influence voting behavior. Utilizing lower chamber state legislative election returns from the years 2000 through 2010, and the 2002 through 2010 GSS data series, this dissertation focuses on how US state legislatures influence voting behavior and political attitudes of the American electorate. Specifically, this research takes on a comparative approach and illustrates how institutional differences in the size, capacity, and composition of the US state legislatures affect the electorates’ propensity to vote and how politically efficacious people feel.
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