Abstract
Advances in data analytics and human computation are transforming how researchers conduct science in domains like bioinformatics, computational social science, and digital humanities. However, data analytics requires significant programming knowledge or access to technical experts, while human computation requires in-depth knowledge of crowd management and is error-prone due to lack of scientific domain expertise. The goal of this research is to empower a broader range of scientists and end-users to conduct data analytics by adopting the End-User Development (EUD) models commonly found in today’s commercial software platforms like Microsoft Excel, Wikipedia and WordPress. These EUD platforms enable people to focus on producing content rather than struggling with a development environment and new programming syntax or relying on disciplinary non-experts for essential technical help. This research explores a similar paradigm for scientists and end-users that can be thought of as End-User Data Analytics (EUDA), or Transparent Machine Learning (TML).
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Abramovici, A., Althouse, W.E., Drever, R.W., Gürsel, Y., Kawamura, S., Raab, F.J., Shoemaker, D., Sievers, L., Spero, R.E., Thorne, K.S., et al.: Ligo: the laser interferometer gravitational-wave observatory. Science 256(5055), 325–333 (1992)
Baglione, A.N., Girard, M.M., Price, M., Clawson, J., Shih, P.C.: Mobile technologies for grief support: prototyping an application to support the bereaved. In: Workshop on Interactive Systems in Health Care (2017)
Baglione, A.N., Girard, M.M., Price, M., Clawson, J., Shih, P.C.: Modern bereavement: a model for complicated grief in the digital age. In: ACM Conference on Human Factors in Computing Systems (2018)
Batista, G.E., Prati, R.C., Monard, M.C.: A study of the behavior of several methods for balancing machine learning training data. ACM SIGKDD Explor. Newsl. 6(1), 20–29 (2004)
Bellotti, V.M., Cambridge, S., Hoy, K., Shih, P.C., Handalian, L.R., Han, K., Carroll, J.M.: Towards community-centered support for peer-to-peer service exchange: rethinking the timebanking metaphor. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 2975–2984. ACM (2014)
Berthold, M.R., Cebron, N., Dill, F., Gabriel, T.R., Kötter, T., Meinl, T., Ohl, P., Thiel, K., Wiswedel, B.: Knime-the konstanz information miner: version 2.0 and beyond. ACM SIGKDD Explor. Newsl. 11(1), 26–31 (2009)
Bonney, R., Cooper, C.B., Dickinson, J., Kelling, S., Phillips, T., Rosenberg, K.V., Shirk, J.: Citizen science: a developing tool for expanding science knowledge and scientific literacy. BioScience 59(11), 977–984 (2009)
Bos, N., Zimmerman, A., Olson, J., Yew, J., Yerkie, J., Dahl, E., Olson, G.: From shared databases to communities of practice: a taxonomy of collaboratories. J. Comput.-Mediat. Commun. 12(2), 652–672 (2007)
Brossard, D., Lewenstein, B., Bonney, R.: Scientific knowledge and attitude change: the impact of a citizen science project. Int. J. Sci. Educ. 27(9), 1099–1121 (2005)
Carroll, J.M., Shih, P.C., Hoffman, B., Wang, J., Han, K.: Presence and hyperpresence: implications for community awareness. Interacting with Presence: HCI and the Sense of Presence in Computer-mediated Environments, pp. 70–82 (2014)
Carroll, J.M., Shih, P.C., Kropczynski, J., Cai, G., Rosson, M.B., Han, K.: The internet of places at community-scale: design scenarios for hyperlocal. Enriching Urban Spaces with Ambient Computing, the Internet of Things, and Smart City Design 1 (2016)
Carroll, J.M., Shih, P.C., Kropczynski, J.: Community informatics as innovation in sociotechnical infrastructures. J. Commun. Inf. 11(2) (2015)
Carroll, J.M., Wu, Y., Shih, P.C., Zheng, S.: Re-appropriating a question/answer system to support dialectical constructivist learning activity. Educ. Technol. Res. Dev. 64(1), 137–156 (2016)
Carroll, J.M., Shih, P.C., Han, K., Kropczynski, J.: Coordinating community cooperation: integrating timebanks and nonprofit volunteering by design. Int. J. Des. 11(1), 51–63 (2017)
Chen, H., Chiang, R.H., Storey, V.C.: Business intelligence and analytics: from big data to big impact. MIS Q. pp. 1165–1188 (2012)
Cohn, J.P.: Citizen science: can volunteers do real research? AIBS Bull. 58(3), 192–197 (2008)
Computer Research Association: Taulbee survey. Comput. Res. News 28(5), 19 (2015)
Dautenhahn, K.: The art of designing socially intelligent agents: Science, fiction, and the human in the loop. Appl. Artif. Intell. 12(7–8), 573–617 (1998)
Demšar, J., Curk, T., Erjavec, A., Gorup, Č., Hočevar, T., Milutinovič, M., Možina, M., Polajnar, M., Toplak, M., Starič, A., et al.: Orange: data mining toolbox in python. J. Mach. Learn. Res. 14(1), 2349–2353 (2013)
Dickinson, J.L., Zuckerberg, B., Bonter, D.N.: Citizen science as an ecological research tool: challenges and benefits. Annu. Rev. Ecol. Evol. Syst. 41, 149–172 (2010)
Ding, X., Shih, P.C., Gu, N.: Socially embedded work: A study of wheelchair users performing online crowd work in china. In: Proceedings of the ACM Conference on Computer Supported Cooperative Work and Social Computing, pp. 642–654. ACM (2017)
DomíNguez, A., Saenz-De-Navarrete, J., De-Marcos, L., FernáNdez-Sanz, L., PagéS, C., MartíNez-HerráIz, J.J.: Gamifying learning experiences: practical implications and outcomes. Comput. Educ. 63, 380–392 (2013)
Dunbar, J.C., Connelly, C.L., Maestre, J.F., MacLeod, H., Siek, K., Shih, P.C.: Considerations for using the asynchronous remote communities (arc) method in health informatics research. In: Workshop on Interactive Systems in Health Care (2017)
Evans, C., Abrams, E., Reitsma, R., Roux, K., Salmonsen, L., Marra, P.P.: The neighborhood nestwatch program: participant outcomes of a citizen-science ecological research project. Conserv. Biol. 19(3), 589–594 (2005)
Fails, J.A., Olsen Jr, D.R.: Interactive machine learning. In: Proceedings of the 8th international conference on Intelligent user interfaces, pp. 39–45. ACM (2003)
Finholt, T.A., Olson, G.M.: From laboratories to collaboratories: a new organizational form for scientific collaboration. Psychol. Sci. 8(1), 28–36 (1997)
Fischer, G., Giaccardi, E., Ye, Y., Sutcliffe, A.G., Mehandjiev, N.: Meta-design: a manifesto for end-user development. Commun. ACM 47(9), 33–37 (2004)
Gao, G., Min, A., Shih, P.C.: Gendered design bias: Gender differences of in-game character choice and playing style in league of legends. In: Australian Conference on Computer-Human Interaction. ACM Press (2017)
Ghose, A., Ipeirotis, P.G., Li, B.: Designing ranking systems for hotels on travel search engines by mining user-generated and crowdsourced content. Mark. Sci. 31(3), 493–520 (2012)
Goncalves, J., Hosio, S., Ferreira, D., Kostakos, V.: Game of words: tagging places through crowdsourcing on public displays. In: Proceedings of the 2014 Conference on Designing Interactive Systems, pp. 705–714. ACM (2014)
Hall, M., Frank, E., Holmes, G., Pfahringer, B., Reutemann, P., Witten, I.H.: The weka data mining software: an update. ACM SIGKDD Explor. Newsl. 11(1), 10–18 (2009)
Hamari, J., Koivisto, J., Sarsa, H.: Does gamification work?–a literature review of empirical studies on gamification. In: 2014 47th Hawaii International Conference on System Sciences (HICSS), pp. 3025–3034. IEEE (2014)
Han, K., Cook, K., Shih, P.C.: Exploring effective decision making through human-centered and computational intelligence methods. In: ACM Conference on Human Factors in Computing Systems: Workshop on Human-Centred Machine Learning (2016)
Han, K., Shih, P.C., Bellotti, V., Carroll, J.M.: Timebanking with a smartphone application. In: Collective Intelligence Conference (2014)
Han, K., Shih, P., Carroll, J.M.: Aggregating community information to explore social connections. In: When the City Meets the Citizen Workshop, ICWSM 2013: 7th International AAAI Conference On Weblogs And Social Media, pp. 8–11 (2013)
Han, K., Shih, P.C., Rosson, M.B., Carroll, J.M.: Enhancing community awareness of and participation in local heritage with a mobile application. In: Proceedings of the 17th ACM conference on Computer supported cooperative work and social computing, pp. 1144–1155. ACM (2014)
Han, K., Shih, P.C., Beth Rosson, M., Carroll, J.M.: Understanding local community attachment, engagement and social support networks mediated by mobile technology. Interact. Comput. 28(3), 220–237 (2014)
Han, K., Shih, P.C., Carroll, J.M.: Local news chatter: augmenting community news by aggregating hyperlocal microblog content in a tag cloud. Int. J. Hum.-Comput. Interact. 30(12), 1003–1014 (2014)
Han, K., Shih, P.C., Bellotti, V., Carroll, J.M.: It’s time there was an app for that too: a usability study of mobile timebanking. Int. J. Mob. Hum. Comput. Interact. (IJMHCI) 7(2), 1–22 (2015)
Hanna, S.A., Kropczynski, J., Shih, P.C., Carroll, J.M.: Using a mobile application to encourage community interactions at a local event. In: ACM Richard Tapia Celebration of Diversity in Computing Conference (2015)
Hansson, K., Muller, M., Aitamurto, T., Irani, L., Mazarakis, A., Gupta, N., Ludwig, T.: Crowd dynamics: Exploring conflicts and contradictions in crowdsourcing. In: Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems, pp. 3604–3611. ACM (2016)
Hiler, L., Foulk, B., Nippert-Eng, C., Shih, P.C.: Detecting biological samples using olfactory sensors. In: Animal Behavior Conference (2017)
Hill, C., Corbett, C., St Rose, A.: Why so few? Women in science, technology, engineering, and mathematics. ERIC (2010)
House, W.: President obama to announce major expansion of educate to innovate campaign to improve science, technology, engineering and math (stem) education. Office of the Press Secretary (2010)
Howe, J.: The rise of crowdsourcing. Wired Mag. 14(6), 1–4 (2006)
Humphreys, P.: Extending ourselves: Computational science, empiricism, and scientific method. Oxford University Press (2004)
Hunter, J.D.: Matplotlib: a 2d graphics environment. Comput. Sci. Eng. 9(3), 90–95 (2007)
Hutchins, E.L., Hollan, J.D., Norman, D.A.: Direct manipulation interfaces. Hum.-Comput. Interact. 1(4), 311–338 (1985)
Ide, N., Véronis, J.: Text encoding initiative: Background and contexts, vol. 29. Springer Science and Business Media (1995)
Irani, L.C., Silberman, M.: Turkopticon: Interrupting worker invisibility in amazon mechanical turk. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 611–620. ACM (2013)
Irwin, A.: Citizen Science: A Study of People, Expertise and Sustainable Development. Psychology Press (1995)
Irwin, A.: Constructing the scientific citizen: science and democracy in the biosciences. Public Underst. Sci. 10(1), 1–18 (2001)
Jang, J.Y., Han, K., Lee, D., Jia, H., Shih, P.C.: Teens engage more with fewer photos: temporal and comparative analysis on behaviors in instagram. In: Proceedings of the 27th ACM Conference on Hypertext and Social Media, pp. 71–81. ACM (2016)
Jang, J.Y., Han, K., Shih, P.C., Lee, D.: Generation like: comparative characteristics in instagram. In: Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, pp. 4039–4042. ACM (2015)
Jia, Y., Shelhamer, E., Donahue, J., Karayev, S., Long, J., Girshick, R., Guadarrama, S., Darrell, T.: Caffe: Convolutional architecture for fast feature embedding. In: Proceedings of the 22nd ACM international conference on Multimedia, pp. 675–678. ACM (2014)
Karpathy, A., Fei-Fei, L.: Deep visual-semantic alignments for generating image descriptions. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3128–3137 (2015)
Kittur, A., Nickerson, J.V., Bernstein, M., Gerber, E., Shaw, A., Zimmerman, J., Lease, M., Horton, J.: The future of crowd work. In: Proceedings of the 2013 Conference on Computer Supported Cooperative Work, pp. 1301–1318. ACM (2013)
Koehne, B., Shih, P.C., Olson, J.S.: Remote and alone: coping with being the remote member on the team. In: Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work, pp. 1257–1266. ACM (2012)
Kouzes, R.T., Myers, J.D., Wulf, W.A.: Collaboratories: doing science on the internet. Computer 29(8), 40–46 (1996)
Le, J., Edmonds, A., Hester, V., Biewald, L.: Ensuring quality in crowdsourced search relevance evaluation: the effects of training question distribution. In: SIGIR 2010 Workshop on Crowdsourcing for Search Evaluation, vol. 2126 (2010)
Lease, M.: On quality control and machine learning in crowdsourcing. Hum. Comput. 11(11) (2011)
Lieberman, H., Paternò, F., Klann, M., Wulf, V.: End-user development: an emerging paradigm. In: End User development, pp. 1–8. Springer (2006)
Liu, L.S., Shih, P.C., Hayes, G.R.: Barriers to the adoption and use of personal health record systems. In: Proceedings of the 2011 iConference, pp. 363–370. ACM (2011)
Maestre, J.F., MacLeod, H., Connelly, C.L., Dunbar, J.C., Beck, J., Siek, K., Shih, P.C.: Defining through expansion: conducting asynchronous remote communities (arc) research with stigmatized groups. In: ACM Conference on Human Factors in Computing Systems (2018)
Maestre, J.F., Shih, P.C.: Impact of initial trust on video-mediated social support. In: Australian Conference on Computer-Human Interaction. ACM Press (2017)
Malhotra, A., Van Alstyne, M.: The dark side of the sharing economy and how to lighten it. Commun. ACM 57(11), 24–27 (2014)
McAfee, A., Brynjolfsson, E., Davenport, T.H., Patil, D., Barton, D.: Big data: the management revolution. Harv. Bus. Rev. 90(10), 60–68 (2012)
McCoy, C., Shih, P.C.: Teachers as producers of data analytics: a case study of a teacher-focused educational data science program. J. Learn. Anal. 3(3), 193–214 (2016)
McKinney, W., et al.: Data structures for statistical computing in python. In: Proceedings of the 9th Python in Science Conference, vol. 445, pp. 51–56. Austin, TX (2010)
Min, A., Lee, D., Shih, P.C.: Potentials of smart breathalyzer: an interventions for excessive drinking among college students. In: Proceedings of the iConference (2018)
Min, A., Shih, P.C.: Exploring new design factors for electronic interventions to prevent college students from excessive drinking by using personal breathalyzers. In: Workshop on Interactive Systems in Health Care (2017)
Nelson, J.K., Shih, P.C.: Companionviz: mediated platform for gauging canine health and enhancing human-pet interactions. Int. J. Hum.-Comput. Stud. 98, 169–178 (2017)
Ongwere, T., Cantor, G., Martin, S.R., Shih, P.C., Clawson, J., Connelly, K.: Too many conditions, too little time: designing technological intervention for patients with type-2 diabetes and discordant chronic comorbidities. In: Workshop on Interactive Systems in Health Care (2017)
Oxford English Dictionary: OED Online (2015)
Parry-Hill, J., Shih, P.C., Mankoff, J., Ashbrook, D.: Understanding volunteer at fabricators: opportunities and challenges in diy-at for others in e-nable. In: ACM Conference on Human Factors in Computing Systems, pp. 6184–6194. ACM (2017)
Pena, J., Shih, P.C., Rosson, M.B.: Instructors as end-user developers: technology usage opportunities in the inverted classroom. In: Handbook of Research on Applied Learning Theory and Design in Modern Education, pp. 560–571. IGI Global (2016)
Peña, J., Shih, P.C., Rosson, M.B.: Scenario-based design of technology to support teaching in inverted classes. IConference 2016 Proceedings (2016)
Rani, P., Liu, C., Sarkar, N., Vanman, E.: An empirical study of machine learning techniques for affect recognition in human-robot interaction. Pattern Anal. Appl. 9(1), 58–69 (2006)
Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., Silverman, B., et al.: Scratch: programming for all. Commun. ACM 52(11), 60–67 (2009)
Riesch, H., Potter, C.: Citizen science as seen by scientists: methodological, epistemological and ethical dimensions. Public Underst. Sci. 23(1), 107–120 (2014)
Salehi, N., Irani, L.C., Bernstein, M.S., Alkhatib, A., Ogbe, E., Milland, K., et al.: We are dynamo: overcoming stalling and friction in collective action for crowd workers. In: Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, pp. 1621–1630. ACM (2015)
Schirner, G., Erdogmus, D., Chowdhury, K., Padir, T.: The future of human-in-the-loop cyber-physical systems. Computer 46(1), 36–45 (2013)
Schumann, J., Shih, P.C., Redmiles, D.F., Horton, G.: Supporting initial trust in distributed idea generation and idea evaluation. In: Proceedings of the 17th ACM International Conference on Supporting Group Work, pp. 199–208. ACM (2012)
Scriven, M., Paul, R.: Critical thinking as defined by the national council for excellence in critical thinking. In: 8th Annual International Conference on Critical Thinking and Education Reform, Rohnert Park, CA, pp. 25–30 (1987)
Seaborn, K., Fels, D.I.: Gamification in theory and action: a survey. Int. J. Hum.-Comput. Stud. 74, 14–31 (2015)
Shih, P.C., Bellotti, V., Han, K., Carroll, J.M.: Unequal time for unequal value: implications of differing motivations for participation in timebanking. In: Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, pp. 1075–1084. ACM (2015)
Shih, P.C., Christena, N.E.: From quantified self to quantified other: engaging the public on promoting animal well-being. In: ACM Conference on Human Factors in Computing Systems: Workshop on HCI Goes to the Zoo (2016)
Shih, P.C., Han, K., Carroll, J.M.: Community incident chatter: informing local incidents by aggregating local news and social media content. In: ISCRAM (2014)
Shih, P.C., Han, K., Carroll, J.M.: Community poll: externalizing public sentiments in social media in a local community context. In: Second AAAI Conference on Human Computation and Crowdsourcing (2014)
Shih, P.C., Han, K., Carroll, J.M.: Engaging community members with digitally curated social media content at an arts festival. In: Digital Heritage, 2015, vol. 1, pp. 321–324. IEEE (2015)
Shih, P.C., Han, K., Poole, E.S., Rosson, M.B., Carroll, J.M.: Use and adoption challenges of wearable activity trackers. IConference 2015 Proceedings (2015)
Shih, P.C., Nguyen, D.H., Hirano, S.H., Redmiles, D.F., Hayes, G.R.: Groupmind: supporting idea generation through a collaborative mind-mapping tool. In: Proceedings of the ACM 2009 International Conference on Supporting Group Work, pp. 139–148. ACM (2009)
Shih, P.C., Olson, G.M.: Using visualization to support idea generation in context. In: ACM Creativity and Cognition Conference Workshop: Creativity and Cognition in Engineering Design. ACM (2009)
Shih, P.C., Venolia, G., Olson, G.M.: Brainstorming under constraints: why software developers brainstorm in groups. In: Proceedings of the 25th BCS Conference on Human-computer Interaction, pp. 74–83. British Computer Society (2011)
Shih, P.C., Han, K., Carroll, J.M.: Using social multimedia content to inform emergency planning of recurring and cyclical events in local communities. J. Homel. Secur. Emerg. Manag. 12(3), 627–652 (2015)
Silvertown, J.: A new dawn for citizen science. Trends Ecol. Evol. 24(9), 467–471 (2009)
Su, N.M., Shih, P.C.: Virtual spectating: hearing beyond the video arcade. In: Proceedings of the 25th BCS Conference on Human-Computer Interaction, pp. 269–278. British Computer Society (2011)
Terveen, L., Hill, W.: Beyond recommender systems: helping people help each other. HCI New Millenn. 1(2001), 487–509 (2001)
Tinati, R., Van Kleek, M., Simperl, E., Luczak-Rösch, M., Simpson, R., Shadbolt, N.: Designing for citizen data analysis: A cross-sectional case study of a multi-domain citizen science platform. In: Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, pp. 4069–4078. ACM (2015)
Tomlinson, B., Ross, J., Andre, P., Baumer, E., Patterson, D., Corneli, J., Mahaux, M., Nobarany, S., Lazzari, M., Penzenstadler, B., et al.: Massively distributed authorship of academic papers. In: CHI’12 Extended Abstracts on Human Factors in Computing Systems, pp. 11–20. ACM (2012)
Vaghela, S.J.D., Shih, P.C.: Walksafe: College campus safety app. In: International Conference on Information Systems for Crisis Response and Management (2018)
Vinyals, O., Toshev, A., Bengio, S., Erhan, D.: Show and tell: a neural image caption generator. In: Computer Vision and Pattern Recognition (CVPR), 2015 IEEE Conference on, pp. 3156–3164. IEEE (2015)
Walt, S.v.d., Colbert, S.C., Varoquaux, G.: The numpy array: a structure for efficient numerical computation. Comput. Sci. Eng. 13(2), 22–30 (2011)
Wang, J., Shih, P.C., Carroll, J.M.: Life after weight loss: design implications for community-based long-term weight management. Comput. Support. Coop. Work (CSCW) 24(4), 353–384 (2015)
Wang, J., Shih, P.C., Carroll, J.M.: Revisiting linuss law: benefits and challenges of open source software peer review. Int. J. Hum.-Comput. Stud. 77, 52–65 (2015)
Wang, J., Shih, P.C., Wu, Y., Carroll, J.M.: Comparative case studies of open source software peer review practices. Inf. Softw. Technol. 67, 1–12 (2015)
Ware, M., Frank, E., Holmes, G., Hall, M., Witten, I.H.: Interactive machine learning: letting users build classifiers. Int. J. Hum.-Comput. Stud. 55(3), 281–292 (2001)
Warschauer, M., Matuchniak, T.: New technology and digital worlds: analyzing evidence of equity in access, use, and outcomes. Rev. Res. Educ. 34(1), 179–225 (2010)
Wiggins, A., Crowston, K.: From conservation to crowdsourcing: a typology of citizen science. In: 2011 44th Hawaii International Conference on System Sciences (HICSS), pp. 1–10. IEEE (2011)
Williams, K., Li, L., Khabsa, M., Wu, J., Shih, P.C., Giles, C.L.: A web service for scholarly big data information extraction. In: 2014 IEEE International Conference on Web Services (ICWS), pp. 105–112. IEEE (2014)
Wing, J.: Computational thinking benefits society. 40th Anniversary Blog of Social Issues in Computing 2014 (2014)
Wing, J.M.: Computational thinking. Commun. ACM 49(3), 33–35 (2006)
Witten, I.H., Frank, E., Hall, M.A., Pal, C.J.: Data Mining: Practical Machine Learning Tools and Techniques. Morgan Kaufmann (2016)
Wu, Y., Kropczynski, J., Shih, P.C., Carroll, J.M.: Exploring the ecosystem of software developers on github and other platforms. In: Proceedings of the Companion Publication of the 17th ACM Conference on Computer Supported Cooperative Work and Social Computing, pp. 265–268. ACM (2014)
Wu, Y., Shih, P.C., Carroll, J.M.: Design for supporting dialectical constructivist learning activities. In: EDULEARN14 Proceedings, pp. 4156–4164. IATED (2014)
Yang, S., Chen, P.Y., Shih, P.C., Bardzell, J., Bardzell, S.: Cross-strait frenemies: Chinese netizens vpn in to facebook taiwan. Proceedings of the ACM on Human-Computer Interaction 1(CSCW), Article–115 (2017)
Zheng, S., Rosson, M.B., Shih, P.C., Carroll, J.M.: Designing moocs as interactive places for collaborative learning. In: Proceedings of the Second (2015) ACM Conference on Learning@ Scale, pp. 343–346. ACM (2015)
Zheng, S., Rosson, M.B., Shih, P.C., Carroll, J.M.: Understanding student motivation, behaviors and perceptions in moocs. In: Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work and Social Computing, pp. 1882–1895. ACM (2015)
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Shih, P.C. (2018). Beyond Human-in-the-Loop: Empowering End-Users with Transparent Machine Learning. In: Zhou, J., Chen, F. (eds) Human and Machine Learning. Human–Computer Interaction Series. Springer, Cham. https://doi.org/10.1007/978-3-319-90403-0_3
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