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2016 | OriginalPaper | Buchkapitel

How to Build Trust-Aware Voting Advice Applications?

verfasst von : Aigul Kaskina, Nevena Radovanovic

Erschienen in: Electronic Government and the Information Systems Perspective

Verlag: Springer International Publishing

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Abstract

Voting advice applications (VAAs) are intelligent systems that provide personalized recommendations of political candidate/party to a voter with regard to her/his political attitudes. The existing gaps related to the improvements of the system design will be addressed in this paper. The paper presents a trust-aware Voting Advice Application which aims to improve the recommendation accuracy, in this way to facilitate voter’s decision-making processes and enhance citizens’ participation in eDemocracy. By establishing the candidates-to-voters communication via the forum channel, alternatively to traditional VAAs, the proposed system calculates the similarity of political profiles between voters and candidates including into the computation the candidates’ reputation based on her/his behaviour within the forum. To test the proposed prototype, the evaluation framework has been designed, and a user study has been conducted. The results show that trust-aware VAAs give satisfactorily accurate and helpful recommendations. Furthermore, causal relationships of the evaluated constructs demonstrate that by participating in forum discussions, a user can improve the accuracy of her/his recommendation that is further helpful in her/his decision-making processes.

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Fußnoten
1
Politools is a private, non-profit, politically neutral association in Bern.
 
Literatur
1.
Zurück zum Zitat Chirita, P.-A., Nejdl, W., Zamfir, C.: Preventing shilling attacks in online recommender systems. In: Proceedings of the Seventh ACM International Workshop on Web Information and Data Management - WIDM 2005, pp. 67–74 (2005) Chirita, P.-A., Nejdl, W., Zamfir, C.: Preventing shilling attacks in online recommender systems. In: Proceedings of the Seventh ACM International Workshop on Web Information and Data Management - WIDM 2005, pp. 67–74 (2005)
2.
Zurück zum Zitat Guo, G., Zhang, J., Thalmann, D., Basu, A., Yorke-Smith, N.: From ratings to trust. In: Proceedings of the 29th Annual ACM Symposium on Applied Computing - SAC 2014, pp. 248–253 (2014) Guo, G., Zhang, J., Thalmann, D., Basu, A., Yorke-Smith, N.: From ratings to trust. In: Proceedings of the 29th Annual ACM Symposium on Applied Computing - SAC 2014, pp. 248–253 (2014)
3.
Zurück zum Zitat Massa, P., Bhattacharjee, B.: Using trust in recommender systems: an experimental analysis. In: Jensen, C., Poslad, S., Dimitrakos, T. (eds.) iTrust 2004. LNCS, vol. 2995, pp. 221–235. Springer, Heidelberg (2004)CrossRefMATH Massa, P., Bhattacharjee, B.: Using trust in recommender systems: an experimental analysis. In: Jensen, C., Poslad, S., Dimitrakos, T. (eds.) iTrust 2004. LNCS, vol. 2995, pp. 221–235. Springer, Heidelberg (2004)CrossRefMATH
4.
Zurück zum Zitat Victor, P., Cornelis, C., Cock, M.D., Silva, P.P.D.: Gradual trust and distrust in recommender systems. Fuzzy Sets Syst. 160, 1367–1382 (2009)MathSciNetCrossRefMATH Victor, P., Cornelis, C., Cock, M.D., Silva, P.P.D.: Gradual trust and distrust in recommender systems. Fuzzy Sets Syst. 160, 1367–1382 (2009)MathSciNetCrossRefMATH
5.
Zurück zum Zitat Knijnenburg, B.P., Willemsen, M.C., Gantner, Z., Soncu, H., Newell, C.: Explaining the user experience of recommender systems. User Model. User-Adap. Interact. 22, 441–504 (2012)CrossRef Knijnenburg, B.P., Willemsen, M.C., Gantner, Z., Soncu, H., Newell, C.: Explaining the user experience of recommender systems. User Model. User-Adap. Interact. 22, 441–504 (2012)CrossRef
6.
Zurück zum Zitat Pu, P., Chen, L., Hu, R.: Evaluating recommender systems from the user’s perspective: survey of the state of the art. User Model. User-Adap. Interact. 22, 317–355 (2012)CrossRef Pu, P., Chen, L., Hu, R.: Evaluating recommender systems from the user’s perspective: survey of the state of the art. User Model. User-Adap. Interact. 22, 317–355 (2012)CrossRef
7.
Zurück zum Zitat Nunes, M., Cerri, S.A., Blanc, N.: Improving recommendations by using personality traits in user profiles. In: International Conferences on Knowledge Management and New Media Technology, pp. 92–100 (2008) Nunes, M., Cerri, S.A., Blanc, N.: Improving recommendations by using personality traits in user profiles. In: International Conferences on Knowledge Management and New Media Technology, pp. 92–100 (2008)
8.
Zurück zum Zitat Park, D.H., Kim, H.K., Choi, I.Y., Kim, J.K.: A literature review and classification of recommender systems research. Expert Syst. Appl. 39, 10059–10072 (2012)CrossRef Park, D.H., Kim, H.K., Choi, I.Y., Kim, J.K.: A literature review and classification of recommender systems research. Expert Syst. Appl. 39, 10059–10072 (2012)CrossRef
9.
Zurück zum Zitat Katakis, I., Tsapatsoulis, N., Mendez, F., Triga, V., Djouvas, C.: Social voting advice applications-definitions, challenges, datasets and evaluation. IEEE Trans. Cybern. 44, 1039–1052 (2014)CrossRef Katakis, I., Tsapatsoulis, N., Mendez, F., Triga, V., Djouvas, C.: Social voting advice applications-definitions, challenges, datasets and evaluation. IEEE Trans. Cybern. 44, 1039–1052 (2014)CrossRef
10.
Zurück zum Zitat Mendez, F.: What’s behind a matching algorithm: a critical assessment of how VAAs produce voting recommendations. In: Matching Voters with Parties and Candidates Voting Advice Applications in Comparative Perspective, pp. 49–66 (2014) Mendez, F.: What’s behind a matching algorithm: a critical assessment of how VAAs produce voting recommendations. In: Matching Voters with Parties and Candidates Voting Advice Applications in Comparative Perspective, pp. 49–66 (2014)
11.
Zurück zum Zitat Walgrave, S., Nuytemans, M., Pepermans, K.: Voting aid applications and the effect of statement selection. West Eur. Polit. 32, 1161–1180 (2009)CrossRef Walgrave, S., Nuytemans, M., Pepermans, K.: Voting aid applications and the effect of statement selection. West Eur. Polit. 32, 1161–1180 (2009)CrossRef
12.
Zurück zum Zitat Fivaz, J., Schwarz, D.: Nailing the pudding to the wall - e-Democracy as catalyst for transparency and accountability. In: Paper Presented at the International Conference on Direct Democracy in Latin America, Buenos Aires, Argentina (2007) Fivaz, J., Schwarz, D.: Nailing the pudding to the wall - e-Democracy as catalyst for transparency and accountability. In: Paper Presented at the International Conference on Direct Democracy in Latin America, Buenos Aires, Argentina (2007)
13.
Zurück zum Zitat Teran, L., Ladner, A., Fivaz, J., Gerber, S.: Using a fuzzy-based cluster algorithm for recommending candidates in e-Elections. In: Applications and Classifications Fuzzy Methods for Customer Relationship Management and Marketing, pp. 115–138 (2012) Teran, L., Ladner, A., Fivaz, J., Gerber, S.: Using a fuzzy-based cluster algorithm for recommending candidates in e-Elections. In: Applications and Classifications Fuzzy Methods for Customer Relationship Management and Marketing, pp. 115–138 (2012)
14.
Zurück zum Zitat Djouvas, C., Tsapatsoulis, N.: A view behind the scene: data structures and software architecture of a VAA. In: 2014 9th International Workshop on Semantic and Social Media Adaptation and Personalization, pp. 136–141 (2014) Djouvas, C., Tsapatsoulis, N.: A view behind the scene: data structures and software architecture of a VAA. In: 2014 9th International Workshop on Semantic and Social Media Adaptation and Personalization, pp. 136–141 (2014)
15.
Zurück zum Zitat Garzia, D., Marschall, S.: Voting Advice Applications under review: the state of research. IJEG Int. J. Electron. Gov. 5, 203–222 (2012) Garzia, D., Marschall, S.: Voting Advice Applications under review: the state of research. IJEG Int. J. Electron. Gov. 5, 203–222 (2012)
16.
Zurück zum Zitat Ray, S., Mahanti, A.: Improving prediction accuracy in trust-aware recommender systems. In: 2010 43rd Hawaii International Conference on System Sciences, pp. 1–9 (2010) Ray, S., Mahanti, A.: Improving prediction accuracy in trust-aware recommender systems. In: 2010 43rd Hawaii International Conference on System Sciences, pp. 1–9 (2010)
17.
Zurück zum Zitat Pu, P., Chen, L., Hu, R.: A user-centric evaluation framework for recommender systems. In: Proceedings of the Fifth ACM conference on Recommender systems - RecSys 2011, pp. 157–164 (2011) Pu, P., Chen, L., Hu, R.: A user-centric evaluation framework for recommender systems. In: Proceedings of the Fifth ACM conference on Recommender systems - RecSys 2011, pp. 157–164 (2011)
18.
Zurück zum Zitat Luis, F.T.T.: SmartParticipation A Fuzzy-Based Recommender System for Political Community-Building. Springer, Cham (2014) Luis, F.T.T.: SmartParticipation A Fuzzy-Based Recommender System for Political Community-Building. Springer, Cham (2014)
19.
Zurück zum Zitat Aragones, E., Palfrey, T., Postlewaite, A.: Political reputations and campaign promises. J. Eur. Econ. Assoc. 5, 846–884 (2007)CrossRef Aragones, E., Palfrey, T., Postlewaite, A.: Political reputations and campaign promises. J. Eur. Econ. Assoc. 5, 846–884 (2007)CrossRef
20.
Zurück zum Zitat Kaskina, A., Meier, A.: Integrating privacy and trust in voting advice applications. In: 2016 Third International Conference on eDemocracy & eGovernment (ICEDEG) (2016) Kaskina, A., Meier, A.: Integrating privacy and trust in voting advice applications. In: 2016 Third International Conference on eDemocracy & eGovernment (ICEDEG) (2016)
21.
Zurück zum Zitat Avesani, P., Massa, P., Tiella, R.: Moleskiing. it: a trust-aware recommender system for ski mountaineering. Int. J. Infonomics 20(35), 1–10 (2005) Avesani, P., Massa, P., Tiella, R.: Moleskiing. it: a trust-aware recommender system for ski mountaineering. Int. J. Infonomics 20(35), 1–10 (2005)
22.
Zurück zum Zitat Victor, P., Cock, M.D., Cornelis, C.: Trust and recommendations. In: Ricci, F., Rokach, L., Shapira, B., Kantor, P.B. (eds.) Recommender Systems Handbook, pp. 645–675. Springer, New York (2010) Victor, P., Cock, M.D., Cornelis, C.: Trust and recommendations. In: Ricci, F., Rokach, L., Shapira, B., Kantor, P.B. (eds.) Recommender Systems Handbook, pp. 645–675. Springer, New York (2010)
23.
Zurück zum Zitat Abdul-Rahman, A., Hailes, S.: Supporting trust in virtual communities. In: Proceedings of the 33rd Annual Hawaii International Conference on System Sciences (2000) Abdul-Rahman, A., Hailes, S.: Supporting trust in virtual communities. In: Proceedings of the 33rd Annual Hawaii International Conference on System Sciences (2000)
24.
Zurück zum Zitat Josang, A., Ismail, R., Boyd, C.: A survey of trust and reputation systems for online service provision. Decis. Support Syst. 43, 618–644 (2007)CrossRef Josang, A., Ismail, R., Boyd, C.: A survey of trust and reputation systems for online service provision. Decis. Support Syst. 43, 618–644 (2007)CrossRef
Metadaten
Titel
How to Build Trust-Aware Voting Advice Applications?
verfasst von
Aigul Kaskina
Nevena Radovanovic
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-44159-7_4