Relevant bibliographies by topics / Voting system

Contents

  1. Journal articles
  2. Dissertations / Theses
  3. Books
  4. Book chapters
  5. Conference papers
  6. Reports

Academic literature on the topic 'Voting system'

Author: Grafiati
Published: 4 June 2021
Last updated: 30 May 2022

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Journal articles on the topic "Voting system"

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V, Anish, Balaji M, and Santhosh Kumar S. "Aadhar Based Electronic Voting System." International Journal of Trend in Scientific Research and Development Volume-2, Issue-3 (April 30, 2018): 1634–37. http://dx.doi.org/10.31142/ijtsrd11537.

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Arora, Dr Yojna, Mr Vivek Birla, Mr Rajat Gupta, and Mr Samarth Tiku. "Decentralized Incognito Limpid E-Voting System." International Journal of Innovative Research in Computer Science & Technology 9, no. 2 (March 2021): 98–103. http://dx.doi.org/10.21276/ijircst.2021.9.2.14.

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Khochare, Mr Nilesh, Mr Sandesh Mane, Mr Manish Chandra Dev, and Mr Audumbar Nevarekar. "E-Voting System for simplifying Voting System in India." International Journal of Engineering Trends and Technology 21, no. 3 (March 25, 2015): 161–63. http://dx.doi.org/10.14445/22315381/ijett-v21p228.

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Chauhan, Mayank. "Online Voting System." International Journal for Research in Applied Science and Engineering Technology 8, no. 6 (June 30, 2020): 1895–96. http://dx.doi.org/10.22214/ijraset.2020.6310.

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Sreelatha, Mrs B. "Preeminent Voting System." International Journal for Research in Applied Science and Engineering Technology 6, no. 4 (April 30, 2018): 497–504. http://dx.doi.org/10.22214/ijraset.2018.4086.

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Kadam, Tanmay. "Online Voting System." International Journal of Engineering Trends and Technology 37, no. 5 (July 25, 2016): 273–76. http://dx.doi.org/10.14445/22315381/ijett-v37p247.

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Frontini, Roberto. "The voting system." European Journal of Hospital Pharmacy 21, no. 5 (September 19, 2014): 267–69. http://dx.doi.org/10.1136/ejhpharm-2014-000536.

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Kumar, Gaurav, Smriti Gupta, Divya Agarwal, and Astha Tiwari. "Virtual Voting System." International Journal of Informatics, Information System and Computer Engineering (INJIISCOM) 2, no. 1 (June 25, 2020): 77–82. http://dx.doi.org/10.34010/injiiscom.v2i1.5416.

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India's voting system plays an important role in Indian Democracy. The existing system is offline and has certain weaknesses. In recent years, the spread of covid19, inefficient rural voters, people far from their place of birth, paper waste affecting nature, budgets that should be used for development, invisible fraud, waste of human labor, have been recorded and can be avoided by the virtual voting system. The research aims to supply an easy and secure electoral system in India. The method used descriptive qualitative. The results indicate that a virtual voting system is environmentally friendly and is considered a resource-saving way for the election. It is because minimizes errors and increases voter participation through convenient virtual voting. In conclusion, a virtual voting system can develop an Aadhar based advanced Electronic Voting Machine (EVM), which helps in a free and fair way of conducting elections
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Vishwakarma, Shagun, and Vineet Kumar Singh. "Android Voting System." YMER Digital 21, no. 05 (May 14, 2022): 645–50. http://dx.doi.org/10.37896/ymer21.05/73.

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Android Voting System is an Android app that is used to securely conduct votes and elections. As it is a digital platform, it abolished the need to vote using ballot paper or physically in person and user can easily vote using the Aadhar Card credentials. They also protect the probity of the votes by avoiding voters from voting repeatedly. Our System Make use of Firebase as a background, login, registration and maintenance purposes which makes our system more secure and reliable. Java-based programming language can be used for application development. Issues or disputes are entered into the system by the administrator. People can no longer vote and say yes or no. One voter can cast only one vote in a dispute. Each vote cast is stored on a valid dispute website. After submission of the votes the system calculates the total vote count. Thus, the app helps the authorities get the right number of votes for the voters
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Mehta, Miti. "Online Voting System." International Journal for Research in Applied Science and Engineering Technology 10, no. 5 (May 31, 2022): 1471–76. http://dx.doi.org/10.22214/ijraset.2022.42552.

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Abstract: The ‘Online Voting System’ is a web based voting platform for conducting elections online. This system seeks to use face recognition algorithm for voter identity authentication to enhance the security of the electioneering process and ultimately providing an online platform which enables all eligible voters to exercise this activity from any location. The user must sign in/login using their respective credentials and they will be logged in into the system only after the face recognition authentication is successful. Thereafter, the voter can cast their vote securely and logout of the system. Hence, this project based on Online Voting System could be used for conducting secure and fair elections online. Keywords: online voting, face detection, face recognition, authentication, django, tensorflow.js, deepface
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Dissertations / Theses on the topic "Voting system"

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Cornejo, Ramírez Mario Sergei. "An elastic electronic voting system." Tesis, Universidad de Chile, 2015. http://repositorio.uchile.cl/handle/2250/136271.

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Magíster en Ciencias, Mención Computación
En los últimos años, organizaciones y movimientos sociales han aparecido demandando más participación en políticas públicas. En éstas organizaciones, los miembros demandan ser parte del proceso de toma de decisiones el cual generalmente se realiza mediante iniciativas de voto directo entre los miembros. Además utilizan Internet intensamente como la plataforma principal de comunicación y tienden a confundir sistemas de encuestas con herramientas de votación electrónica. Por otra parte, no es claro que software se debe utilizar, y la debilidad de la mayoría de éstos que tienen con respecto a la robustez (capacidad de computar bien el resultado) más que con la privacidad del voto, además de la facilidad de uso. Como una forma de mejorar la participación, nosotros proponemos un sistema de votación electrónica para ese segmento, que incluye organizaciones sociales, federaciones de estudiantes, colegios, sindicatos, sociedades profesionales, etc. El problema de votación electrónica ha sido ampliamente estudiado por criptógrafos, y hoy en día, existen varios protocolos para resolver problemas específicos a votación electrónica. Nosotros proponemos una solución que toma en consideración esas soluciones existentes combinadas con protocolos de sistemas distribuidos para introducir un sistema de votación electrónica remota elástica. El sistema utiliza la tecnología elastic computing de Amazon que permite escalar en términos de capacidad de computación y alta disponibilidad junto al anonimato de los votantes y la garantía que el voto fue correctamente contado. Concretamente, el sistema está pensado sobre cinco principios: i) Computación elástica, ii) Internet iii) Facilidad de uso, iv) Anonimato y computación verificable, v) Cliente liviano. El objetivo de esta tesis no es solamente resolver el problema abierto descrito anteriormente, sino también establecer una base sólida para plataformas de votación electrónicas a través de Internet. De este modo, nosotros creamos un nuevo sistema de votación electrónica en donde el votante no realiza ninguna computación grande, sino que la trasladamos al servidor, que idealmente está en una plataforma de Cloud Computing como Amazon Web Services. Esta técnica previene ataques de denegación de servicio, robo de identidad y accesos no autorizados, al mismo tiempo preserva la privacidad y la verificabilidad. La plataforma se probó en un caso real, concretamente en una experiencia de votación electrónica en donde los chilenos demandando su derecho a voto en el extranjero, pudieron votar en una elección simbólica. Se presenta la experiencia, los problemas y las soluciones que encontramos utilizando un sistema de identificación simple. Esta proyecto nos permitió estudiar de forma técnica, política y práctica aplicaciones de votación electrónica en América Latina.
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Aggeborn, Linuz. "Voting System, Voter Turnout, Policy Outcome." Thesis, Uppsala universitet, Nationalekonomiska institutionen, 2011. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-156872.

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In the last decades a number of countries in the developed world have experienced a drop in voter turnout. The public sector is in the end run by politicians who are elected by the people and for that reason it is interesting to study how a variation in turnout will affect public policy outcome. The purpose of this master’s thesis is to investigate the potential causal link that runs between voting system, turnout and policy by empirically testing the Meltzer & Richard’s theory from 1981. I use Swedish and Finnish municipal panel data and apply IV-regression. The constitutional change in 1970 when Sweden changed from having separate election days for the central and the local governments into having one joint election day, is used as instrument for turnout. I find that an increased turnout rate also leads to higher local tax rate indicating that turnout actually has an impact on policy outcome.
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Liburd, Soyini (Soyini Denise) 1980. "An N-version electronic voting system." Thesis, Massachusetts Institute of Technology, 2004. http://hdl.handle.net/1721.1/28441.

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Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2004.
Includes bibliographical references (p. 103-109).
The ballot battles of the 2000 US Presidential Election clearly indicate that existing voting technologies and processes are not sufficient to guarantee that every eligible voter is granted their right to vote and implicitly to have that vote counted, as per the fifteenth, nineteenth, twenty fourth and twenty sixth amendments to the US constitution [1-3]. Developing a voting system that is secure, correct, reliable and trustworthy is a significant challenge to current technology [3, 4]. The Secure Architecture for Voting Electronically (SAVE) demonstrates that N-version programming increases the reliability and security of its systems, and can be used to increase the trustworthiness of systems. Further, SAVE demonstrates how a viable practical approach to voting can be created using N-version programming. SAVE represents a significant contribution to voting technology research because of its design, and also because it demonstrates the benefits of N-version programming and introduces these benefits to the field of voting technology.
by Soyini D. Liburd.
M.Eng.
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Scorza, Andrea. "Implementazione di un Voting System su Blockchain." Bachelor's thesis, Alma Mater Studiorum - Università di Bologna, 2018. http://amslaurea.unibo.it/16716/.

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In questo documento si andranno ad analizzare i sistemi di voto, dai piu` antichi risalenti all’epoca romana, fino ad i più moderni utilizzati nei vari paesi del mondo ai giorni nostri. Parleremo delle varie tecnologie di voto ed innovazioni che si sono avvicendate nel trascorrere del tempo e di tutte le problematiche relative ad esse. Andremo ad analizzare nel dettaglio i più moderni sistemi di voto elettronici e la loro struttura. Si andrà quindi a definire una nuova e recente tecnologia, la blockchain e si andrà a spiegarne in dettaglio il funzionamento ed i maggiori algoritmi di consenso distribuito relativi ad essa. Infine verra` spiegato il progetto realizzato utilizzando la blockchain. Il progetto consiste in un innovativo sistema di voto elettronico decentralizzato, si andranno ad analizzare i vari componenti del sistema, le proprietà di voto mantenute nel sistema e i vari vantaggi e svantaggi che questa tecnologia se applicata potrebbe portare nel mondo moderno.
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Gong, XiangQi. "Ellection markup language (EML) based tele-voting system." Thesis, University of the Western Cape, 2009. http://etd.uwc.ac.za/index.php?module=etd&action=viewtitle&id=gen8Srv25Nme4_5841_1350999620.

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Elections are one of the most fundamental activities of a democratic society. As is the case in any other aspect of life, developments in technology have resulted changes in the voting procedure from using the traditional paper-based voting to voting by use of electronic means, or e-voting. E-voting involves using different forms of electronic means like
voting machines, voting via the Internet, telephone, SMS and digital interactive television. This thesis concerns voting by telephone, or televoting, it starts by giving a brief overview and evaluation of various models and technologies that are implemented within such systems. The aspects of televoting that have been investigated are technologies that provide a voice interface to the voter and conduct the voting process, namely the Election Markup Language (EML), Automated Speech Recognition (ASR) and Text-to-Speech (TTS).
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Liu, Charles Z. "Performance optimization of a split-value voting system." Thesis, Massachusetts Institute of Technology, 2015. http://hdl.handle.net/1721.1/100631.

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Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2015.
This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections.
Cataloged from student-submitted PDF version of thesis.
Includes bibliographical references (pages 57-59).
As digital technology becomes more powerful and commonplace, the benefits of using computers to conduct elections become more apparent. In today's elections dominated by paper ballots, we cannot be certain that the election result is correct. Many parts of the world are plagued by corrupt election officials and rampant bribery. In this thesis, we review the cryptographic techniques available for designing a secure election system and introduce a system designed around a verifiable mixnet using split-value commitments. The main work done in this thesis is a series of performance optimizations to the existing prototype, greatly improving the real-world viability of the system. Finally, we suggest further work that can be done to improve performance, fault tolerance, and security. The code that accompanies this thesis may be found at https://github.com/ron-rivest/ split-value-voting.
by Charles Z. Liu.
M. Eng.
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Yu, Hong. "Creating Public Trust in Electronic Voting Systems." Thesis, KTH, Skolan för informations- och kommunikationsteknik (ICT), 2017. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-224219.

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There are many positive aspects of electronic voting systems: security, verifiability, convenience, resource conservation, and the like. However, there is still lack of trust for electronic voting systems within the public. One of the reasons could be that the notions involved in electronic voting are challenging to understand for the general public. In this project, we tried to create public trust through an explanation system. An explanation system was made to explain how a modern electronic voting system works. User testing was performed after that, to verify whether this explanation system is able to increase people’s trust in electronic voting system. After analysing the data collected through the user testing, we got promising results to believe that this explanation can be used to create public trust in electronic voting systems.
Det finns många positiva aspekter av elektroniska röstningssystem: säkerhet, verifierbarhet, bekvämlighet, resursbesparingar, och liknande. Emellertid så saknas det fortfarande hos allmänheten tillit till elektroniska röstningssystem. Ett av skälen till detta skulle kunna vara att idéerna i samband med elektronisk röstning är utmanande att förstå för allmänheten. I detta projekt har vi försökt att skapa allmän tillit med hjälp av ett förklaringssystem. Ett förklaringssystem tillverkades för att förklara hur ett modernt elektroniskt röstningssystem fungerar. Användartester utfördes därefter, för att verifiera huruvida detta förklaringssystem förmådde öka människors tillit till elektroniska röstningssystem. Efter analys av data insamlade genom användartesterna, fick vi lovande resultat som gav oss anledning att tro att detta slags förklaring kan användas för att skapa allmän tillit till elektroniska röstningssystem.
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Pedroso, Marco Antonio L. "The implementation of a split-value verifiable voting system." Thesis, Massachusetts Institute of Technology, 2015. http://hdl.handle.net/1721.1/100649.

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Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2015.
This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections.
Cataloged from student-submitted PDF version of thesis.
Includes bibliographical references (pages 30-32).
This study provides a proof-of-concept of a newly designed verifiable voting system. The implementation elicits details in the communication and synchronization among servers, unavailable in the original design paper [M. O. Rabin and R. L. Rivest, "Efficient End to End Verifiable Electronic Voting Employing Split Value Representations." in Proc. EVOTE '14, Bregenz, Austria.]. The implemented system was tested on networks of virtual machines in a cluster, and its performance was evaluated based on the computational time and amount of data transferred. The preliminary results simulates elections with up to ten thousand votes. The team will conduct further work to implement the handling of server failures and the secure channels among the servers. This study demonstrates the feasibility of running large elections with more transparent voting systems, by leveraging the split-value representation and simple cryptographic primitives.
by Marco Antonio L. Pedroso.
M. Eng.
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Alsubaiei, Nasser. "Enhancing the Voting System in Saudi Arabia Using Technology." Digital Commons at Loyola Marymount University and Loyola Law School, 2014. https://digitalcommons.lmu.edu/etd/366.

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Gaffar, Afan. "Javanese Voters: A Case Study of Election Under a Hegemonic Party System." The Ohio State University, 1988. http://catalog.hathitrust.org/api/volumes/oclc/23627830.html.

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Thesis (Ph. D.)--Ohio State University, Graduate School, 1988.
Typescript. eContent provider-neutral record in process. Description based on print version record. Includes bibliographical references (leaves 370-387).
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Books on the topic "Voting system"

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Canada, Canada Elections. Canada's electoral system. Ottawa: Elections Canada, 2000.

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Wilcox, Vivian B. Steps to manage voting system environments. New York: Nova Science, 2009.

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D, Sherman Howard, and Investor Responsibility Research Center, eds. Conflicts of interest in the proxy voting system. Washington, D.C: Investor Responsibility Research Center, 1987.

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The politics of voting: Reforming Canada's electoral system. Toronto: Emond Montgomery Publications, 2007.

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Will your vote count?: Fixing America's broken electoral system. Westport, Conn: Praeger, 2009.

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Percy-McDaniel, Herma. Will your vote count?: Fixing America's broken electoral system. Westport, Conn: Praeger, 2009.

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Parliament, Canada Library of. The Canadian electoral system. Ottawa: Library of Parliament, 2001.

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Schwartz, Bryan. Valuing Canadians: Options for voting system reform in Canada. [Winnipeg: Asper Chair of International Business and Trade Law], 2003.

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Farrell, David M. Submission to the Independent Commission on the Voting System. London: McDougall Trust, 1998.

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Gaffar, Afan. Javanese voters: A case study of election under a hegemonic party system. Yogyakarta, Indonesia: Gadjah Mada University Press, 1992.

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Book chapters on the topic "Voting system"

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Pappas, Takis S. "Anti-system Voting." In Populism and Crisis Politics in Greece, 107–13. London: Palgrave Macmillan UK, 2014. http://dx.doi.org/10.1057/9781137410580_14.

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Akula, Abhilash, Jeshwanth Ega, Kalyan Thota, and Gowtham. "Biometric Voting System." In Lecture Notes on Data Engineering and Communications Technologies, 231–35. Cham: Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-24643-3_28.

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Pereira, Olivier, and Dan S. Wallach. "Clash Attacks and the STAR-Vote System." In Electronic Voting, 228–47. Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-68687-5_14.

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Ashur, Tomer, Orr Dunkelman, and Nimrod Talmon. "Breaching the Privacy of Israel’s Paper Ballot Voting System." In Electronic Voting, 108–24. Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-52240-1_7.

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Das, Suman Kumar, Soumyabrata Saha, and Suparna DasGupta. "Decentralized Voting: A Blockchain-Based Voting System." In Studies in Autonomic, Data-driven and Industrial Computing, 33–45. Singapore: Springer Singapore, 2021. http://dx.doi.org/10.1007/978-981-16-7305-4_3.

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Li, Peng, and Junzuo Lai. "LaT-Voting: Traceable Anonymous E-Voting on Blockchain." In Network and System Security, 234–54. Cham: Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-36938-5_14.

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Schürmann, Carsten, and Alessandro Bruni. "Technical and Socio-Technical Attacks on the Danish Party Endorsement System." In Electronic Voting, 200–215. Cham: Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-30625-0_13.

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Killer, Christian, and Burkhard Stiller. "The Swiss Postal Voting Process and Its System and Security Analysis." In Electronic Voting, 134–49. Cham: Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-30625-0_9.

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Srinivasu, Lingamallu Naga, and Kolakaluri Srinivasa Rao. "Aadhaar Card Voting System." In Proceedings of International Conference on Computational Intelligence and Data Engineering, 159–72. Singapore: Springer Singapore, 2017. http://dx.doi.org/10.1007/978-981-10-6319-0_14.

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Gerck, Ed. "The Witness-Voting System." In Towards Trustworthy Elections, 1–36. Berlin, Heidelberg: Springer Berlin Heidelberg, 2010. http://dx.doi.org/10.1007/978-3-642-12980-3_1.

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Conference papers on the topic "Voting system"

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Bhargavi, S., N. Bhavithra Devi, B. Ranganayaki Priya, B. Yamuna, and E. K. Vellingiri Raj. "Election voting system using mobile m-voting." In 2013 International Conference on Optical Imaging Sensor and Security (ICOSS). IEEE, 2013. http://dx.doi.org/10.1109/icoiss.2013.6678428.

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Dorantes Gonzalez, Marco Antonio, Martha Rosa Cordero Lopez, and Jorge Benjamin Silva Gonzalez. "Official Voting System for Electronic Voting : E-Vote." In Fourth International Conference on Advances in Computing and Information Technology. Academy & Industry Research Collaboration Center (AIRCC), 2014. http://dx.doi.org/10.5121/csit.2014.4508.

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Fusco, Francesco, Maria Ilaria Lunesu, Filippo Eros Pani, and Andrea Pinna. "Crypto-voting, a Blockchain based e-Voting System." In 10th International Conference on Knowledge Management and Information Sharing. SCITEPRESS - Science and Technology Publications, 2018. http://dx.doi.org/10.5220/0006962102230227.

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Wang, Ping-Lun, Shao-Hong Yang, and Hsu-Chun Hsiao. "Hybrid-Voting: A Hybrid Structured Electronic Voting System." In WWW '20: The Web Conference 2020. New York, NY, USA: ACM, 2020. http://dx.doi.org/10.1145/3366424.3382708.

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Dyachkova, Irina, and Anton Rakitskiy. "Anonymous Remote Voting System." In 2019 International Multi-Conference on Engineering, Computer and Information Sciences (SIBIRCON). IEEE, 2019. http://dx.doi.org/10.1109/sibircon48586.2019.8958064.

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Costello, Seamus, Kari Kubala, Matt Turley, and Mehmet Uzer. "Olympic voting system proposal." In Extended abstracts of the 2004 conference. New York, New York, USA: ACM Press, 2004. http://dx.doi.org/10.1145/985921.986183.

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Matharu, Gurpreet Singh, Anju Mishra, and Lalita Chaudhary. "Integrated Election Voting System." In the 2014 International Conference. New York, New York, USA: ACM Press, 2014. http://dx.doi.org/10.1145/2677855.2677944.

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Ganesh Prabhu, S., A. Nizarahammed., S. Prabu., S. Raghul., R. R. Thirrunavukkarasu, and P. Jayarajan. "Smart Online Voting System." In 2021 7th International Conference on Advanced Computing and Communication Systems (ICACCS). IEEE, 2021. http://dx.doi.org/10.1109/icaccs51430.2021.9441818.

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Ramaprasad, S. S., RA Swathi, K. N. Shireesha, and Vidyashree S. Gavannawar. "Convenient and Secured Voting System." In 2018 3rd IEEE International Conference on Recent Trends in Electronics, Information & Communication Technology (RTEICT). IEEE, 2018. http://dx.doi.org/10.1109/rteict42901.2018.9012373.

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Hjalmarsson, Friorik P., Gunnlaugur K. Hreioarsson, Mohammad Hamdaqa, and Gisli Hjalmtysson. "Blockchain-Based E-Voting System." In 2018 IEEE 11th International Conference on Cloud Computing (CLOUD). IEEE, 2018. http://dx.doi.org/10.1109/cloud.2018.00151.

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Reports on the topic "Voting system"

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Moore, Bradley, and John Wack. NVLAP Voting System Testing. National Institute of Standards and Technology, October 2021. http://dx.doi.org/10.6028/nist.hb.150-22-2021.

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Chisnell, Dana E., Susan C. Becker, Sharon J. Laskowski, and Svetlana Z. Lowry. Style guide for voting system documentation. Gaithersburg, MD: National Institute of Standards and Technology, 2008. http://dx.doi.org/10.6028/nist.ir.7519.

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Leaman, Dana, Brad Moore, and John P. Wack. National Voluntary Laboratory Accreditation Program (NVLAP) voting system testing. Gaithersburg, MD: National Institute of Standards and Technology, July 2017. http://dx.doi.org/10.6028/nist.hb.150-22-2017.

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Stone, Maureen, Sharon J. Laskowski, and Svetlana Z. Lowry. Guidelines for using color in voting systems. Gaithersburg, MD: National Institute of Standards and Technology, 2008. http://dx.doi.org/10.6028/nist.ir.7537.

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Regenscheid, Andrew, and Nelson Hastings. A threat analysis on UOCAVA voting systems. Gaithersburg, MD: National Institute of Standards and Technology, 2008. http://dx.doi.org/10.6028/nist.ir.7551.

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Eustis, Allan C. Developing an analysis of threats to voting systems :. Gaithersburg, MD: National Institute of Standards and Technology, 2005. http://dx.doi.org/10.6028/nist.ir.7331.

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Laskowski, Sharon J., Marguerite Autry, John Cugini, William Killam, and James Yen. Improving the usability and accessibility of voting systems and products. Gaithersburg, MD: National Institute of Standards and Technology, 2004. http://dx.doi.org/10.6028/nist.sp.500-256.

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Engel, Bernard, Yael Edan, James Simon, Hanoch Pasternak, and Shimon Edelman. Neural Networks for Quality Sorting of Agricultural Produce. United States Department of Agriculture, July 1996. http://dx.doi.org/10.32747/1996.7613033.bard.

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Abstract:
The objectives of this project were to develop procedures and models, based on neural networks, for quality sorting of agricultural produce. Two research teams, one in Purdue University and the other in Israel, coordinated their research efforts on different aspects of each objective utilizing both melons and tomatoes as case studies. At Purdue: An expert system was developed to measure variances in human grading. Data were acquired from eight sensors: vision, two firmness sensors (destructive and nondestructive), chlorophyll from fluorescence, color sensor, electronic sniffer for odor detection, refractometer and a scale (mass). Data were analyzed and provided input for five classification models. Chlorophyll from fluorescence was found to give the best estimation for ripeness stage while the combination of machine vision and firmness from impact performed best for quality sorting. A new algorithm was developed to estimate and minimize training size for supervised classification. A new criteria was established to choose a training set such that a recurrent auto-associative memory neural network is stabilized. Moreover, this method provides for rapid and accurate updating of the classifier over growing seasons, production environments and cultivars. Different classification approaches (parametric and non-parametric) for grading were examined. Statistical methods were found to be as accurate as neural networks in grading. Classification models by voting did not enhance the classification significantly. A hybrid model that incorporated heuristic rules and either a numerical classifier or neural network was found to be superior in classification accuracy with half the required processing of solely the numerical classifier or neural network. In Israel: A multi-sensing approach utilizing non-destructive sensors was developed. Shape, color, stem identification, surface defects and bruises were measured using a color image processing system. Flavor parameters (sugar, acidity, volatiles) and ripeness were measured using a near-infrared system and an electronic sniffer. Mechanical properties were measured using three sensors: drop impact, resonance frequency and cyclic deformation. Classification algorithms for quality sorting of fruit based on multi-sensory data were developed and implemented. The algorithms included a dynamic artificial neural network, a back propagation neural network and multiple linear regression. Results indicated that classification based on multiple sensors may be applied in real-time sorting and can improve overall classification. Advanced image processing algorithms were developed for shape determination, bruise and stem identification and general color and color homogeneity. An unsupervised method was developed to extract necessary vision features. The primary advantage of the algorithms developed is their ability to learn to determine the visual quality of almost any fruit or vegetable with no need for specific modification and no a-priori knowledge. Moreover, since there is no assumption as to the type of blemish to be characterized, the algorithm is capable of distinguishing between stems and bruises. This enables sorting of fruit without knowing the fruits' orientation. A new algorithm for on-line clustering of data was developed. The algorithm's adaptability is designed to overcome some of the difficulties encountered when incrementally clustering sparse data and preserves information even with memory constraints. Large quantities of data (many images) of high dimensionality (due to multiple sensors) and new information arriving incrementally (a function of the temporal dynamics of any natural process) can now be processed. Furhermore, since the learning is done on-line, it can be implemented in real-time. The methodology developed was tested to determine external quality of tomatoes based on visual information. An improved model for color sorting which is stable and does not require recalibration for each season was developed for color determination. Excellent classification results were obtained for both color and firmness classification. Results indicted that maturity classification can be obtained using a drop-impact and a vision sensor in order to predict the storability and marketing of harvested fruits. In conclusion: We have been able to define quantitatively the critical parameters in the quality sorting and grading of both fresh market cantaloupes and tomatoes. We have been able to accomplish this using nondestructive measurements and in a manner consistent with expert human grading and in accordance with market acceptance. This research constructed and used large databases of both commodities, for comparative evaluation and optimization of expert system, statistical and/or neural network models. The models developed in this research were successfully tested, and should be applicable to a wide range of other fruits and vegetables. These findings are valuable for the development of on-line grading and sorting of agricultural produce through the incorporation of multiple measurement inputs that rapidly define quality in an automated manner, and in a manner consistent with the human graders and inspectors.
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