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Department of Informatics Data Analytics Group

Publications

    Submitted Works and Working Papers

  1. Ingo Scholtes, Luka Petrovic, Vincenco Perri: An Information-Theoretic Method to Detect Causal Time Scales in Temporal Networks. In preparation, February 2019
  2. Luka Petrović, Ingo Scholtes: Counting Causal Paths in Big Time Series Data on Networks. Under review, arXiv 1905.11287, May 2019
  3. Vincenzo Perri, Ingo Scholtes: Force-Directed Visualisation of Causal Topologies in Temporal Networks. Under review, June 2019
  4. Ingo Scholtes, Markus Strohmaier, Frank Schweitzer: The Social Computing Crisis and the Age of Computation Social Science. Under Review, August 2018
  5. Ingo Scholtes, Frank Schweitzer: Complex Networks: An Advanced Course. Textbook in preparation, July 2018
  6. Yan Zhang, Antonios Garas and Ingo Scholtes: Controllability of temporal networks: An analysis using higher-order networks. Under Review, January 2017
  7. Giona Casiraghi, Vahan Nanumyan, Ingo Scholtes, Frank Schweitzer: Generalized Hypergeometric Ensembles: Statistical Hypothesis Testing in Complex Networks. Under revision, arXiv 1607.02441, July 2016

    8. Journals and Refereed Conference Proceedings

  8. Christoph Gote, Ingo Scholtes: git2net - Mining Time-Stamped Co-Editing Networks from Large git Repositories. In Proceedings of the 16th International Conference on Mining Software Repositories, MSR 2019, Montreal, QC, Canada, May 2019
  9. Renaud Lambiotte, Martin Rosvall, Ingo Scholtes: Understanding Complex Systems: From Networks to Optimal Higher-Order Models. To appear in Nature Physics, Preprint at arXiv 1806.05977, March 2019
  10. Renaud Lambiotte, Martin Rosvall, Michael Schaub, Ingo Scholtes, Jian Xu: Beyond Graph Mining: Higher-Order Data Analytics for Temporal Network Data. Hands-On Tutorial at KDD'18 - 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, London, UK, August 19-23, 2018
  11. Ingo Scholtes: Data Science in den Sozialwissenschaften (in German). In Data Literacy und Data Science Education: Digitale Kompetenzen in der Hochschulausbildung, April 2018
  12. Ingo Scholtes: When is a Network a Network? Multi-Order Graphical Model Selection in Pathways and Temporal Networks. In KDD'17 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, Nova Scotia, Canada, August 13-17, 2017
  13. Giona Casiraghi, Vahan Nanumyan, Ingo Scholtes, Frank Schweitzer: From Relational Data to Graphs: Inferring Significant Links using Generalized Hypergeometric Ensembles. In Social Informatics. SocInfo 2017, Lecture Notes in Computer Science, Vol. 10540, September 2017
  14. Emre Sarigöl, David Garcia, Ingo Scholtes, Frank Schweitzer: Quantifying the effect of editor-author relations on manuscript handling times. In Scientometrics, March 2017
  15. Vikramjit Singh, Markus Esch, Ingo Scholtes. Decentralized Cluster Detection in Distributed Systems based on Self-Organized Synchronization. In Proceedings of the 10th IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO), Augsburg, Germany, September 2016
  16. Ingo Scholtes, Pavlin Mavrodiev, Frank Schweitzer: From Aristotle to Ringelmann: a large-scale analysis of productivity and coordination in Open Source Software projects. In Empirical Software Engineering, Volume 21, Issue 2, pp 642-683, April 2016
  17. Ingo Scholtes, Nicolas Wider, Antonios Garas: Higher-Order Aggregate Networks in the Analysis of Temporal Networks: Path structures and centralities. In The European Physical Journal B, 89:61, March 2 2016
  18. Ingo Scholtes: Understanding Complex Systems: When Big Data meets Network Science. In it - Information Technology, De Gruyter, August 1 2015
  19. Marcelo Cataldo, Ingo Scholtes, Giuseppe Valetto: A Complex Networks Perspective on Collaborative Software Engineering. In Advances in Complex Systems, May 7 2015
  20. Ingo Scholtes, Nicolas Wider, René Pfitzner, Antonios Garas, Claudio J Tessone, Frank Schweitzer: Causality-driven slow-down and speed-up of diffusion in non-Markovian temporal networks. In Nature Communications, Vol. 5, Article 5024, September 24, 2014
  21. Emre Sarigöl, René Pfitzner, Ingo Scholtes, Antonios Garas, Frank Schweitzer: Predicting Scientific Success Based on Coauthorship Networks. In EPJ Data Science, 2014:9, September 25 2014
  22. Marcelo Serrano Zanetti, Claudio J Tessone, Ingo Scholtes and Frank Schweitzer: Automated Software Re-modularization Based on Move Refactoring. In Proceedings of the 13th International Conference on Modularity (Modularity), Lugano, Switzerland, April 2014
  23. Sven Tomforde, Jörg Hähner, Hella Seebach, Wolfgang Reif, Bernhard Sick, Arno Wacker, Ingo Scholtes: Engineering and Mastering Interwoven Systems. In Proceedings of the 2nd International Workshop on Self-optimisation in Organic and Autonomic Computing Systems (SAOS), Lübeck, Germany, February 2014
  24. René Pfitzner, Ingo Scholtes, Antonios Garas, Claudio J Tessone and Frank Schweitzer: Betweenness Preference: Quantifying Correlations in the Topological Dynamics of Temporal Networks. In Physical Review Letters, Volume 110, Issue 19, Article 198701, May 10 2013
  25. Nicolas Perony, René Pfitzner, Ingo Scholtes, Claudio J Tessone, Frank Schweitzer: Enhancing Consensus Under Opinion Bias By Means Of Hierarchical Decision Making. In Advances in Complex Systems, Vol. 16, December 2013
  26. Valentin Burger, Tobias Hossfeld, David Garcia, Michael Seufert, Ingo Scholtes, David Hock: Resilience in Enterprise Social Networks. In Proceedings of the GI Jahrestagung 2013, pp. 1177-1179, Koblenz, Germany, September 16-20, 2013
  27. Ingo Scholtes, René Pfitzner, Frank Schweitzer: The Social Dimension of Information Ranking: A Discussion of Research Challenges and Approaches. In Proceedings of the GI Jahrestagung 2013, pp. 1177-1179, Koblenz, Germany, September 16-20, 2013
  28. Ingo Scholtes and Markus Esch: Complex Structures and Collective Dynamics in Networked Systems: A Tutorial. In Proceedings of the 7th IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO), pp. 271-272, Philadelphia, PA, USA, September 9-13, 2013
  29. Marcelo S Zanetti, Ingo Scholtes, Claudio J Tessone, Frank Schweitzer: The Rise and Fall of a Central Contributor: Centralization and Performance in the Gentoo Community. In Proceedings of the 6th International Workshop on Cooperative and Human Aspects in Software Engineering (CHASE) held at ICSE 2013, San Francisco, CA, USA, May 2013
  30. Marcelo S Zanetti, Ingo Scholtes, Claudio J Tessone, Frank Schweitzer: Categorizing Bugs with Social Networks: A Case Study on Four Open Source Software Communities. In Proceedings of the 35th International Conference on Software Engineering (ICSE '13), pp. 1032-1041, San Francisco, CA, USA, May 2013
  31. Marcelo S Zanetti, Ingo Scholtes, Claudio J Tessone, Frank Schweitzer: A Quantitative Study of Social Organization in Open Source Software Communities. In Proceedings of Imperial College Computing Student Workshop (ICCSW), Open Access Series in Informatics, pp. 116-122, London, UK, September 27-28, 2012
  32. Joydeep Chandra, Ingo Scholtes, Niloy Ganguly, Frank Schweitzer: A Tunable Mechanism for Identifying Trusted Nodes in Large Scale Distributed Networks. In Proceedings of 11th IEEE International Conference on Trust, Securit and Privacy and Communications (TrustCom), pp. 722-729, Liverpool, UK, June 25-27, 2012 [Best Paper]
  33. Nicolas Perony, René Pfitzner, Ingo Scholtes, Claudio J Tessone, Frank Schweitzer: Hierarchical Consensus Formation Reduces The Influence of Opinion Bias. In Proceedings of the 26th European Conference on Modelling and Simulation (ECMS), Koblenz, Germany, May 29 - June 1, 2012
  34. Ingo Scholtes, Claudio J Tessone: Organic Design of Massively Distributed Systems: A Complex Networks Perspective. In Informatik Spektrum, Vol. 35, No. 2, pp. 75-86, Springer, April 2012
  35. Markus Esch, Aleksandrina Kovacheva, Ingo Scholtes, Steffen Rothkugel: TweetGames: A framework for Twitter-based Collaborative Social Online Games. In Proceedings of the 7th International Conference on Collaborative Computing (CollaborateCom), pp. 436-442, Orlando, FL, USA, October 15 - 18, 2011
  36. Jean Botev, Markus Esch,Herman Schloss, Ingo Scholtes, Peter Sturm: HyperVerse: simulation and testbed reconciled. International Journal of Advanced Media and Communication, pp. 167-181, Vol. 4, No. 2, 2010
  37. Jean Botev and Ingo Scholtes: A self-organized resource allocation scheme for decentralized distributed virtual environments. In Proceedings of the 6th International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), pp. 1-7, Chicago, IL, USA, October 9 - 12, 2010
  38. Ingo Scholtes; Distributed Creation and Adaptation of Random Scale-Free Overlay Networks. In Proceedings of the 4th IEEE Conference on Self-Organizing and Self-Adaptive Systems (SASO), pp. 51-63, Budapest, Hungary, September 27 - October 1, 2010
  39. Ingo Scholtes, Jean Botev, Markus Esch, Peter Sturm: Epidemic Self-Synchronization in Complex Networks of Kuramoto Oscillators. In Advances in Complex Systems, Vol. 13, No. 1, pp. 33-58, World Scientific, June 2010
  40. Markus Esch and Ingo Scholtes: Resilience and Multicast Aspects of the Structured Network Overlay GP3. In Proceedings of the 4th International Conference on Complex, Intelligent and Software Intensive Systems (CISIS), pp. 1117-1122, Krakow, Poland, February 15 - 18, 2010
  41. Markus Esch, Wei Tsang Ooi, Ingo Scholtes: Evaluation of the HyperVerse Avatar Management Scheme Based on the Analysis of Second Life Traces. In Proceedings of the 15th International Conference on Parallel and Distributed Systems (ICPADS), Shenzhen, Guangdong, China, pp. 692-699, December 8 - 11, 2009
  42. Markus Esch and Ingo Scholtes: A scale-free and self-organized P2P overlay for massive multiuser virtual environments. In Proceedings of the 5th International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), pp. 1-10, Washington DC, USA, November 11 - 14, 2009
  43. Markus Esch, Jean Botev, Hermann Schloss, Ingo Scholtes: Performance Evaluation of GP3 - A Grid-Based Spatial Index Infrastructure. In Proceedings of the 6th International Conference on Information Technology: New Generations (ITNG), Las Vegas, Nevada, pp. 663-670, April 27 - 29, 2009
  44. Markus Esch, Jean Botev, Hermann Schloss, Ingo Scholtes: P2P-Based Avatar Interaction in Massive Multiuser Virtual Environments. In Proceedings of the 3rd International Conference on Complex, Intelligent and Software Intensive Systems (CISIS), pp. 977-982, Fukuoka, Japan, March 16-19, 2009
  45. Alexander Hohfeld, Patrick Gratz, Angelo Beck, Jean Botev, Hermann Schloss, Ingo Scholtes: Self-organizing collaborative filtering in global-scale massive multi-user virtual environments. In Proceedings of the 2009 ACM Symposium on Applied Computing (SAC), Honolulu, Hawaii, USA, pp. 1719-1723, March 9 - 12, 2009
  46. Ingo Scholtes, Jean Botev, Markus Esch, Peter Sturm: Epidemic Self-Synchronization in Complex Networks. In Proceedings of the First International Conference on Complex Sciences (Complex), pp. 1794-1809, Shanghai, China, February 23 - 25, 2009
  47. Hermann Schloss, Jean Botev, Alexander Höhfeld, Ingo Scholtes, Rainer Oechsle, Markus Esch: HiOPS overlay - efficient provision of multicast in peer-to-peer systems. In Proceedings of the 16th International Conference on Networks (ICON), New Delhi, India, pp. 1 - 6, December 12 - 14, 2008
  48. Markus Esch, Jean Botev, Hermann Schloss, Ingo Scholtes: GP3 - A Distributed Grid-Based Spatial Index Infrastructure for Massive Multiuser Virtual Environments. In Proceedings of the 14th International Conference on Parallel and Distributed Systems (ICPADS), Melbourne, Victoria, Australia, pp. 811-816, December 8 - 10, 2008,
  49. Ingo Scholtes, Jean Botev, Markus Esch, Hermann Schloss, Peter Sturm: Using Epidemic Hoarding to Minimize Load Delays in P2P Distributed Virtual Environments. In Proceedings of the 4th International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), pp. 578-593, Orlando, FL, USA, November 13 - 16, 2008
  50. Ingo Scholtes, Jean Botev, Markus Esch, Alexander Höhfeld, Hermann Schloss: Awareness-Driven Phase Transitions in Very Large Scale Distributed Systems. In Proceedings of the 2nd IEEE Conference on Self-Organizing and Self-Adaptive Systems (SASO), pp. 25-34, Venice, Italy, October 20 - 24, 2008
  51. Markus Esch, Patrick Gratz, Steffen Rothkugel, Jörg Jakoby, Ingo Scholtes, Peter Sturm: CrePes - Warum und wie Schüler ab 8 Jahren Programmieren lernen sollten [In German]. In Proceedings of 6th e-Learning Fachtagung Informatik der Gesellschaft für Informatik e.V., pp. 413-424, September 7 - 10, 2008, Lübeck, Germany
  52. Ingo Scholtes, Serguei Kolos, Pasquale F Zema: The ATLAS Event Monitoring Service-Peer-to-Peer Data Distribution in High-Energy Physics. IEEE Transactions on Nuclear Science, Vol. 55, No. 3, pp. 1610-1620, June 2008
  53. Ingo Scholtes, Jean Botev, Markus Esch, Alexander Höhfeld, Hermann Schloss, Benjamin Zech: TopGen - internet router-level topology generation based on technology constraints. In Proceedings of the 1st International Conference on Simulation Tools and Techniques for Communications, Networks and Systems (SimuTools), pp. 30-38, Marseille, France, March 3 - 7, 2008
  54. Markus Esch, Jean Botev, Hermann Schloss, Alexander Höhfeld, Ingo Scholtes, Benjamin Zech: SimCon - a simulation and visualization environment for overlay networks and large-scale applications. In Proceedings of the 1st International Conference on Simulation Tools and Techniques for Communications, Networks and Systems (SimuTools), pp. 68-76, Marseille, France, March 3 - 7, 2008
  55. Jean Botev, Markus Esch, Alexander Höhfeld, Herman Schloss, Ingo Scholtes, Peter Sturm: The HyperVerse: concepts for a federated and Torrent-based '3D Web'. In International Journal of Advanced Media and Communication, pp. 331-350, Vol. 2, No. 4, 2008
  56. Markus Esch, Hermann Schloss and Ingo Scholtes: The SEMPA prototype - using XAML and web services for rich interactive Peer-to-Peer applications. In Proceedings of the 3rd International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), pp. 271-277, White Plains, New York, USA, November 12 - 15, 2007
  57. Ingo Scholtes, Serguei Kolos, Pasquale F Zema: The ATLAS Event Monitoring Service - Peer-to-Peer Data Distribution in High-Energy Physics. In Proceedings of the IEEE Nuclear Science Symposium (NSS/MIC), San Diego, CA, USA, October 29 - November 4, 2006
  58. Ingo Scholtes, Daniel Görgen, Patrick Gratz: Web Service Interface Syndication and its Application to a Collaborative Weblog Search. In Proceedings of the 2nd International Conference on Collaborative Computing, Networking, Applications and Worksharing (CollaborateCom), Atlanta GA, USA, November 17-20, 2006
  59. Ingo Scholtes, Peter Sturm: Web Federates - Towards a Middleware for Highly Scalable Peer-to-Peer Services. In Proceedings of the Second International Conference on Web Information Systems and Technologies (WEBIST), Setubal, Portugal, April 11 - 13, 2006
  60. Doris Burckhart-Chromek et al.: Testing on a Large Scale: running the ATLAS Data Acquisition and High Level Trigger Software on 700 PC Nodes. In Proceedings of the 15th International Conference on Computing In High Energy and Nuclear Physics (CHEP), Mumbai, India, pp.60-65, February 13 - 17, 2006

    61. Book Chapters

  61. Nicolas Wider, Antonios Garas, Ingo Scholtes, Frank Schweitzer: An ensemble perspective on multi-layer networks. In Interconnected Networks, Springer Series: Understanding Complex Systems, ISBN 978-3-319-23945-3, pp. 37-59, February 2016
  62. Valentin Burger, David Hock, Ingo Scholtes, Tobias Hoßfeld, David Garcia, Michael Seufert: Social Network Analysis in the Enterprise: Challenges and Opportunities. In Social Informatics - The Social Impact of Interactions between Humans and IT, Springer Proceedings in Complexity, ISBN 978-3-319-09377-2, pp. 95-120, October 2014
  63. Ingo Scholtes, René Pfitzner, Frank Schweitzer: The Social Dimension of Information Ranking: A Discussion of Research Challenges and Approaches. In Social Informatics - The Social Impact of Interactions between Humans and IT, Springer Proceedings in Complexity, ISBN 978-3-319-09377-2, pp. 45-61, October 2014
  64. Ingo Scholtes, Peter Sturm: Web Federates - Towards a Middleware for Highly Scalable Peer-to-Peer Services. In Web Information Systems and Technologies, International Conferences, WEBIST 2005 and WEBIST 2006. Revised Selected Papers, pp. 138-149, Springer, ISBN 978-3-540-74062-9

    65. Theses

  65. Ingo Scholtes: Harnessing Complex Structures and Collective Dynamics in Large Networked Computing Systems
    Dissertation, University of Trier, 204 pages, May 2011
    Reviewers: Prof. Dr. Peter Sturm and Prof. Dr. Tamás Vicsek
    [University of Trier Library]
  66. Ingo Scholtes: A reimplementation of the CORBA-based Event Monitoring System for the ATLAS LHC Experiment at CERN
    Diploma Thesis, University of Trier, 164 pages, November 2005
    Reviewer: Prof. Dr. Peter Sturm
    [CERN Document Server]

    67. Technical reports

  67. The Community of Testers and Developers in ATLAS DAQ/HLTATLAS DAQ/HLT Software Large Scale Functionality and Performance Tests July 2005
    [CERN Document Server]