{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,10]],"date-time":"2026-01-10T20:11:07Z","timestamp":1768075867925,"version":"3.49.0"},"reference-count":93,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2020,8,19]],"date-time":"2020-08-19T00:00:00Z","timestamp":1597795200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002527","name":"Kyonggi University","doi-asserted-by":"publisher","award":["Kyonggi University Research Grant 2019"],"award-info":[{"award-number":["Kyonggi University Research Grant 2019"]}],"id":[{"id":"10.13039\/501100002527","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information"],"abstract":"<jats:p>This study analyzed consumer intention to repurchase a smartphone, using an analysis of previous research and suggesting this as a research model. To this end, factors influencing \u201cintention to repurchase\u201d the smartphone were derived as social influence, consumer satisfaction, emotional loyalty, and habit. In addition, statistical analysis was conducted to investigate consumer repurchase intentions and the causal relationships. It is also possible to investigate whether consumer habits are linked to repurchases by analyzing their psychological inclinations; therefore, in this study, 390 people who repurchased a smartphone over the past two years were surveyed, and data were collected. This study analyzed the causal relationships among the factors using SPSS 24.0. Moreover, the causal relationship analysis was enhanced using the artificial neural network (ANN) algorithm. With multiple regression analysis and the ANN algorithm, consumer satisfaction (0.71), emotional loyalty (0.108), and social influence (0.062) were determined to affect the intention to repurchase. This means that the ANN algorithm can be used over multiple regression analysis and improve the results of the analysis. In addition, this study also provided practitioners with a way to improve their understanding of consumer behavior intention to repurchase smartphones.<\/jats:p>","DOI":"10.3390\/info11090400","type":"journal-article","created":{"date-parts":[[2020,8,19]],"date-time":"2020-08-19T09:22:31Z","timestamp":1597828951000},"page":"400","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["A Study of Consumer Repurchase Behaviors of Smartphones Using Artificial Neural Network"],"prefix":"10.3390","volume":"11","author":[{"given":"Hong Joo","family":"Lee","sequence":"first","affiliation":[{"name":"Department of Industrial and Management, Kyonggi University, Suwon, Gyeonggi 443760, Korea"}]}],"member":"1968","published-online":{"date-parts":[[2020,8,19]]},"reference":[{"key":"ref_1","unstructured":"(2020, July 31). Gallup Korea Daily Opinion. Available online: https:\/\/www.gallup.co.kr\/gallupdb\/reportContent.asp?seqN=1041."},{"key":"ref_2","unstructured":"Malara, N., and Dang, S. (2019, October 25). Verizon Earnings Beat Estimatesas Cheaper Plans Attract Customers. Available online: https:\/\/www.reuters.com\/article\/us-verizon-results\/verizon-earnings-beat-estimates-as-cheaper-plans-attract-customers-idUSKBN1X41D5."},{"key":"ref_3","first-page":"105","article-title":"Zero defections: Quality comes to services","volume":"68","author":"Reichheld","year":"1990","journal-title":"Harv. Bus. Rev."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1108\/eb039477","article-title":"Designing a customer retention plan","volume":"13","author":"DeSouza","year":"1992","journal-title":"J. Bus. Strategy"},{"key":"ref_5","first-page":"88","article-title":"Why satisfied customers defect","volume":"73","author":"Jones","year":"1995","journal-title":"Harv. Bus. Rev."},{"key":"ref_6","unstructured":"(2020, July 31). Average Lifespan (Replacement Cycle Length) of Smartphones in the United States from 2013 to 2022. Available online: https:\/\/www.statista.com\/statistics\/619788\/average-smartphone-life."},{"key":"ref_7","unstructured":"Ajzen, I., and Fishbein, M. (1980). Understanding Attitudes and Predicting Social Behavior, Prentice-Hall."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"505","DOI":"10.1086\/209277","article-title":"State versus action orientation and the theory of reasoned action: An application to coupon usage","volume":"18","author":"Bagozzi","year":"1992","journal-title":"J. Consum. Res."},{"key":"ref_9","unstructured":"Fishbein, M., and Ajzen, I. (1975). Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research, Addison-Wesley."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Kahneman, D., Slovic, S.P., Slovic, P., and Tversky, A. (1982). Judgment under Uncertainty: Heuristics and Biases, Cambridge University Press.","DOI":"10.1017\/CBO9780511809477"},{"key":"ref_11","unstructured":"Simon, H., Egidi, M., Viale, R., and Marris, R. (1992). Economics, Bounded Rationality and the Cognitive Revolution, Edward Elgar."},{"key":"ref_12","unstructured":"Hsu, H.-H., Chang, C.-Y., and Hsu, C.-H. (2017). Chapter 6\u2014Extreme learning machine and its applications in big data processing. Intelligent Data-Centric Systems, Academic Press."},{"key":"ref_13","unstructured":"Henkel, D., Houchaime, N., Locatelli, N., Singh, S., Zeithaml, V.A., and Bittner, M.J. (2006). The impact of emerging WLANs on incumbent cellular service providers in the U.S. M.J. Services Marketing, McGraw-Hill."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1016\/S0022-4359(00)00028-2","article-title":"Assessing the effects of quality, value, and customer satisfaction on consumer behavioural intentions in service environments","volume":"76","author":"Cronin","year":"2000","journal-title":"J. Retail."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1177\/0092070394222001","article-title":"Customer loyalty: Toward an integrated conceptual framework","volume":"22","author":"Dick","year":"1994","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1177\/002224376800500103","article-title":"A comparison of American and British repeat-buying habits","volume":"5","author":"Ehrenberg","year":"1968","journal-title":"J. Mark. Res."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1177\/002224377301000101","article-title":"Brand loyalty vs. repeat purchasing behavior","volume":"10","author":"Jacoby","year":"1973","journal-title":"J. Mark. Res."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"545","DOI":"10.1108\/02656710410536563","article-title":"Modeling repurchase frequency and customer satisfaction for fast food outlets","volume":"21","author":"Law","year":"2004","journal-title":"Int. J. Qual. Reliab. Manag."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1509\/jmkr.38.1.131.18832","article-title":"Satisfaction, repurchase intent, and repurchase behavior: Investigating the moderating effect of customer characteristics","volume":"38","author":"Mittal","year":"2001","journal-title":"J. Mark. Res."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1509\/jmkg.2005.69.4.26","article-title":"Do satisfied customers buy more? Examining moderating influences in a retailing context","volume":"69","author":"Seiders","year":"2005","journal-title":"J. Mark."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1111\/j.1745-6606.1994.tb00857.x","article-title":"Effect of a class action suit on consumer repurchase intentions","volume":"28","author":"Peyrot","year":"1994","journal-title":"J. Consum. Aff."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1108\/09564230410564939","article-title":"Customer orientation of service employees: Its impact on customer satisfaction, commitment, and retention","volume":"15","year":"2004","journal-title":"Int. J. Serv. Ind. Manag."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1177\/109467059800100202","article-title":"Measuring and managing the benefits of customer retention: An empirical investigation","volume":"1","author":"Narayandas","year":"1998","journal-title":"J. Serv. Res."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"430","DOI":"10.1108\/07363760610712975","article-title":"The royalty of loyalty: CRM, quality and retention","volume":"23","author":"Zineldin","year":"2006","journal-title":"J. Consum. Mark."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1177\/002224299405800302","article-title":"The commitment-trust theory of relationship marketing","volume":"58","author":"Morgan","year":"1994","journal-title":"J. Mark."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1002\/nvsm.284","article-title":"Exploring repurchase intention in a performing arts context: Who comes? and why do they come back?","volume":"12","author":"Hume","year":"2007","journal-title":"Int. J. Nonprofit Volunt. Sect. Mark."},{"key":"ref_27","unstructured":"Oliver, R.L. (2010). Satisfaction: A Behavioral Perspective on the Consumer, Routledge."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1177\/002224299505900205","article-title":"Return on Quality (ROQ): Making service quality financially accountable","volume":"59","author":"Rust","year":"1995","journal-title":"J. Mark."},{"key":"ref_29","first-page":"14","article-title":"An integrated model for customer online repurchase intention","volume":"52","author":"Wen","year":"2011","journal-title":"J. Comput. Inf. Syst."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/0378-8733(90)90021-Z","article-title":"Individual and network influences on the adoption and perceived outcomes of electronic messaging","volume":"12","author":"Rice","year":"1990","journal-title":"Soc. Netw."},{"key":"ref_31","unstructured":"Friedkin, N.E. (2006). A Structural Theory of Social Influence, Cambridge University Press."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1287\/mnsc.46.2.186.11926","article-title":"A theoretical extension of the technology acceptance model: Four longitudinal field studies","volume":"46","author":"Venkatesh","year":"2000","journal-title":"Manag. Sci."},{"key":"ref_33","first-page":"19","article-title":"Positive word of mouth marketing: Explaining the roles of value congruity and brand love","volume":"8","author":"Maisam","year":"2016","journal-title":"J. Compet."},{"key":"ref_34","first-page":"351","article-title":"An alternative perspective on relationships, loyalty and future store choice","volume":"15","author":"Dixon","year":"2005","journal-title":"Int. Rev. Retail. Distrib. Consum. Res."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1016\/j.ijinfomgt.2010.03.003","article-title":"Social behavior and brand devotion among iPhone innovators","volume":"30","author":"Cabusas","year":"2010","journal-title":"Int. J. Inf. Manag."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1007\/s10551-012-1358-7","article-title":"Determinants of consumer\u2019s willingness to purchase gray-market smartphones","volume":"114","author":"Liao","year":"2013","journal-title":"J. Bus. Ethics"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"732","DOI":"10.1002\/mar.20236","article-title":"Comparing the perceived value of information and entertainment mobile services","volume":"25","author":"Brush","year":"2008","journal-title":"Psychol. Mark."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"198","DOI":"10.1111\/j.1467-8721.2006.00435.x","article-title":"Habits\u2014A repeat performance","volume":"15","author":"Neal","year":"2006","journal-title":"Curr. Dir. Psychol. Sci."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1016\/j.dss.2012.05.021","article-title":"Re-examining the influence of trust on online repeat purchase intention: The moderating role of habit and its antecedents","volume":"53","author":"Chiu","year":"2012","journal-title":"Decis. Support Syst."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"705","DOI":"10.2307\/25148817","article-title":"How habit limits the predictive power of intention: The case of information systems continuance","volume":"31","author":"Limayem","year":"2007","journal-title":"MIS Q."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1287\/mksc.12.2.125","article-title":"The antecedents and consequences of customer satisfaction for firms","volume":"12","author":"Anderson","year":"1993","journal-title":"Mark. Sci."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1177\/002224299205600103","article-title":"A national customer satisfaction barometer: The Swedish experience","volume":"56","author":"Fornell","year":"1992","journal-title":"J. Mark."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1002\/mar.20121","article-title":"Why on-line customers remain with a particular e-retailer: An integrative model and empirical evidence","volume":"23","author":"Tsai","year":"2006","journal-title":"Psychol. Mark."},{"key":"ref_44","first-page":"67","article-title":"Have you heard the word? The effect of word of mouth on perceived justice, satisfaction and repurchase intentions following complaint handling","volume":"16","author":"Davidon","year":"2003","journal-title":"J. Consum. Satisf. Dissatisfaction Complain. Behav."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1057\/palgrave.fsm.4770129","article-title":"Forging relationships with services: The antecedents that have an impact on behavioural outcomes in the life insurance industry","volume":"8","author":"Durvasula","year":"2004","journal-title":"J. Financ. Serv. Mark."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1108\/08858620210419754","article-title":"Customer perceived value: A substitute for satisfaction in business markets?","volume":"17","author":"Eggert","year":"2002","journal-title":"J. Bus. Ind. Mark."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/j.jretai.2004.04.002","article-title":"The four levels of loyalty and the pivotal role of trust: A study of online service dynamics","volume":"80","author":"Harris","year":"2004","journal-title":"J. Retail."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/S0022-4359(00)00024-5","article-title":"Switching barrier sand repurchase intentions in services","volume":"76","author":"Jones","year":"2000","journal-title":"J. Retail."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1111\/j.1745-493X.2003.tb00157.x","article-title":"The impact of interpersonal satisfaction on repurchase decisions","volume":"39","author":"Preis","year":"2003","journal-title":"J. Supply Chain. Manag."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1177\/0092070301291002","article-title":"Customer satisfaction: A meta-analysis of the empirical evidence","volume":"29","author":"Szymanski","year":"2001","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1177\/0092070302303005","article-title":"Comparative evaluation and the relationship between quality, satisfaction, and repurchase loyalty","volume":"30","author":"Olsen","year":"2002","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_52","first-page":"18","article-title":"Testing an expanded attitude model of goal-directed behavior in a loyalty context","volume":"19","author":"Taylor","year":"2006","journal-title":"J. Consum. Satisf. Dissatisfaction Complain. Behav."},{"key":"ref_53","first-page":"76","article-title":"Measuring customer satisfaction: From product performance to consumption experience","volume":"19","author":"Bassi","year":"2006","journal-title":"J. Consum. Satisf. Dissatisfaction Complain. Behav."},{"key":"ref_54","first-page":"15","article-title":"Satisfaction theory and the disadvantaged consumer","volume":"20","author":"Halstead","year":"2007","journal-title":"J. Consum. Satisf. Dissatisfaction Complain. Behav."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1063E","DOI":"10.21273\/HORTSCI.40.4.1063E","article-title":"Delighted Consumers Buy Again","volume":"40","author":"Hicks","year":"2005","journal-title":"HortScience"},{"key":"ref_56","first-page":"36","article-title":"Loyalty\u2019s influence on the consumer satisfaction and (re) purchase behavior relationship","volume":"22","author":"Leingpibul","year":"2009","journal-title":"J. Consum. Satisf. Dissatisfaction Complain. Behav."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1762","DOI":"10.1108\/03090560310495456","article-title":"Customer repurchase intention: A general structural equation model","volume":"37","author":"Hellier","year":"2003","journal-title":"Eur. J. Mark."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1108\/08876040210443382","article-title":"Effect of social influence on repurchase intentions","volume":"16","author":"Butcher","year":"2002","journal-title":"J. Serv. Mark."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1348\/014466608X295207","article-title":"Social influence in the theory of planned behaviour: The role of descriptive, injunctive, and in-group norms","volume":"48","author":"White","year":"2009","journal-title":"Br. J. Soc. Psychol."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1142\/S0219525908001623","article-title":"The effect of social influence on market inequalities in the motion picture industry","volume":"11","author":"Delre","year":"2008","journal-title":"Adv. Complex Syst."},{"key":"ref_61","first-page":"429","article-title":"Factors affecting purchase intention of customers to shop at hypermarkets","volume":"6","author":"Rana","year":"2015","journal-title":"Mediterr. J. Soc. Sci."},{"key":"ref_62","first-page":"145","article-title":"A generation X cohort analysis of E-shoppers: Satisfaction, loyalty and repurchase intentions in a developing country","volume":"52","author":"Chauke","year":"2017","journal-title":"J. Soc. Sci."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1177\/109467059922007","article-title":"The service provider switching model (spsm) a model of consumer switching behavior in the services industry","volume":"2","author":"Bansal","year":"1999","journal-title":"J. Serv. Res."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1108\/07363761311328928","article-title":"The role of brand love in consumer-brand relationships","volume":"30","author":"Albert","year":"2013","journal-title":"J. Consum. Mark."},{"key":"ref_65","first-page":"293","article-title":"Markaya Y\u00f6nelik T\u00fcketici Davrani\u015fi","volume":"10","year":"1992","journal-title":"Anadolu \u00dcniv. \u0130ktisadi \u0130dari Bilimler Fak\u00fcltesi Derg."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1057\/palgrave.bm.2540276","article-title":"The evolution of brand choice","volume":"13","author":"Ballantyne","year":"2006","journal-title":"J. Brand Manag."},{"key":"ref_67","first-page":"22","article-title":"Brand loyalty: The link between attitude and behavior","volume":"36","author":"Baldinger","year":"1996","journal-title":"J. Advert. Res."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"709","DOI":"10.1108\/IntR-01-2016-0002","article-title":"Examining e-loyalty towards online shopping platforms","volume":"27","author":"Zheng","year":"2017","journal-title":"Internet Res."},{"key":"ref_69","unstructured":"Quinn, J.M., and Wood, W. (2005). Habits across the Lifespan, Duke University. in press."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1281","DOI":"10.1037\/0022-3514.83.6.1281","article-title":"Habits in everyday life: Thought, emotion, and action","volume":"83","author":"Wood","year":"2002","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1002\/(SICI)1099-0992(199903\/05)29:2\/3<161::AID-EJSP919>3.0.CO;2-G","article-title":"A comparison of three models of attitude\u2014behavior relationships in the studying behavior domain","volume":"29","author":"Leone","year":"1999","journal-title":"Eur. J. Soc. Psychol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"383","DOI":"10.1080\/08870440008402000","article-title":"Habit as both a direct cause of intention to use a condom and as a moderator of the attitude-intention and subjective norm-intention relations","volume":"15","author":"Trafimow","year":"2000","journal-title":"Psychol. Health"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"639","DOI":"10.1348\/014466605X49122","article-title":"Beyond frequency: Habit as mental construct","volume":"45","author":"Verplanken","year":"2006","journal-title":"Br. J. Soc. Psychol."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1016\/S0305-0483(00)00021-9","article-title":"E-commerce: The role of familiarity and trust","volume":"28","author":"Gefen","year":"2000","journal-title":"Omega"},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1108\/08876040910955189","article-title":"B2B services: Linking service loyalty and brand equity","volume":"23","author":"Rauyruen","year":"2009","journal-title":"J. Serv. Mark."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1108\/10610420310469788","article-title":"Determinants of habitual behaviour for national and leading brands in China","volume":"12","author":"Lin","year":"2003","journal-title":"J. Prod. Brand Manag."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1086\/500487","article-title":"Habitual behavior in American eating patterns: The role of meal occasions","volume":"32","author":"Khare","year":"2006","journal-title":"J. Consum. Res."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1287\/mksc.1030.0024","article-title":"Modeling multiple sources of state dependence in random utility models: A distributed lag approach","volume":"23","author":"Seetharaman","year":"2004","journal-title":"Mark. Sci."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"98","DOI":"10.1509\/jmkg.72.6.098","article-title":"Customer equity drivers and future sales","volume":"72","author":"Vogel","year":"2008","journal-title":"J. Mark."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"1663","DOI":"10.1007\/s10639-015-9407-3","article-title":"Developing online learning resources: Big data, social networks, and cloud computing to support pervasive knowledge","volume":"21","author":"Anshari","year":"2016","journal-title":"Educ. Inf. Technol."},{"key":"ref_81","unstructured":"(2020, July 31). Pew Research Center. Available online: https:\/\/www.pewglobal.org\/2018\/06\/19\/global-technology-use-appendix-d-detailed-tables\/pg_2018-06-19_global-tech_5-01\/."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1504\/IJMC.2007.012397","article-title":"Social reference group influence on mobile phone purchasing behavior: A cross-nation comparative study","volume":"5","author":"Yang","year":"2007","journal-title":"Int. J. Mob. Commun."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1016\/j.jbusres.2007.04.014","article-title":"The role of social influence on adoption of high tech innovations: The moderating effect of public\/private consumption","volume":"62","author":"Kulviwat","year":"2009","journal-title":"J. Bus. Res."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1109\/3468.852435","article-title":"Acceptance of e-commerce services: The case of electronic brokerages","volume":"30","author":"Bhattacherjee","year":"2000","journal-title":"IEEE Trans. Syst. Man Cybern. Part A Syst. Hum."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1016\/j.im.2004.04.003","article-title":"Integrating perceived playfulness into expectation-confirmation model for web portal context","volume":"42","author":"Lin","year":"2005","journal-title":"Inf. Manag."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"889","DOI":"10.1016\/j.ijhcs.2006.04.004","article-title":"A longitudinal investigation of continued online shopping behavior: An extension of the theory of planned behavior","volume":"64","author":"Hsu","year":"2006","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1016\/j.jretconser.2010.03.014","article-title":"Emotional loyalty and share of wallet: A contingency approach","volume":"17","author":"Kim","year":"2010","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/j.paid.2017.04.024","article-title":"Creature of habit: A self-report measure of habitual routines and automatic tendencies in everyday life","volume":"116","author":"Ersche","year":"2017","journal-title":"Personal. Individ. Differ."},{"key":"ref_89","doi-asserted-by":"crossref","unstructured":"Jolliffe, I. (2011). Principal Component Analysis, Springer.","DOI":"10.1007\/978-3-642-04898-2_455"},{"key":"ref_90","unstructured":"Field, A. (2013). Discovering Statistics Using IBM SPSS Statistics, Sage."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1177\/002224378302000103","article-title":"Selected determinants of consumer satisfaction and complaint reports","volume":"20","author":"Bearden","year":"1983","journal-title":"J. Mark. Res."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"336","DOI":"10.1108\/09564239710174408","article-title":"The nomological net of perceived service quality","volume":"8","author":"Roest","year":"1997","journal-title":"Int. J. Serv. Ind. Manag."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1086\/209240","article-title":"Comprehension\u2019s role in persuasion: The case of its moderating effect on the persuasive impact of source cues","volume":"18","author":"Ratneshwar","year":"1991","journal-title":"J. Consum. 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