Skip to main content
Top
Published in: Electronic Commerce Research 4/2019

04-03-2019

Understanding the topics of export cross-border e-commerce consumers feedback: an LDA approach

Authors: Jian Mou, Gang Ren, Chunxiu Qin, Kerry Kurcz

Published in: Electronic Commerce Research | Issue 4/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Cross-border e-commerce (CBEC) has become an important channel to help Chinese firms enter the international market. The recent influx in the development of CEBC has caused a simultaneous influx in accumulation of valuable text data such as consumer feedback. To better understand consumer feedback, we explored the topics of feedback posted directly by customers. We employed the Latent Dirichlet Allocation model to explore the topics focused on most; we found that 35 primary topics were most mentioned by both buyers and sellers.  Based on our findings, the sellers regarded commission, product audit, communication between seller and buyer, order management and traffic  as the most crucial. Buyers mentioned return and refund, product tracking, product description, shipping time, and seller performance significantly more than other topics. This study will help contribute to the understanding of how consumer feedback will help firms in many ways, including but not limited to recovering service and product failures, audit internal functions, and improving product quality.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Footnotes
1
Haitao means Chinese consumers purchase products from abroad.
 
Literature
1.
go back to reference Abdallah, F. (2014). Postal service innovation: New value propositions to enable international e-commerce. In M. Finger, et al. (Eds.), Postal services in the digital age. Amsterdam: IOS Press. Abdallah, F. (2014). Postal service innovation: New value propositions to enable international e-commerce. In M. Finger, et al. (Eds.), Postal services in the digital age. Amsterdam: IOS Press.
2.
go back to reference Bach, S. B., & Kim, S. (2012). Online consumer complaint behaviors: The dynamics of service failures, consumers’ word of mouth, and organization–consumer relationships. International Journal of Strategic Communication,6(1), 59–76. Bach, S. B., & Kim, S. (2012). Online consumer complaint behaviors: The dynamics of service failures, consumers’ word of mouth, and organization–consumer relationships. International Journal of Strategic Communication,6(1), 59–76.
3.
go back to reference Bagheri, A., Saraee, M., & de Jong, F. (2014). ADM-LDA: An aspect detection model based on topic modelling using the structure of review sentences. Journal of Information Science,40(5), 621–636. Bagheri, A., Saraee, M., & de Jong, F. (2014). ADM-LDA: An aspect detection model based on topic modelling using the structure of review sentences. Journal of Information Science,40(5), 621–636.
4.
go back to reference Balagué, C., & Valck, K. D. (2013). Using blogs to solicit consumer feedback: The role of directive questioningversus no questioning. Journal of Interactive Marketing, 27(1), 62–73. Balagué, C., & Valck, K. D. (2013). Using blogs to solicit consumer feedback: The role of directive questioningversus no questioning. Journal of Interactive Marketing, 27(1), 62–73.
5.
go back to reference Baumeister, R. F., Bratslavsky, E., Finkenauer, C., & Vohs, K. D. (2001). Bad is stronger than good. Review of General Psychology,5, 323–370. Baumeister, R. F., Bratslavsky, E., Finkenauer, C., & Vohs, K. D. (2001). Bad is stronger than good. Review of General Psychology,5, 323–370.
6.
go back to reference Beser, A., Lackes, R., & Siepermann, M. (2017). Silence is golden-when firms should react to negative word of mouth. In Proceedings of the 25th European conference on information systems (ECIS), Guimarães, Portugal, June 5–10 (pp. 2136–2152). Beser, A., Lackes, R., & Siepermann, M. (2017). Silence is golden-when firms should react to negative word of mouth. In Proceedings of the 25th European conference on information systems (ECIS), Guimarães, Portugal, June 5–10 (pp. 2136–2152).
7.
go back to reference Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent Dirichlet Allocation. Journal of Machine Learning Research,3, 993–1022. Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent Dirichlet Allocation. Journal of Machine Learning Research,3, 993–1022.
8.
go back to reference De Keyzer, F., Dens, N., & De Pelsmacker, P. (2017). Don’t be so emotional! How tone of voice and service type affect the relationship between message valence and consumer responses to WOM in social media. Online Information Review,41(7), 905–920. De Keyzer, F., Dens, N., & De Pelsmacker, P. (2017). Don’t be so emotional! How tone of voice and service type affect the relationship between message valence and consumer responses to WOM in social media. Online Information Review,41(7), 905–920.
9.
go back to reference Fernandes, T., & Fernandes, F. (2017). Social media and tourism: The case of e-complaints on TripAdvisor. Marketing at the conference between entertainment and analytics (pp. 825–829). Fernandes, T., & Fernandes, F. (2017). Social media and tourism: The case of e-complaints on TripAdvisor. Marketing at the conference between entertainment and analytics (pp. 825–829).
10.
go back to reference Gerdes, J, Jr., Stringam, B. B., & Brookshire, R. G. (2008). An integrative approach to assess qualitativeand quantitative consumer feedback. Electronic Commerce Research, 8(4), 217–234. Gerdes, J, Jr., Stringam, B. B., & Brookshire, R. G. (2008). An integrative approach to assess qualitativeand quantitative consumer feedback. Electronic Commerce Research, 8(4), 217–234.
11.
go back to reference Gomez-Herrera, E., Martens, B., & Turlea, G. (2014). The drivers and impediments for cross-border e-commerce in the EU. Information Economics and Policy,8, 83–96. Gomez-Herrera, E., Martens, B., & Turlea, G. (2014). The drivers and impediments for cross-border e-commerce in the EU. Information Economics and Policy,8, 83–96.
12.
go back to reference Griffiths, T. L., & Steyvers, M. (2004). Finding scientific topics. Proceedings of the National Academy of Sciences of the United States of America, 101(S1), 5228–5235. Griffiths, T. L., & Steyvers, M. (2004). Finding scientific topics. Proceedings of the National Academy of Sciences of the United States of America, 101(S1), 5228–5235.
13.
go back to reference Guo, Y., Bao, Y., Stuart, B. J., & Le-Nguyen, K. (2018). To sell or not to sell: Exploring sellers’ trust and risk of chargeback fraud in cross-border electronic commerce. Information Systems Journal,28, 359–383. Guo, Y., Bao, Y., Stuart, B. J., & Le-Nguyen, K. (2018). To sell or not to sell: Exploring sellers’ trust and risk of chargeback fraud in cross-border electronic commerce. Information Systems Journal,28, 359–383.
14.
go back to reference Harrison-Walker, L. J. (2001). E-complaining: A content analysis of an Internet complaint forum. Journal of Services Marketing,15(5), 397–412. Harrison-Walker, L. J. (2001). E-complaining: A content analysis of an Internet complaint forum. Journal of Services Marketing,15(5), 397–412.
15.
go back to reference Holslag, J. (2017). How China’s new silk road threatens European trade. The International Spectator,52(1), 46–60. Holslag, J. (2017). How China’s new silk road threatens European trade. The International Spectator,52(1), 46–60.
16.
go back to reference Hu, N., Tian, G., Liu, L., Liang, B., & Gao, Y. (2012). Do links matter? An investigation of the impact of consumer feedback, recommendation networks, and price bundling on sales. IEEE Transactions of Engineering Management,59(2), 189–200. Hu, N., Tian, G., Liu, L., Liang, B., & Gao, Y. (2012). Do links matter? An investigation of the impact of consumer feedback, recommendation networks, and price bundling on sales. IEEE Transactions of Engineering Management,59(2), 189–200.
17.
go back to reference Huang, S. L, & Chang, Y. C. (2017). Factors that impact consumers’ intention to shop on foreign online stores. In Proceedings of the 50th Hawaii international conference on system sciences (pp. 3981–3990). Huang, S. L, & Chang, Y. C. (2017). Factors that impact consumers’ intention to shop on foreign online stores. In Proceedings of the 50th Hawaii international conference on system sciences (pp. 3981–3990).
18.
go back to reference Hur, K., Kim, T. T., Karatepe, O. M., & Lee, G. (2017). An exploration of the factors influencing social media continuance usage and information sharing intentions among Korean travelers. Tourism Management,63, 170–178. Hur, K., Kim, T. T., Karatepe, O. M., & Lee, G. (2017). An exploration of the factors influencing social media continuance usage and information sharing intentions among Korean travelers. Tourism Management,63, 170–178.
19.
go back to reference Hussain, S., Ahmed, W., Jafa, R. M. S., Rabnawaz, A., & Jianzhou, Y. (2017). eWOM source credibility, perceived risk and food product customer’s information adoption. Computers in Human Behavior,66, 96–102. Hussain, S., Ahmed, W., Jafa, R. M. S., Rabnawaz, A., & Jianzhou, Y. (2017). eWOM source credibility, perceived risk and food product customer’s information adoption. Computers in Human Behavior,66, 96–102.
20.
go back to reference Istanbulluoglu, D. (2017). Complaint handling on social media: The impact of multiple response times on consumer satisfaction. Computers in Human Behavior,74, 72–82. Istanbulluoglu, D. (2017). Complaint handling on social media: The impact of multiple response times on consumer satisfaction. Computers in Human Behavior,74, 72–82.
21.
go back to reference James, T. L., Calderon, E. D. V., & Cook, D. F. (2017). Exploring patient perceptions of healthcare service quality through analysis of unstructured feedback. Expert Systems with Applications,71, 479–492. James, T. L., Calderon, E. D. V., & Cook, D. F. (2017). Exploring patient perceptions of healthcare service quality through analysis of unstructured feedback. Expert Systems with Applications,71, 479–492.
22.
go back to reference Jiao, Z. L. (2016). Modes and development characteristics of China’s cross-border e-commerce logistics. In B. Liu, et al. (Eds.), Contemporary logistics in China, Current Chinese Economic Report Series. Berlin: Springer. Jiao, Z. L. (2016). Modes and development characteristics of China’s cross-border e-commerce logistics. In B. Liu, et al. (Eds.), Contemporary logistics in China, Current Chinese Economic Report Series. Berlin: Springer.
23.
go back to reference Kim, M., Park, Y., & Yoon, J. (2016). Generating patent development maps for technology monitoring using semantic patent-topic analysis. Computers and Industrial Engineering,98, 289–299. Kim, M., Park, Y., & Yoon, J. (2016). Generating patent development maps for technology monitoring using semantic patent-topic analysis. Computers and Industrial Engineering,98, 289–299.
24.
go back to reference Kim, T. Y., Dekker, R., & Heij, C. (2017). Cross-border electronic commerce: Distance effects and express delivery in European Union markets. International Journal of Electronic Commerce,21(2), 184–218. Kim, T. Y., Dekker, R., & Heij, C. (2017). Cross-border electronic commerce: Distance effects and express delivery in European Union markets. International Journal of Electronic Commerce,21(2), 184–218.
25.
go back to reference Lau, H. F., Sin, L. Y., & Chan, K. K. (2005). Chinese cross-border shopping: An empirical study. Journal of Hospitality and Tourism Research,29(1), 110–133. Lau, H. F., Sin, L. Y., & Chan, K. K. (2005). Chinese cross-border shopping: An empirical study. Journal of Hospitality and Tourism Research,29(1), 110–133.
26.
go back to reference Lesma, V. R. B., & Okada, H. (2012). Influence of website attributes on consumer acceptance of cross-border electronic commerce. In Proceedings of 14th international conference on advanced communication technology (pp. 1174–1177). Lesma, V. R. B., & Okada, H. (2012). Influence of website attributes on consumer acceptance of cross-border electronic commerce. In Proceedings of 14th international conference on advanced communication technology (pp. 1174–1177).
27.
go back to reference Liginlal, D., Ahmad, R., Meeds, R., & Gopinath, P. (2017). Metaphorical expressions in e-commerce: A study of arabic language websites. Journal of Global Information Technology Management,20(2), 75–90. Liginlal, D., Ahmad, R., Meeds, R., & Gopinath, P. (2017). Metaphorical expressions in e-commerce: A study of arabic language websites. Journal of Global Information Technology Management,20(2), 75–90.
28.
go back to reference Liu, C., & Hong, J. (2016). Strategies and service innovations of haitao business in the Chinese market: A comparative case study of Amazon.cn vs Gmarket.co.kr. Asia Pacific Journal of Innovation and Entrepreneurship,10(1), 101–121. Liu, C., & Hong, J. (2016). Strategies and service innovations of haitao business in the Chinese market: A comparative case study of Amazon.cn vs Gmarket.co.kr. Asia Pacific Journal of Innovation and Entrepreneurship,10(1), 101–121.
29.
go back to reference Lu, Y., Zhang, P., Liu, J., Li, J., & Deng, S. (2013). Health-related hot topic detection in online communities using text clustering. PLoS ONE,8(2), e56221. Lu, Y., Zhang, P., Liu, J., Li, J., & Deng, S. (2013). Health-related hot topic detection in online communities using text clustering. PLoS ONE,8(2), e56221.
30.
go back to reference Ma, S., Chai, Y., & Zhang, H. (2018). Rise of cross-border e-commerce exports in China. China and World Economy,26(3), 63–87. Ma, S., Chai, Y., & Zhang, H. (2018). Rise of cross-border e-commerce exports in China. China and World Economy,26(3), 63–87.
31.
go back to reference Mauri, A. G., & Minazzi, R. (2013). Web reviews influence on expectations and purchasing intentions of hotel potential customers. International Journal of Hospitality Management,34, 99–107. Mauri, A. G., & Minazzi, R. (2013). Web reviews influence on expectations and purchasing intentions of hotel potential customers. International Journal of Hospitality Management,34, 99–107.
32.
go back to reference Mohammad, S., & Turney, P. (2010). In Proceedings of the NAACL-HLT 2010 workshop on computational approaches to analysis and generation of emotion in text, June 2010, LA, California. Mohammad, S., & Turney, P. (2010). In Proceedings of the NAACL-HLT 2010 workshop on computational approaches to analysis and generation of emotion in text, June 2010, LA, California.
33.
go back to reference Mou, J., Cohen, J., Dou, Y. X., & Zhang, B. (2017). Predicting buyers’ repurchase intentions in cross-border e-commerce: A valence framework perspective. In Proceedings of the 25th European conference on information systems, Guimaraes, Portugal. Mou, J., Cohen, J., Dou, Y. X., & Zhang, B. (2017). Predicting buyers’ repurchase intentions in cross-border e-commerce: A valence framework perspective. In Proceedings of the 25th European conference on information systems, Guimaraes, Portugal.
34.
go back to reference Nikolenko, S. I., Koltcov, S., & Koltsova, O. (2017). Topic modelling for qualitative studies. Journal of Information Science,43(1), 88–102. Nikolenko, S. I., Koltcov, S., & Koltsova, O. (2017). Topic modelling for qualitative studies. Journal of Information Science,43(1), 88–102.
35.
go back to reference Pearson, M. M. (1976). A note on business replies to consumer letters of praise and complaint. Journal of Business Research,4(1), 61–68. Pearson, M. M. (1976). A note on business replies to consumer letters of praise and complaint. Journal of Business Research,4(1), 61–68.
36.
go back to reference Plutchik, R. (1980). Emotion: A psychoevolutionary synthesis. New York: Harpercollins College Division. Plutchik, R. (1980). Emotion: A psychoevolutionary synthesis. New York: Harpercollins College Division.
37.
go back to reference Rozin, P., & Royzman, E. B. (2001). Negativity bias, negativity dominance, and contagion paul. Personality and Social Psychology Review,5, 296–320. Rozin, P., & Royzman, E. B. (2001). Negativity bias, negativity dominance, and contagion paul. Personality and Social Psychology Review,5, 296–320.
38.
go back to reference Shi, Z., Lee, G. M., & Whinston, A. B. (2016). Toward a better measure of business proximity: Topic modeling for industry intelligence. MIS Quarterly,40(4), 1035–1056. Shi, Z., Lee, G. M., & Whinston, A. B. (2016). Toward a better measure of business proximity: Topic modeling for industry intelligence. MIS Quarterly,40(4), 1035–1056.
39.
go back to reference Singh, N., Park, J. E., Chun, W., Moura, F. T., & Kim, S. H. (2017). Strategic insights into localizing web communications: Evidence from South Korea. The DATA BASE for Advances in information Systems,48(3), 69–82. Singh, N., Park, J. E., Chun, W., Moura, F. T., & Kim, S. H. (2017). Strategic insights into localizing web communications: Evidence from South Korea. The DATA BASE for Advances in information Systems,48(3), 69–82.
40.
go back to reference Sipilä, J., Herold, K., Tarkiainen, A., & Sundqvist, S. (2017). The influence of word-of-mouth on attitudinal ambivalence during the higher education decision-making process. Journal of Business Research,80, 176–187. Sipilä, J., Herold, K., Tarkiainen, A., & Sundqvist, S. (2017). The influence of word-of-mouth on attitudinal ambivalence during the higher education decision-making process. Journal of Business Research,80, 176–187.
42.
go back to reference Sullivan, P., Bonn, M. A., Bhardwaj, V., & DuPont, A. (2012). Mexican national cross-border shopping: Exploration of retail tourism. Journal of Retailing and Consumer Services,19, 596–604. Sullivan, P., Bonn, M. A., Bhardwaj, V., & DuPont, A. (2012). Mexican national cross-border shopping: Exploration of retail tourism. Journal of Retailing and Consumer Services,19, 596–604.
43.
go back to reference Torres, E. N., Adler, H., & Behnke, C. (2014). Stars, diamonds, and other shiny things: The use of expert and consumer feedback in the hotel industry. Journal of Hospitality and Tourism Management,21, 34–43. Torres, E. N., Adler, H., & Behnke, C. (2014). Stars, diamonds, and other shiny things: The use of expert and consumer feedback in the hotel industry. Journal of Hospitality and Tourism Management,21, 34–43.
44.
go back to reference Turban, E., Outland, J., King, D., Lee, J. K., Liang, T. P., Turban, D. C. (2018). Electronic commerce payment systems. In: Electronic Commerce 2018. Springer Texts in Business and Economics. Cham: Springer. Turban, E., Outland, J., King, D., Lee, J. K., Liang, T. P., Turban, D. C. (2018). Electronic commerce payment systems. In: Electronic Commerce 2018. Springer Texts in Business and Economics. Cham: Springer.
45.
go back to reference Valarezo, Á., Pérez-Amaral, T., & Garín-Muñoz, T. (2018). Drivers and barriers to cross-border e-commerce: Evidence from Spanish individual behavior. Telecommunications Policy,42, 464–473. Valarezo, Á., Pérez-Amaral, T., & Garín-Muñoz, T. (2018). Drivers and barriers to cross-border e-commerce: Evidence from Spanish individual behavior. Telecommunications Policy,42, 464–473.
46.
go back to reference Wang, L., Chai, Y., Liu, Y., & Xu, Y. (2015). Qualitative analysis of cross-border e-commerce. In IEEE 12th international conference on e-business engineering (pp. 166–172). Wang, L., Chai, Y., Liu, Y., & Xu, Y. (2015). Qualitative analysis of cross-border e-commerce. In IEEE 12th international conference on e-business engineering (pp. 166–172).
47.
go back to reference Wang, L., Yang, J., & Yin, S. (2015). Electronic commerce international logistics performance influence factor analysis. International Journal of Mobile Communications,13(5), 498–509. Wang, L., Yang, J., & Yin, S. (2015). Electronic commerce international logistics performance influence factor analysis. International Journal of Mobile Communications,13(5), 498–509.
48.
go back to reference Wang, Y., Wang, Y., & Lee, S. H. (2017). The effect of cross-border e-commerce on China’s international trade: An empirical study based on transaction cost analysis. Sustainability,9(11), 2028. Wang, Y., Wang, Y., & Lee, S. H. (2017). The effect of cross-border e-commerce on China’s international trade: An empirical study based on transaction cost analysis. Sustainability,9(11), 2028.
49.
go back to reference Wu, L. (2013). Social network effects on productivity and job security: Evidence from the adoption of a social networking tool. Information Systems Research,24(1), 30–51. Wu, L. (2013). Social network effects on productivity and job security: Evidence from the adoption of a social networking tool. Information Systems Research,24(1), 30–51.
50.
go back to reference Wu, I. L., & Huang, C. Y. (2015). Analyzing complaint intentions in online shopping: The antecedents of justice and technology use and the mediator of customer satisfaction. Behaviour and Information Technology,34(1), 69–80. Wu, I. L., & Huang, C. Y. (2015). Analyzing complaint intentions in online shopping: The antecedents of justice and technology use and the mediator of customer satisfaction. Behaviour and Information Technology,34(1), 69–80.
51.
go back to reference Xianghua, F., Guo, L., Yanyan, G., & Zhiqiang, W. (2013). Multi-aspect sentiment analysis for Chinese online social reviews based on topic modeling and HowNet lexicon. Knowledge-Based Systems,37, 186–195. Xianghua, F., Guo, L., Yanyan, G., & Zhiqiang, W. (2013). Multi-aspect sentiment analysis for Chinese online social reviews based on topic modeling and HowNet lexicon. Knowledge-Based Systems,37, 186–195.
52.
go back to reference Xu, L., Lin, H., Pan, Y., Ren, H., & Chen, J. (2008). Constructing the affective lexicon ontology. Journal of the China Society for Scientific and Technical Information,27, 180–185. Xu, L., Lin, H., Pan, Y., Ren, H., & Chen, J. (2008). Constructing the affective lexicon ontology. Journal of the China Society for Scientific and Technical Information,27, 180–185.
53.
go back to reference Xu, H., Yang, W., & Wang, J. (2015). Hierarchical emotion classification and emotion component analysis on Chinese micro-blog posts. Expert Systems with Applications,42, 8745–8752. Xu, H., Yang, W., & Wang, J. (2015). Hierarchical emotion classification and emotion component analysis on Chinese micro-blog posts. Expert Systems with Applications,42, 8745–8752.
54.
go back to reference Yao, E., Fang, R., Dineen, B. R., & Yao, X. (2009). Effects of customer feedback level and (in)consistency on new product acceptance in the click-and-mortar context. Journal of Business Research,62, 1281–1288. Yao, E., Fang, R., Dineen, B. R., & Yao, X. (2009). Effects of customer feedback level and (in)consistency on new product acceptance in the click-and-mortar context. Journal of Business Research,62, 1281–1288.
55.
go back to reference Yeung, R. M. W., & Yee, W. M. S. (2012). A profile of the mainland Chinese cross-border shoppers: Cluster and discriminant analysis. Tourism Management Perspectives,4, 106–122. Yeung, R. M. W., & Yee, W. M. S. (2012). A profile of the mainland Chinese cross-border shoppers: Cluster and discriminant analysis. Tourism Management Perspectives,4, 106–122.
56.
go back to reference Zhang, Y., Zhang, G., Chen, H., Porter, A. L., Zhu, D., & Lu, J. (2016). Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research. Technological Forecasting and Social Change,105, 179–191. Zhang, Y., Zhang, G., Chen, H., Porter, A. L., Zhu, D., & Lu, J. (2016). Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research. Technological Forecasting and Social Change,105, 179–191.
57.
go back to reference Zirn, C., & Stuckenschmidt, H. (2014). Multidimensional topic analysis in political texts. Data and Knowledge Engineering,90, 38–53. Zirn, C., & Stuckenschmidt, H. (2014). Multidimensional topic analysis in political texts. Data and Knowledge Engineering,90, 38–53.
Metadata
Title
Understanding the topics of export cross-border e-commerce consumers feedback: an LDA approach
Authors
Jian Mou
Gang Ren
Chunxiu Qin
Kerry Kurcz
Publication date
04-03-2019
Publisher
Springer US
Published in
Electronic Commerce Research / Issue 4/2019
Print ISSN: 1389-5753
Electronic ISSN: 1572-9362
DOI
https://doi.org/10.1007/s10660-019-09338-7

Other articles of this Issue 4/2019

Electronic Commerce Research 4/2019 Go to the issue