@article{draude2022social, abstract = {Social Machines sind ein Paradigma für die Gestaltung soziotechnischer Systeme, die unter Verwendung von Web- und Plattformlösungen das Potenzial digitaler Technologien mit der Eigenlogik sozialer Interaktion, Organisation und Struk- turbildung auf neue Weise zusammenführen. Im Folgenden diskutieren wir das Paradigma der Social Machine aus den Perspektiven der Informatik, der Wirtschaftsinformatik, der Soziologie und des Rechts, um Orientierungspunkte für seine Gestaltung zu identifizieren. Der Begriff ist in der Literatur jedoch bisher nicht abschließend definiert sondern nur durch Beispiele illustriert. In diesem Artikel stellen wir zunächst die folgende Definition zur Diskussion: Social Machines sind soziotechnische Sys- teme, in denen die Prozesse sozialer Interaktion hybrid zwischen menschlichen und maschinellen Akteuren ablaufen und teilweise algorithmisiert sind. Im Anschluss beleuchten wir drei aktuelle, sich gegenseitig bedingende Entwicklungen von Social Machines: die immer stärkere Verschmelzung von Sozialität und Maschine, die Vermessung von Nutzeraktivitäten als Grundstoff gesellschaftlichen Zusammenhalts und die zunehmende Algorithmisierung gesellschaftlicher Prozesse. Ab- schließend diskutieren wir, dass eine teilhabeorientierte, demokratischen Werten folgende Gestaltung von Social Machines die Perspektiven der Nutzungsakzeptanz, der gesellschaftlichen Akzeptabilität und der nachhaltigen Wirtschaftlichkeit adressieren und umsetzen muss.}, author = {Draude, Claude and Gruhl, Christian and Hornung, Gerrit and Kropf, Jonathan and Lamla, Jörn and Leimeister, Jan Marco and Sick, Bernhard and Stumme, Gerd}, doi = {https://doi.org/10.1007/s00287-021-01421-4}, interhash = {d0e2feb347795126f837baf41dadb60e}, intrahash = {bad7f105517414058bcaff04b69822a7}, journal = {Informatik Spektrum}, number = 1, pages = {38--42}, publisher = {Springer}, title = {Social Machines}, volume = 45, year = 2022 } @article{AtzmuellerATP2016, author = {Atzmueller, Martin and Kloepper, Benjamin and Al Mawla, Hassan and Jäschke, Benjamin and Hollender, Martin and Graube, Markus and Arnu, David and Schmidt, Andreas and Heinze, Sebastian and Schorer, Lukas and Kroll, Andreas and Stumme, Gerd and Urbas, Leon}, interhash = {4c3bbc59030bc1e0bea2c8ecdb574c25}, intrahash = {b9e0fbdf0393fc300c8cbeb5edbc9d9b}, journal = {atp edition}, language = {english}, month = {September}, mrtnote = {FEE,peer}, number = 9, owner = {duerrbaum}, pages = {62-74}, title = {Big data analytics for proactive industrial decision support: Approaches \& first experiences in the FEE Project}, url = {https://www.di-verlag.de/de/Zeitschriften/atp-edition/2016/09/Big-data-analytics-for-proactive-industrial-decision-support}, volume = 58, year = 2016 } @article{AtzmuellerATP2016, author = {Atzmueller, Martin and Kloepper, Benjamin and Al Mawla, Hassan and Jäschke, Benjamin and Hollender, Martin and Graube, Markus and Arnu, David and Schmidt, Andreas and Heinze, Sebastian and Schorer, Lukas and Kroll, Andreas and Stumme, Gerd and Urbas, Leon}, interhash = {4c3bbc59030bc1e0bea2c8ecdb574c25}, intrahash = {b9e0fbdf0393fc300c8cbeb5edbc9d9b}, journal = {atp edition}, language = {english}, month = {September}, mrtnote = {FEE}, number = 9, owner = {duerrbaum}, pages = {62-74}, title = {Big data analytics for proactive industrial decision support: Approaches \& first experiences in the FEE Project}, url = {https://www.di-verlag.de/de/Zeitschriften/atp-edition/2016/09/Big-data-analytics-for-proactive-industrial-decision-support}, volume = 58, year = 2016 } @article{10.1371/journal.pone.0136763, abstract = {

The issue of sustainability is at the top of the political and societal agenda, being considered of extreme importance and urgency. Human individual action impacts the environment both locally (e.g., local air/water quality, noise disturbance) and globally (e.g., climate change, resource use). Urban environments represent a crucial example, with an increasing realization that the most effective way of producing a change is involving the citizens themselves in monitoring campaigns (a citizen science bottom-up approach). This is possible by developing novel technologies and IT infrastructures enabling large citizen participation. Here, in the wider framework of one of the first such projects, we show results from an international competition where citizens were involved in mobile air pollution monitoring using low cost sensing devices, combined with a web-based game to monitor perceived levels of pollution. Measures of shift in perceptions over the course of the campaign are provided, together with insights into participatory patterns emerging from this study. Interesting effects related to inertia and to direct involvement in measurement activities rather than indirect information exposure are also highlighted, indicating that direct involvement can enhance learning and environmental awareness. In the future, this could result in better adoption of policies towards decreasing pollution.

}, author = {Sîrbu, Alina and Becker, Martin and Caminiti, Saverio and De Baets, Bernard and Elen, Bart and Francis, Louise and Gravino, Pietro and Hotho, Andreas and Ingarra, Stefano and Loreto, Vittorio and Molino, Andrea and Mueller, Juergen and Peters, Jan and Ricchiuti, Ferdinando and Saracino, Fabio and Servedio, Vito D. P. and Stumme, Gerd and Theunis, Jan and Tria, Francesca and Van den Bossche, Joris}, doi = {10.1371/journal.pone.0136763}, interhash = {6abb09b5ac2137e557a84d7be10009b4}, intrahash = {f35761dd0fbd9ad8af7c8099e0b6aac4}, journal = {PLoS ONE}, month = {08}, number = 8, pages = {e0136763}, publisher = {Public Library of Science}, title = {Participatory Patterns in an International Air Quality Monitoring Initiative}, url = {http://dx.doi.org/10.1371%2Fjournal.pone.0136763}, volume = 10, year = 2015 } @misc{becker2014subjective, abstract = {Sensor data is objective. But when measuring our environment, measured values are contrasted with our perception, which is always subjective. This makes interpreting sensor measurements difficult for a single person in her personal environment. In this context, the EveryAware projects directly connects the concepts of objective sensor data with subjective impressions and perceptions by providing a collective sensing platform with several client applications allowing to explicitly associate those two data types. The goal is to provide the user with personalized feedback, a characterization of the global as well as her personal environment, and enable her to position her perceptions in this global context. In this poster we summarize the collected data of two EveryAware applications, namely WideNoise for noise measurements and AirProbe for participatory air quality sensing. Basic insights are presented including user activity, learning processes and sensor data to perception correlations. These results provide an outlook on how this data can further be used to understand the connection between sensor data and perceptions. }, author = {Becker, Martin and Hotho, Andreas and Mueller, Juergen and Kibanov, Mark and Atzmueller, Martin and Stumme, Gerd}, howpublished = {CSSWS 2014, Poster}, interhash = {615afda9869c5e0facc8bdb5534760aa}, intrahash = {33cf40cc46170f51767c46d2ec14a495}, title = {Subjective vs. Objective Data: Bridging the Gap}, url = {http://www.gesis.org/en/events/css-wintersymposium/poster-presentation/}, year = 2014 } @inproceedings{zoller2015publication, abstract = {Scholarly success is traditionally measured in terms of citations to publications. With the advent of publication man- agement and digital libraries on the web, scholarly usage data has become a target of investigation and new impact metrics computed on such usage data have been proposed – so called altmetrics. In scholarly social bookmarking sys- tems, scientists collect and manage publication meta data and thus reveal their interest in these publications. In this work, we investigate connections between usage metrics and citations, and find posts, exports, and page views of publications to be correlated to citations.}, author = {Zoller, Daniel and Doerfel, Stephan and Jäschke, Robert and Stumme, Gerd and Hotho, Andreas}, booktitle = {Proceedings of the 2015 ACM Conference on Web Science}, interhash = {3515b34cd19959cee5fafbf4467a75ed}, intrahash = {548a7010ee2726f28e04e5c6e5fd6e2d}, title = {On Publication Usage in a Social Bookmarking System}, year = 2015 } @inproceedings{jaeschke2009testing, abstract = {The challenge to provide tag recommendations for collaborative tagging systems has attracted quite some attention of researchers lately. However, most research focused on the evaluation and development of appropriate methods rather than tackling the practical challenges of how to integrate recommendation methods into real tagging systems, record and evaluate their performance. In this paper we describe the tag recommendation framework we developed for our social bookmark and publication sharing system BibSonomy. With the intention to develop, test, and evaluate recommendation algorithms and supporting cooperation with researchers, we designed the framework to be easily extensible, open for a variety of methods, and usable independent from BibSonomy. Furthermore, this paper presents a �rst evaluation of two exemplarily deployed recommendation methods.}, address = {New York, NY, USA}, author = {Jäschke, Robert and Eisterlehner, Folke and Hotho, Andreas and Stumme, Gerd}, booktitle = {RecSys '09: Proceedings of the 2009 ACM Conference on Recommender Systems}, interhash = {440fafda1eccf4036066f457eb6674a0}, intrahash = {1320904b208d53bd5d49e751cbfcc268}, location = {New York, NY, USA}, note = {(to appear)}, publisher = {ACM}, title = {Testing and Evaluating Tag Recommenders in a Live System}, year = 2009 } @inproceedings{ATSK:14, address = {London, UK}, author = {Atzmueller, Martin and Thiele, Lisa and Stumme, Gerd and Kauffeld, Simone}, booktitle = {Proceedings of the 2014 International Smart University Workshop (SmartU 2014), London, UK}, interhash = {02bf7855560ff6708ea11e8c320d90dc}, intrahash = {35b065d3afc739bc42118a3b85ea57d0}, optpages = {1--12}, title = {{Evolution and Dynamics of Student Interaction on Networks of Face-to-Face Proximity}}, year = 2014 } @article{SIAS:14c, author = {Scholz, Christoph and Illig, Jens and Atzmueller, Martin and Stumme, Gerd}, interhash = {6a81e1de99a936c7b641546e284af20f}, intrahash = {3c8f0d99481312cf1543184948366b94}, journal = {CoRR}, opturl = {http://arxiv.org/abs/1407.0613}, title = {{On the Predictability of Talk Attendance at Academic Conferences (Extended Version)}}, volume = {abs/1407.0613}, year = 2014 } @article{doerfel2014cores, author = {Doerfel, Stephan and Jäschke, Robert and Stumme, Gerd}, interhash = {3d526c314b8a04d7cbd06b5e48f1dfe8}, intrahash = {2e56580361b37f1fe1501735ab05eafe}, journal = {Transactions on Intelligent Systems and Technology}, publisher = {ACM}, title = {The Role of Cores in Recommender Benchmarking for Social Bookmarking Systems}, year = 2014 } @inproceedings{SIAS:14b, address = {Aachen, Germany}, author = {Scholz, Christoph and Illig, Jens and Atzmueller, Martin and Stumme, Gerd}, booktitle = {Proc. LWA 2014 (KDML Special Track)}, interhash = {036eeb2c7b6ae2bab0be93301dd15abf}, intrahash = {653db2c6705c15c8fd9afe0536982a62}, publisher = {RTWH Aachen University}, title = {{On the Predictability of Talk Attendance at Academic Conferences (Extended Abstract, Resubmission)}}, year = 2014 } @article{SAS:14c, author = {Scholz, Christoph and Atzmueller, Martin and Stumme, Gerd}, interhash = {56c79f29ee5d2631ded291a39f7952db}, intrahash = {b1d72d24278760d72fb0774543cfdb06}, journal = {Journal of Social Network Analysis and Mining}, number = 217, title = {{Predictability of Evolving Contacts and Triadic Closure in Human Face-to-Face Proximity Networks}}, volume = 4, year = 2014 } @inproceedings{TAKS:14, address = {Wageningen, The Netherlands}, author = {Thiele, Lisa and Atzmueller, Martin and Kauffeld, Simone and Stumme, Gerd}, booktitle = {Proc. Measuring Behavior}, interhash = {cbfc02b8d436fb395c0207677d9afe03}, intrahash = {db2582a5ca1a0a91ac9378f8dfcb7d8d}, title = {{Subjective versus Objective Captured Social Networks: Comparing Standard Self-Report Questionnaire Data with Observational RFID Technology Data}}, year = 2014 } @article{MAHS:14, author = {Mitzlaff, Folke and Atzmueller, Martin and Hotho, Andreas and Stumme, Gerd}, interhash = {61a66cc068526af6e6b2a3b629d72346}, intrahash = {46f7a831481ba0761e10798be044f691}, journal = {Journal of Social Network Analysis and Mining}, number = 216, title = {{The Social Distributional Hypothesis}}, volume = 4, year = 2014 } @inbook{SMADS:14, address = {Heidelberg, Germany}, author = {Scholz, Christoph and Macek, Bjoern-Elmar and Atzmueller, Martin and Doerfel, Stephan and Stumme, Gerd}, chapter = {{Mining Social Links for Ubiquitous Knowledge Engineering}}, editor = {David, Klaus and Geihs, Kurt and Leimeister, Jan-Marco and Roßnagel, Alexander and Schmidt, Ludger and Stumme, Gerd and Wacker, Arno}, interhash = {892e8ce5c72e6e47c51974cbdbcdcd71}, intrahash = {1cd46cc57f2a578d26d512d17f2b04b2}, publisher = {Springer Verlag}, title = {{Socio-technical Design of Ubiquitous Computing Systems}}, year = 2014 } @inbook{ABHKMSSSS:14, address = {Heidelberg, Germany}, author = {Atzmueller, Martin and Behrenbruch, Kay and Hoffmann, Axel and Kibanov, Mark and Macek, Bjoern-Elmar and Scholz, Christoph and Skistims, Hendrik and Söllner, Matthias and Stumme, Gerd}, chapter = {{Connect-U: A System for Enhancing Social Networking}}, editor = {David, Klaus and Geihs, Kurt and Leimeister, Jan-Marco and Roßnagel, Alexander and Schmidt, Ludger and Stumme, Gerd and Wacker, Arno}, interhash = {a3e215f96a328486628a4c9e3b5917b0}, intrahash = {55fca5af1fe9313324d9ee570e57fbe2}, publisher = {Springer Verlag}, title = {{Socio-technical Design of Ubiquitous Computing Systems}}, year = 2014 } @inproceedings{SIAS:14a, address = {New York, NY, USA}, author = {Scholz, Christoph and Illig, Jens and Atzmueller, Martin and Stumme, Gerd}, booktitle = {Proc. 25th ACM Conference on Hypertext and Social Media}, interhash = {0d109dea7c2d5bab0fdd68d212fb88cd}, intrahash = {9eae843cffe35355caf37658c8c391c5}, optpages = {245-254}, publisher = {ACM Press}, title = {{On the Predictability of Talk Attendance at Academic Conferences}}, year = 2014 } @incollection{noKey, abstract = {The application of ubiquitous and social computational systems shows a rapidly increasing trend in our everyday environments: Enhancing social interactions and communication in both online and real-world settings is an important issue in a broad range of application contexts. This chapter describes the development of ubiquitous and social software for enhancing social networking. The Connect-U demonstrator features a class of such applications. In particular, it comprises the Conferator and MyGroup applications for enabling smarter social interactions in the context of conferences and working groups. We describe the applied socio-technical design process, and discuss experiences and lessons learned.}, author = {Atzmueller, Martin and Behrenbruch, Kay and Hoffmann, Axel and Kibanov, Mark and Macek, Bjoern-Elmar and Scholz, Christoph and Skistims, Hendrik and Söllner, Matthias and Stumme, Gerd}, booktitle = {Socio-technical Design of Ubiquitous Computing Systems}, doi = {10.1007/978-3-319-05044-7_15}, editor = {David, Klaus and Geihs, Kurt and Leimeister, Jan Marco and Roßnagel, Alexander and Schmidt, Ludger and Stumme, Gerd and Wacker, Arno}, interhash = {324a07604f0e107ca3f147a4a12a171a}, intrahash = {9708321a82ff6f1b2dd9e5509399f169}, isbn = {978-3-319-05043-0}, language = {English}, pages = {261-275}, publisher = {Springer International Publishing}, title = {Connect-U: A System for Enhancing Social Networking}, url = {http://dx.doi.org/10.1007/978-3-319-05044-7_15}, year = 2014 } @incollection{scholz2014mining, abstract = {Exploiting social links is an important issue for enhancing ubiquitous knowledge engineering because they are a substitute for a wide range of properties depending on which relation spans the link: in case of human face-to-face contacts, similar locations or potential knowledge transfer for the people in contact can be derived. This information can be used to improve the quality of ubiquitous services as localization or recommendation systems. We capture this information by deploying active RFID setups at a variety of contexts. In this chapter, we focus especially on working groups and conferences and discuss and evaluate the achieved improvements using the gathered data.}, author = {Scholz, Christoph and Macek, Bjoern-Elmar and Atzmueller, Martin and Doerfel, Stephan and Stumme, Gerd}, booktitle = {Socio-technical Design of Ubiquitous Computing Systems}, doi = {10.1007/978-3-319-05044-7_7}, editor = {David, Klaus and Geihs, Kurt and Leimeister, Jan Marco and Roßnagel, Alexander and Schmidt, Ludger and Stumme, Gerd and Wacker, Arno}, interhash = {530ce0d71bc54eb7faea4fad8f4f8a4d}, intrahash = {9f18259717ccfc3c46a062950112f4d2}, isbn = {978-3-319-05043-0}, language = {English}, pages = {109-129}, publisher = {Springer International Publishing}, title = {Mining Social Links for Ubiquitous Knowledge Engineering}, url = {http://dx.doi.org/10.1007/978-3-319-05044-7_7}, year = 2014 } @article{DBLP:journals/corr/SAS_Arxiv14, author = {Scholz, Christoph and Atzmueller, Martin and Stumme, Gerd}, ee = {http://arxiv.org/abs/1407.2161}, interhash = {3d6fc1f4eadda2f95eb84d455e17167e}, intrahash = {9c8ecf3df858805b00a204d7d7d40bea}, journal = {CoRR}, title = {Link Prediction and the Role of Stronger Ties in Networks of Face-to-Face Proximity}, volume = {abs/1407.2161}, year = 2014 }