The Theory and Practice of Social Machines pp 201-217 | Cite as
The Future(s) of Social Machines: The Research Agenda
Abstract
The final chapter looks to the future of social machines under the conditions of digital modernity, when they will have to coexist and even compete with technologies such as artificial intelligence. They will no doubt require or acquire new forms, new functions, new methods of study and new infrastructure. Examples are given of each of these four. The chapter considers cyber-physical social machines, where social machines exploit the new affordances of the Internet of Things, as a new form of social machine. As a new function of social machines, social knowledge machines are described, in which social groups emerge around technologies to create and curate data and knowledge resources. Topological data analysis is considered as a potential new research method into social machines. Finally, new initiatives to decentralise the Web, such as the Solid project, are reviewed as means for allowing social machine participants to retain a measure of control. Finally, the chapter reviews the requirements to enable participants to develop and maintain social machines of their own design.
Keywords
Actuators Artificial intelligence Cyber-physical social machines (CPSMs) Debugging (social machines) Digital modernity Finance, financial social machines Games, gaming Infrastructure Internet of Things Personal data stores Privacy Security Sensors Shadow institutions Smart cities Social knowledge machines Solid project Topological data analysis Web observatory WebmentionReferences
- Al-Fuqaha A, Guizani M, Mohammadi M, Aledhari M, Ayyash M (2015) Internet of Things: a survey on enabling technologies, protocols, and applications. IEEE Commun Surv Tutor 17(4):2347–2376. https://doi.org/10.1109/COMST.2015.2444095CrossRefGoogle Scholar
- Benkler Y, Nissenbaum H (2006) Commons based peer production and virtue. J Polit Philos 14(4):394–419. https://doi.org/10.1111/j.1467-9760.2006.00235.xCrossRefGoogle Scholar
- Berners-Lee T (2018) One small step for the web … https://www.inrupt.com/blog/one-small-step-for-the-web
- Berners-Lee T, O’Hara K (2013) The read-write linked data web. Philos Trans A Math Phys Eng Sci 371(1987):20120513. https://doi.org/10.1098/rsta.2012.0513MathSciNetCrossRefzbMATHGoogle Scholar
- Buneman P, Chapman A, Cheney J (2006) Provenance management in curated databases. In: Proceedings of the 2006 ACM SIGMOD international conference on management of data. ACM, New York, pp 539–550. https://doi.org/10.1145/1142473.1142534CrossRefGoogle Scholar
- Buneman P, Cheney J, Tan W-C, Vansummeren S (2008) Curated databases. In: Proceedings of the 27th ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems (PODS ’08). ACM, New York. https://doi.org/10.1145/1376916.1376918CrossRefGoogle Scholar
- Callon M (2002) From science as an economic activity to socioeconomics of scientific research: the dynamics of emergent and consolidated techno-economic networks. In: Mirowski P, Sent E-M (eds) Science bought and sold: essays in the economics of science. University of Chicago Press, Chicago, pp 277–317Google Scholar
- Carlsson G (2009) Topology and data. Bull Am Math Soc 46:255–308. https://doi.org/10.1090/S0273-0979-09-01249-XMathSciNetCrossRefzbMATHGoogle Scholar
- Chazal F, Michel B (2017) An introduction to Topological Data Analysis: fundamental and practical aspects for data scientists. https://arxiv.org/abs/1710.04019.
- Clément L, König D, Mehta V, Mueller R, Rangaswamy R, Rowley M, Trickovic I (2010) WS-BPEL extension for people (BPEL4People) specification version 1.1, OASIS. http://docs.oasis-open.org/bpel4people/bpel4people-1.1.html
- Corneli J (2016) An institutional approach to computational social creativity. In: Pachet F, Cardoso A, Corruble V, Ghedini F (eds) Proceedings of the seventh international conference on computational creativity. International Association for Computational Creativity, Paris, pp 131–138, http://www.computationalcreativity.net/iccc2016/wp-content/uploads/2016/08/Proceedings_ICCC16.pdf
- d’Inverno M, Luck M, Noriega P, Rodriguez-Aguilar JA, Sierra C (2012) Communicating open systems. Artif Intell 186:38–94. https://doi.org/10.1016/j.artint.2012.03.004CrossRefGoogle Scholar
- De Roure D, Hendler JA, Huynh TD, James D, Moreau L, Nurmikko-Fuller T, Van Kleek M, Willcox P (2018) Pokémon Go! Through the lens of social machines, unpublished paperGoogle Scholar
- Ekbia HR, Nardi BA (2017) Heteromation: and other stories of computing and capitalism. MIT Press, Cambridge, MACrossRefGoogle Scholar
- Engelmann S, Grossklags J, Papakyriakopolous O (2018) A democracy called Facebook? Participation as a privacy strategy on social media, presented at the Annual Privacy Forum 2018. https://www.cybertrust.in.tum.de/fileadmin/w00bzf/www/papers/2018-APF-Engelmann.pdf
- Fuller S (2002) Knowledge management foundations. Butterworth-Heinemann, BostonGoogle Scholar
- García-Gavilanes R, Mollgaard A, Tsvetkova M, Yasseri T (2017) The memory remains: understanding collective memory in the digital age. Sci Adv 3(4):e1602368. https://doi.org/10.1126/sciadv.1602368CrossRefGoogle Scholar
- George D, Lehrach W, Kansky K, Lázaro-Gredilla M, Laan C, Marthi B, Lou X, Meng Z, Liu Y, Wang H, Lavin A, Phoenix DS (2017) A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs. Science 358(6368):eaag2612. https://doi.org/10.1126/science.aag2612CrossRefGoogle Scholar
- Girres J-F, Touya G (2010) Quality assessment of the French OpenStreetMap dataset. Trans GIS 14(4):435–459. https://doi.org/10.1111/j.1467-9671.2010.01203.xCrossRefGoogle Scholar
- Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of Things (IoT): a vision, architectural elements, and future directions. Future Gener Comp Sys 29(7):1645–1660. https://doi.org/10.1016/j.future.2013.01.010CrossRefGoogle Scholar
- Gyrard A, Patel P, Sheth A, Serrano M (2016) Building the Web of knowledge with smart IoT applications. IEEE Intell Syst 31(5):83–88. https://doi.org/10.1109/MIS.2016.81CrossRefGoogle Scholar
- Haklay M (2010) How good is volunteered geographical information? A comparative study of OpenStreetMap and Ordnance Survey datasets. Environ Plann B Urban Analyt City Sci 37(4):682–703. https://doi.org/10.1068/b35097CrossRefGoogle Scholar
- Kim H-W, Kankanhalli A (2009) Investigating user resistance to information systems implementation: a status quo bias perspective. MIS Q 33(3):567–582. https://doi.org/10.2307/20650309CrossRefGoogle Scholar
- Kitcher P (1993) The advancement of science. Oxford University Press, New YorkGoogle Scholar
- von Konrat M, Campbell T, Carter B, Greif M, Bryson M, Larraín J, Trouille L, Cohen S, Gaus E, Qazi A, Ribbens E, Livshultz T, Walker TJ, Suwa T, Peterson T, Rodriguez Y, Vaughn C, Yang C, Aburahmeh S, Carstensen B, de Lange P, Delavoi C, Strauss K, Drag J, Aguero B, Snyder C, Martinec J, Smith A (2018) Using citizen science to bridge taxonomic discovery with education and outreach. Appl Plant Sci 6(2):e1023. https://doi.org/10.1002/aps3.1023CrossRefGoogle Scholar
- Kosmala M, Wiggins A, Swanson A, Simmons B (2016) Assessing data quality in citizen science. Front Ecol Environ 14(10):551–560. https://doi.org/10.1002/fee.1436CrossRefGoogle Scholar
- Lapointe L, Rivard S (2005) A multilevel model of resistance to information technology implementation. MIS Q 29(3):461–491. https://doi.org/10.2307/25148692CrossRefGoogle Scholar
- Madaan N, Ahad MA, Sastry SM (2018) Data integration in IoT ecosystem: information linkage as a privacy threat. Comput Law Secur Rev 34(1):125–133. https://doi.org/10.1016/j.clsr.2017.06.007CrossRefGoogle Scholar
- Madaan A, Nurse JRC, De Roure D, O’Hara K, Hall W, Creese S (2018a) A storm in an IoT cup: the emergence of cyber-physical social machines, SSRN. https://ssrn.com/abstract=3250383
- Madaan A, Wang X, Hall W, Tiropanis T (2018b) Observing data in IoT worlds: what and how to observe?’ in Living in the Internet of Things: Cybersecurity of the IoT. https://doi.org/10.1049/cp.2018.0032
- Matsa KE, Shearer E (2018) News use across social media platforms 2018, Pew Research Center: Journalism and Media. http://www.journalism.org/2018/09/10/news-use-across-social-media-platforms-2018/
- Mi X, Qian F, Zhang Y, Wang XF (2017) An empirical characterization of IFTTT: ecosystem, usage, and performance. In: Proceedings of the 2017 Internet Measurement Conference (IMC ’17). ACM, New York, pp 398–404. https://doi.org/10.1145/3131365.3131369CrossRefGoogle Scholar
- Mooney P, Corcoran P, Winstanley AC (2010). Towards quality metrics for OpenStreetMap. In: Proceedings of the 18th SIGSPATIAL international conference on advances in Geographic Information Systems (GIS ’10). pp. 514–517. https://doi.org/10.1145/1869790.1869875
- Murray-Rust D, Robertson D (2014) LSCitter: building social machines by augmenting existing social networks with interaction models. In: Proceedings of the 23rd International Conference on the World Wide Web (WWW ’14 Companion). ACM, New York, pp 875–880. https://doi.org/10.1145/2567948.2578832CrossRefGoogle Scholar
- Murray-Rust D, Papapanagiotou P, Robertson D (2015b) Softening electronic institutions to support natural interaction. Human Comput 2(2):155–188CrossRefGoogle Scholar
- Murray-Rust D, Tarte S, Hartswood M, Green O (2015d) On wayfaring in social machines. In: Proceedings of the 24th international conference on the World Wide Web (WWW ’15). ACM, New York, pp 1143–1148. https://doi.org/10.1145/2740908.2743971CrossRefGoogle Scholar
- Murray-Rust D, Davoust A, Papapanagiotou P, Manataki A, Van Kleek M, Shadbolt N, Robertson D (2018) Towards executable representations of social machines. In: Chapman P, Stapleton G, Moktefi A, Perez-Kriz S, Bellucci F (eds) Diagrammatic representation and inference: 10th international conference, diagrams 2018. Springer, Cham, pp 765–769. https://doi.org/10.1007/978-3-319-91376-6_77CrossRefGoogle Scholar
- Neis P, Zipf A (2012) Analyzing the contributor activity of a volunteered geographic information project—the case of OpenStreetMap. Int J Geo Inform 1(2):146–165. https://doi.org/10.3390/ijgi1020146CrossRefGoogle Scholar
- Neis P, Zielstra D, Zipf A (2011) The street network evolution of crowdsourced maps: OpenStreetMap in Germany 2007–2011. Future Internet 4(1):1–21. https://doi.org/10.3390/fi4010001CrossRefGoogle Scholar
- Nguyen D, McGillivray B, Yasseri T (2018) Emo, love and God: making sense of Urban Dictionary, a crowd-sourced online dictionary. R Soc Open Sci 5:172320. https://doi.org/10.1098/rsos.172320CrossRefGoogle Scholar
- Nurse JRC, Erola A, Agrafiotis I, Goldsmith M, Creese S (2015) Smart insiders: exploring the threat from insiders using the internet-of-things. In: International Workshop on Secure Internet of Things (SIoT) at European Symposium on Research in Computer Security (ESORICS), IEEE, pp. 5–14. https://doi.org/10.1109/SIOT.2015.10
- Nurse JRC, Creese S, De Roure D (2017) Security risk assessment in Internet of Things systems. IEEE IT Professional 19(5):20–26. https://doi.org/10.1109/MITP.2017.3680959CrossRefGoogle Scholar
- Nurse JRC, Radanliev P, Creese S, De Roure D (2018). If you can’t understand it, you can’t properly assess it! The reality of assessing security risks in Internet of Things systems. Presented at Living in the Internet of Things: Cybersecurity of the IoT—A PETRAS, IoTUK & IET Event. https://doi.org/10.1049/cp.2018.0001
- O’Hara K (2014b) The fridge’s brain sure ain’t the icebox. IEEE Internet Comput 18(6):81–84. https://doi.org/10.1109/MIC.2014.122CrossRefGoogle Scholar
- O’Hara K (2018a) The contradictions of digital modernity, AI & Society. https://doi.org/10.1007/s00146-018-0843-7
- O’Hara K (2018b) Where shall we draw the line? Conservatism, privacy and digital modernity. Presented at the 2018 Amsterdam Privacy Conference. https://eprints.soton.ac.uk/425032/
- O’Hara K, Tuffield M, Shadbolt N (2008) Lifelogging: privacy and empowerment with memories for life. Ident Informat Soc 1(1):155–172. https://doi.org/10.1007/s12394-009-0008-4CrossRefGoogle Scholar
- O’Hara K, Contractor NS, Hall W, Hendler JA, Shadbolt N (2013) Web Science: understanding the emergence of macro-level features on the World Wide Web. Found Trends Web Sci 4(2–3):103–267CrossRefGoogle Scholar
- O’Neil C, Schutt R (2014) Doing data science: straight talk from the frontline. O’Reilly Media, Sebastopol, CAGoogle Scholar
- Ostrom E (1990) Governing the commons: the evolution of institutions for collective action. Cambridge University Press, New YorkCrossRefGoogle Scholar
- Ovadia S (2014) Automate the Internet with “If This Then That” (IFTTT). Behav Soc Sci Libr 33(4):208–211. https://doi.org/10.1080/01639269.2014.964593CrossRefGoogle Scholar
- Papapanagiotou P, Davoust A, Murray-Rust D, Manataki A, Van Kleek M, Shadbolt N, David Robertson (2018) Social machines for all, AAMAS 2018Google Scholar
- Parecki A (2017) Webmention, W3C recommendation. https://www.w3.org/TR/webmention/
- Parkinson B, Millard DE, O’Hara K, Giordano R (2017) The digitally extended self: a lexicological analysis of personal data. J Inf Sci 44(4). https://doi.org/10.1177/0165551517706233CrossRefGoogle Scholar
- Pentland A (2008) Honest signals: how they shape our world. MIT Press, Cambridge, MACrossRefGoogle Scholar
- Polanyi M (1969) The republic of science: its political and economic theory. In: Knowing and being. University of Chicago Press, Chicago, pp 49–72Google Scholar
- Robertson D, Giunchiglia F (2013) Programming the social computer. Philos Trans R Soc A 371(1987):20120379. https://doi.org/10.1098/rsta.2012.0379MathSciNetCrossRefzbMATHGoogle Scholar
- Roman R, Zhou J, Lopez J (2013) On the features and challenges of security and privacy in distributed Internet of Things. Comput Netw 57(10):2266–2279. https://doi.org/10.1016/j.comnet.2012.12.018CrossRefGoogle Scholar
- Sarkar C, Akshay Uttama Nambi SN, Venkatesha Prasad R, Rahim A (2014) A scalable distributed architecture towards unifying IoT applications. In: 2014 IEEE World Forum on Internet of Things (WF-IoT), pp 508–513. https://doi.org/10.1109/WF-IoT.2014.6803220CrossRefGoogle Scholar
- Schell J (2014) The art of game design: a book of lenses, 2nd edn. CRC Press, Boca RatonCrossRefGoogle Scholar
- Shadbolt N, Hampson R (2018) The digital ape: how to live (at peace) with smart machines. Scribe, LondonGoogle Scholar
- Sicari S, Rizzardi A, Grieco LA, Coen-Porisini A (2015) Security, privacy and trust in Internet of Things: the road ahead. Comput Netw 76:146–164. https://doi.org/10.1016/j.comnet.2014.11.008CrossRefGoogle Scholar
- Smart P, Madaan A, Hall W (2018) Where the smart things are: social machines and the Internet of Things. Phenom Cogn Sci. https://doi.org/10.1007/s11097-018-9583-x
- Southan C, Sharman JL, Benson HE, Faccenda E, Pawson AJ, Alexander SPH, Buneman P, Davenport AP, McGrath JC, Peters JA, Spedding M, Catterall WA, Fabbro D, Davies JA (2016) The IUPHAR/BPS Guide to PHARMACOLOGY in 2016: towards curated quantitative interactions between 1300 protein targets and 6000 ligands. Nucleic Acids Res 44(D1):D1054–D1068. https://doi.org/10.1093/nar/gkv1037CrossRefGoogle Scholar
- Speicher S, Arwe J, Malhotra A (2015) Linked data platform 1.0, W3C. https://www.w3.org/TR/ldp/
- Story H (2018) Epistemology in the cloud: fake news and digital sovereignty, In: Verborgh R, Kuhn T, Berners-Lee T (eds.), Proceedings of the 2nd workshop on decentralizing the semantic web, CEUR workshop proceedings. http://ceur-ws.org/Vol-2165/paper7.pdf
- Surbatovich M, Aljuraidan J, Bauer L, Das A, Jia L (2017) Some recipes can do more than spoil your appetite: analyzing the security and privacy risks of IFTTT recipes. In: Proceedings of the 26th International Conference on World Wide Web (WWW ’17). International World Wide Web Conferences Steering Committee, Geneva, pp 1501–1510. https://doi.org/10.1145/3038912.3052709CrossRefGoogle Scholar
- Tinati R, Madaan A, Hall W (2017b) The role of crowdsourcing in the emerging Internet-Of-Things. In: Proceedings of the 26th International Conference on World Wide Web (WWW ’17). International World Wide Web Conferences Steering Committee, Geneva, pp 1669–1672. https://doi.org/10.1145/3041021.3051693CrossRefGoogle Scholar
- Turner S (2002) Scientists as agents. In: Mirowski P, Sent E-M (eds) Science bought and sold: essays in the economics of science. University of Chicago Press, Chicago, pp 362–384Google Scholar
- Ur B, Ho MPY, Brawner S, Lee J, Mennicken S, Picard N, Schulze D, Littman ML (2016) Trigger-action programming in the wild: an analysis of 200,000 IFTTT recipes. In: Proceedings of the 2016 CHI conference on human factors in computing systems. ACM, New York, pp 3227–3231. https://doi.org/10.1145/2858036.2858556CrossRefGoogle Scholar
- Van Kleek M, O’Hara K (2014) The future of social is personal: the potential of the Personal Data Store. In: Miorandi D, Maltese V, Rovatsos M, Nijholt A, Stewart J (eds) Social collective intelligence: combining the powers of humans and machines to build a smarter society. Springer, Cham, pp 125–158. https://doi.org/10.1007/978-3-319-08681-1_7CrossRefGoogle Scholar
- Whitmore A, Agarwal A, Da Xu L (2015) The Internet of Things: a survey of topics and trends. Inf Syst Front 17(2):261–274. https://doi.org/10.1007/s10796-014-9489-2CrossRefGoogle Scholar
- Williams M, Nurse JRC, Creese S (2018) Privacy is the boring bit: user perceptions and behaviour in the Internet-of-Things. https://arxiv.org/abs/1807.05761v1
- Woolley SC, Howard PN (2017) Computational propaganda worldwide. Oxford Internet Institute, Oxford, p 11. http://comprop.oii.ox.ac.uk/wp-content/uploads/sites/89/2017/06/Casestudies-ExecutiveSummary.pdfGoogle Scholar
- Yasseri T, Kertész J (2013) Value production in a collaborative environment: sociophysical studies of Wikipedia. J Stat Phys 151(3-4):414–439. https://doi.org/10.1007/s10955-013-0728-6MathSciNetCrossRefGoogle Scholar
- Zanella A, Bui N, Castellani A, Vangelista L, Zorzi M (2014) Internet of Things for smart cities. IEEE Internet Things 1(1):22–32. https://doi.org/10.1109/JIOT.2014.2306328CrossRefGoogle Scholar
- Ziegeldorf JH, Morchon OG, Wehrle K (2014) Privacy in the Internet of Things: threats and challenges. Secur Commun Netw 7(12):2728–2742. https://doi.org/10.1002/sec.795CrossRefGoogle Scholar
- Zittrain J (2008) The future of the internet: and how to stop it. Yale University Press, New HavenGoogle Scholar
- Zuboff S (2018) The age of surveillance capitalism: the fight for the future at the new frontier of power. Campus Verlag, BerlinGoogle Scholar