Mapping the field of Algorithmic Journalism

REFERENCES

• AI . 2015a. “Robot Reporters: How the AP Embraced Data Automation | Strata + Hadoop World.” https://www.youtube.com/watch?t=31&v=lBzXiMiwQQs.
   Google Scholar
• AI . 2015b. “When Robots Write the News, What Will Humans Do? | SXSW Interactive.” https://www.youtube.com/watch?v=0LqLHAtLE-c.
   Google Scholar
• Anderson, Christopher W. 2011. “Understanding the Role Played by Algorithms and Computational Practices in the Collection, Evaluation, Presentation, and Dissemination of Journalistic Evidence.” Paper presented at the 1st Berlin Symposium on the Internet and Society, Berlin, Germany, October 25–28.
   Google Scholar
• Anderson, Christopher W. 2012. “Towards a Sociology of Computational and Algorithmic Journalism.” New Media and Society (15) 7: 1005–1021.
   Web of Science ®Google Scholar
• Anderson, Christopher W. 2013. “What Aggregators Do: Towards a Networked Concept of Journalistic Expertise in the Digital Age.” Journalism (14) 8: 1008–1023.https://doi.org/10.1177/1464884913492460
   Web of Science ®Google Scholar
• AP . 2015. “Private Equity Firm Vista Buying Automated Insights.” http://www.ap.org/Content/AP-In-The-News/2015/Private-equity-firm-Vista-buying-Automated-Insights.
   Google Scholar
• Arria, N. L. G. 2015. “Termination of Contract and Trading Update.” Email from Stuart Rogers, CEO Arria NLG 30 (4): 2015.
   Google Scholar
• American Society of Business Press Editors . 2015. http://www.asbpe.org/blog/2015/05/03/aps-tom-kent-the-time-has-arrived-for-robotics-journalism-ethical-checklist/.
   Google Scholar
• Bateman, John . 2010. “Angewandte natürlichsprachliche Generierungs- und Auskunftsysteme [Applied Systems for Generation and Information Based on Natural Language].” In Computerlinguistik und Sprachtechnologie. Eine Einführung [Computational Linguistics and Speech Technology], edited by Kai-Uwe Carstensen , Christian Ebert , Cornelia Ebert , Susanne Jekat , Ralf Klabunde and Hagen Langer , 633–641. Heidelberg: Spektrum.
   Google Scholar
• Berners-Lee, Tim , James Hendler , and Ora Lassila . 2001. “The Semantic Web”. Scientific American (284) 5: 24–30.
   PubMed Web of Science ®Google Scholar
• Binstead, Kim , and Graeme Ritchie . 1997. “Computational Rules for Punning Riddles.” Humor. International Journal of Humor Research 1 (10): 25–76.
   Google Scholar
• Broussard, Meredith . 2014. “Artificial Intelligence for Investigative Reporting. Using an Expert System to Enhance Journalists’ Ability to Discover Original Public Affairs Stories.” Digital Journalism ( online first), https://doi.org/http://doi.org/10.1080/21670811.2014.985497.
   Google Scholar
• Callaway, Charles , and James Lester . 2002. “Narrative Prose Generation.” Artificial Intelligence 2 (139): 213–252.https://doi.org/10.1016/S0004-3702(02)00230-8
   Google Scholar
• Carlson, Matt . 2014. “The Robotic Reporter. Automated Journalism and the Redefinition of Labor, Compositional Forms, and Journalistic Authority.” Digital Journalism 3 (3): 416–431.
   Web of Science ®Google Scholar
• Carstensen, Kai-Uwe , Christian Ebert , Cornelia Ebert , Susanne Jekat , Ralf Klabunde , and Hagen Langer . 2010. Computerlinguistik und Sprachtechnologie. Eine Einführung [Computational Linguistics and Speech Technology. An Introduction]. Heidelberg: Spektrum.https://doi.org/10.1007/978-3-8274-2224-8
   Google Scholar
• Clerwall, Christer . 2014. “Enter the Robot Journalist. Users’ Perceptions of Automated Content.” Journalism Practice , (8) 5: 519–531.https://doi.org/10.1080/17512786.2014.883116
   Google Scholar
• Coddington, Mark . 2014. “Clarifying Journalism’s Quantitative Turn. A Typology for Evaluating Data Journalism, Computational Journalism, and Computer-assisted Reporting.” Digital Journalism 3 (3): 331–348.
   Google Scholar
• Cormen, Thomas H. , Charles E. Leiserson , Ronald L. Rivest , and Clifford Stein . 2009. Introduction to Algorithms . Cambridge, Mass: MIT Press.
   Google Scholar
• Denzin, Norman K. 1970. The Research Act . Chicago, IL : Aldine.
   Google Scholar
• Denzin, Norman K. 1989. The Research Act . Englewood Cliffs, NJ: Prentice Hall.
   Google Scholar
• Diakopoulos, Nicholas . 2014. “Algorithmic Accountability. Journalistic Investigation of Computational Power Structures.” Digital Journalism 3 (3): 398–415.
   Web of Science ®Google Scholar
• Flick, Uwe . 2008. Triangulation. Eine Einführung [Triangulation. An Introduction]. Wiesbaden: VS Verlag.https://doi.org/10.1007/978-3-531-91976-8
   Google Scholar
• Fox News . 2015. “Correction: Earns-Graham Holdings Story”. http://www.foxnews.com/us/2015/08/07/correction-earns-graham-holdings-story/.
   Google Scholar
• Frey, Benedikt Carl , and Michael A. Osborne . 2013. “The Future of Employment: How Susceptible Are Jobs to Computerisation?” Working Paper, University of Oxford, http://www.oxfordmartin.ox.ac.uk/downloads/academic/The_Future_of_Employment.pdf.
   Google Scholar
• Gillespie, Tarleton . 2014. “The Relevance of Algorithms.” In Media Technologies. Paths Forward in Social Research , edited by Tarleton Gillespie , Pablo Boczkowski , and Kirsten Foot , 167–194. London: MIT Press.
   Google Scholar
• Goldberg, Eli , Norbert Driedger , and Richard Kittredge . 1994. “Using Natural-language Processing to Produce Weather Forecasts.” IEEE Expert 2 (9): 45–53.https://doi.org/10.1109/64.294135
   Google Scholar
• Groth, Otto . 1960. Die unerkannte Kulturmacht. Grundlagen der Zeitungswissenschaft (Periodik) [The Unrecognized Cultural Power. Basics of Newspaper Research]. Berlin: Walter de Gruyter.
   Google Scholar
• Heuss, Ernst . 1965. Allgemeine Markttheorie [General Market Theory]. Tübingen: Mohr.
   Google Scholar
• Hohlfeld, Ralf . 2003. Journalismus und Medienforschung. Theorie, Empirie, Transfer [Journalism and Media Research. Theory, Empirical Research, Transfer]. Konstanz: UTB.
   Google Scholar
• Jones, Karen Sparck . 2001. “Natural Language Processing. A Historical Review.” Working Paper, University of Cambridge. http://www.cl.cam.ac.uk/archive/ksj21/histdw4.pdf.
   Google Scholar
• Kiefer, Marie-Luise . 2001. Medienökonomik [Media Economics]. München: Oldenbourg.
   Google Scholar
• Kiefer, Marie-Luise . 2010. Journalismus und Medien als Institutionen [Journalism and Media as Institutions]. Konstanz: UVK.
   Google Scholar
• Kukich, Karen . 1983. “Design Andimplementation of a Knowledge-Basedreport Generator.” Proceedings of 21st Annual Meeting of the Association for Computational Linguistics, 145–150.
   Google Scholar
• Latar, Noam Lemelshtrich . 2015. “The Robot Journalist in the Age of SocialPhysics: The End of Human Journalism?” In The Economics of Information, Communication, and Entertainment. the Impacts of Digital Technology in the 21st Century , edited by Gali Einav , 65–80. Wiesbaden: Springer.
   Google Scholar
• Latzer, Michael Hollnbuchner, Katharina Just, Natascha Saurwein, Florian . 2014. The Economics of Algorithmic Selection on the Internet . Zurich: University of Zurich. http://www.mediachange.ch/media//pdf/publications/Economics_of_algorithmic_selection_WP.pdf.
   Google Scholar
• Lewis, Seth C. , and Oscar Westlund . 2014. “Big Data and Journalism. Epistemology, Expertise, Economics, and Ethics.” Digital Journalism 3 (3): 447–466.
   Web of Science ®Google Scholar
• Lewis, Seth C. , and Nikki Usher . 2013. “Open Source and Journalism: Toward New Frameworks for Imagining News Innovation.” Media, Culture and Society 35 (5): 602–619.https://doi.org/10.1177/0163443713485494
   Web of Science ®Google Scholar
• Löffelholz, Martin . 2008. “Heterogeneous—Multidimensional—Competing: Theoretical Approaches to Journalism—An Overview.” In Global Journalism Research , edited by Martin Löffelholz and David Weaver , 15–27. Hoboken, NJ: John Wiley & Sons.
   Google Scholar
• Mager, Astrid . 2012. “Algorithmic Ideology.” Information, Communication and Society (15) 5: 269–787.
   Google Scholar
• McDonald, David D. 2010. “Natural Language Generation.” In Handbook of Natural Language Processing , edited by Nitin Indurkhya and Fred J. Damerau , 121–141. Chapman and Hall: Boca Raton, FL.
   Google Scholar
• Meier, Klaus . 2002. “Neue Journalistische Formen [New Journalistic Genres].” In Internet-Journalismus [Internet Journalism], edited by Klaus Meier , 21–172. Konstanz: UVK.
   Google Scholar
• Meier, Klaus . 2003. “Qualität Im Online-Journalismus [Quality in Online-Journalism].” In Qualität Im Journalismus. Grundlagen, Dimensionen, Praxismodelle [Quality in Journalism. Basics, Dimensions, Practical Models], edited by Hans-Jürgen Bucher and Klaus-Dieter Altmeppen , 247–266. Wiesbaden: Westdeutscher Verlag.
   Google Scholar
• Meier, Klaus . 2011. Journalistik [Journalism]. Konstanz: UTB.
   Google Scholar
• Napoli, Philip M. 2014. “Automated Media: An Institutional Theory Perspective on Algorithmic Media Production and Consumption.” Communication Theory (24) 3: 340–360.https://doi.org/10.1111/comt.2014.24.issue-3
   Google Scholar
• Neuberger, Christoph . 1996. Journalismus als Problembearbeitung Objektivität und Relevanz in der öffentlichen Kommunikation [Journalism as Problem Processing. Objectivity and Relevance in Public Communication]. Konstanz: UVK.
   Google Scholar
• Neuberger, Christoph . 2001. Journalismus im Internet. Theoriekontext und empirische Exploration [Journalism on the Internet. Theoretical Context and Exploration]. unveröffentlichte Habilitationsschrift . Eichstätt: Universität Eichstätt-Ingolstadt.
   Google Scholar
• Neuberger, Christoph . 2002. “Vom Unsichtbarwerden Des Journalismus Im Internet [Journalism: Becoming Invisible on the Internet].” In Innovationen Im Journalismus [Innovations in Journalism]. Forschung für die Praxis , edited by Ralf Hohlfeld , Klaus Meier , and Christoph Neuberger , 25–68. Münster: LIT Verlag.
   Google Scholar
• Neuberger, Christoph . 2003. “Zeitung Und Internet: Über Das Verhältnis Zwischen Einem Alten Und Einem Neuen Medium [Newspaper and Internet: About the Relationship of an old and new Medium].” In Online—Die Zukunft Der Zeitung? [Online - The Future of the Newspaper?] edited by Christoph Neuberger and Jan Tonnemacher , 16–110. Wiesbaden: Westdeutscher Verlag.
   Google Scholar
• Neuberger, Christoph . 2007. “Interaktivität, Interaktion, Internet [Interactivity, Interaction, Internet].” Publizistik 52 (1): 33–50.https://doi.org/10.1007/s11616-007-0004-3
   Google Scholar
• Neuberger, Christoph , and Peter Kapern . 2013. Grundlagen Des Journalismus [Basics of Journalism]. Wiesbaden: VS Verlag.https://doi.org/10.1007/978-3-531-94191-2
   Google Scholar
• Neverla, Irene . 2001. “Das Netz—Eine Herausforderung Für Die Kommunikationswissenschaft [The Internet: Challenges for Communication Science].” In Kommunikationskulturen zwischen Kontinuität Und Wandel. Universelle Netzwerke Für Die Zivilgesellschaft [Cultures of Communication between Continuity and Change], edited by Ursula Maier-Rabler und Ulrich Latzer , 29–46. Konstanz: UVK.
   Google Scholar
• Pavlik, John. 2000. “The Impact of Technology on Journalism.” Journalism Studies (1) 2: 229–237.https://doi.org/10.1080/14616700050028226
   Google Scholar
• Pavlik, John . 2013. “Innovation and the Future of Journalism.” Digital Journalism 1 (2): 181–193.https://doi.org/10.1080/21670811.2012.756666
   Web of Science ®Google Scholar
• Perez y Perez, Rafael , and Mike Sharples . 2004. “Three Computer-Based Models of Storytelling: BRUTUS, MINSTREL, and MEXICA.” Knowledge-Based Systems 17 (1): 15–29.https://doi.org/10.1016/S0950-7051(03)00048-0
   Web of Science ®Google Scholar
• Petre, Caitlin . 2013. “A Quantitative Turn in Journalism?” Tow Center for Digital Journalism , October 30. http://towcenter.org/blog/a-quantitative-turn-in-journalism/.
   Google Scholar
• Portet, François , Ehud Reiter , Jim Hunter , and Somayajulu Sripada . 2007. “Automatic Generation of Textual Summaries from Neonatal Intensive Care Data.” Proceedings of the 11th Conference on Artificial Intelligence in Medicine (AIME 2007), 227–236.
   Google Scholar
• Powers, Matthew . 2012. “In Forms That Are Familiar and Yet-to-be Invented: American Journalism and the Discourse of Technologically Specific Work.” Journal of Communication Inquiry 36 (1): 24–43.https://doi.org/10.1177/0196859911426009
   Google Scholar
• Poynter . 2014. “L.a. times Reporter Talks about His Story-writing ‘Quakebot’.” http://www.poynter.org/news/mediawire/243744/l-a-times-reporter-talks-about-his-story-writing-quakebot/.
   Google Scholar
• Poynter . 2015. “AP Will Use Software to Write NCAA Game Stories.” http://www.poynter.org/news/mediawire/324601/ap-will-use-software-to-write-ncaa-game-stories/.
   Google Scholar
• Pratt-hartmann, Ian . 2010. “Computational Complexity in Natural Language.” In Handbook of Computational Linguistics and Natural Language Processing , edited by Alexander Clark , Chris Fox and Shalom Lappin , 43–73. Oxford: Wiley-Blackwell.https://doi.org/10.1002/9781444324044.ch2
   Google Scholar
• Quandt, Thorsten . 2000. “Das Ende des Journalismus? Online-Kommunikation als Herausforderung für die Journalismusforschung [The End of Journalism? Online Communication as a Challenge for Journalism Research].” In Theorien Des Journalismus. Ein Diskursives Handbuch [Theories of Journalism], edited by Martin Löffelholz , 483–509. Wiesbaden: Westdeutscher Verlag.https://doi.org/10.1007/978-3-322-97091-6
   Google Scholar
• Quandt, Thorsten . 2005. Journalisten im Netz Eine Untersuchung journalistischenhandelns in Online-Redaktionen [Journalists on the Internet. A Study about Journalistic Acting in Online-Newsrooms]. Wiesbaden: VS Verlag.https://doi.org/10.1007/978-3-322-80555-3
   Google Scholar
• Quandt, Thorsten . 2008. “Neues Medium, Alter Journalismus? Eine vergleichendeinhaltsanalyse tagesaktueller Print- Und Online-Nachrichtenangebote [New Medium, Old Journalism? A Comparative Content Analysis of Print and Online News Services].” In Journalismus Online—Partizipation Oder Profession? [Journalism Online - Participation or Profession?] edited by Thorsten Quandt and Wolfgang Schweiger , 131–155. Wiesbaden: VS Verlag.https://doi.org/10.1007/978-3-531-91094-9
   Google Scholar
• Reiter, Ehud . 2010. “Natural Language Generation.” In The Handbook of Computational Linguistics and Natural Language Processing , edited by Alexander Clark , Chris Fox and Shalom Lappin , 574–598. Oxford: Wiley-Blackwell.https://doi.org/10.1002/9781444324044.ch20
   Google Scholar
• Reiter, Ehud , and Robert Dale . 2000. Building Natural Language Generation Systems . Cambridge: Cambridge University Press.https://doi.org/10.1017/CBO9780511519857
   Google Scholar
• Reiter, Ehud , Roma Robertson , and Liesl Osman . 2003. “Lessons from a Failure: Generating Tailored Smoking Cessationletters.” Artificial Intelligence 144 (1–2): 41–58.
   Web of Science ®Google Scholar
• Reiter, Ehud , Somayajulu Sripada , Jim Hunter , and Jin Yu . 2005. “Choosing Words in Computer-Generated Weather Forecasts.” Artificial Intelligence 167 (1–2): 137–169.
   Web of Science ®Google Scholar
• Robin, Jacques , and Kathleen R. McKeown . 1996. “Empirically Designing Andevaluating a New Revision-Based Modelfor Summary Generation.” Artificial Intelligence 85 (1–2): 135–179.
   Web of Science ®Google Scholar
• Rühl, Manfred . 1980. Journalismus und Gesellschaft [Journalism and Society]. Bestandsaufnahme und Theorieentwurf . Mainz: v. Hase & Koehler.
   Google Scholar
• South China Morning Post . 2015. “End of the Road for Journalists? Tencent’s Robot Reporter ‘Dreamwriter’ Churns out Perfect 1,000-Word News Story - in 60 Seconds.” http://www.scmp.com/tech/china-tech/article/1857196/end-road-journalists-robot-reporter-dreamwriter-chinas-tencent.
   Google Scholar
• Stavelin, Eirik . 2013. Computational Journalism: When Journalism Meets Programming . Norway: University of Bergen.
   Google Scholar
• Turi2 . 2015. “AP Setzt Auf Roboterjournalismus [AP focuses on Robot Journalism].” http://www.turi2.de/aktuell/ap-setzt-auf-roboterjournalismus/.
   Google Scholar
• Van Dalen, Arjen . 2012. “The Algorithms behind the Headlines. How Machine-written News Redefines the Core Skills of Human Journalists.” Journalism Practice 6 (5–6): 648–658.
   Google Scholar
• Van der Kaa, Hille , and Emiel Krahmer . 2014. “Journalist versus News Consumer: The Perceived Credibility of Machine Written News.” Research Paper presented at the 2014 Computation + Journalism Symposium, Columbia University, New York. http://compute-cuj.org/cj-2014/cj2014_session4_paper2.pdf.
   Google Scholar
• Weischenberg, Siegfried , Maja Malik , and Armin Scholl . 2006. “Journalismus in Deutschland 2005. Zentrale Befunde der aktuellen Repräsentativbefragung deutscher Journalisten [Journalism in Germany 2005. Central Findings of a Representative Sruvey of German Journalists].” In Media Perspektiven 7: 346–361.
   Google Scholar
• Weischenberg, Siegfried , Maja Malik , and Armin Scholl . 2012. “Journalism in Germany in the 21st Century.” In The Global Journalist in the 21st Century , edited by David H. Weaver and Lars Willnat , 205–219. New York : Routledge.
   Google Scholar
• Wolf, Cornelia . 2014. Mobiler Journalismus. Angebote, Produktionsroutinen und Redaktionelle Strategien deutscher Print- und Rundfunkredaktionen [Mobile Journalism. Services, Production Routines and Strategies of German Editorial Offices in Print and Audio]. Baden-Baden: Nomos.
   Google Scholar
• Young, Mary L. , and Alfred Hermida . 2015. “From Mr. and Mrs. Outlier to Central Tendencies.” Digital Journalism 3 (3): 381–397.
   Web of Science ®Google Scholar
• Yu, Jin , Ehud Reiter , Jim Hunter , and Chris Mellish . 2007. “Choosing the Content Oftextual Summaries of Large Time-series Data Sets.” Natural Language Engineering 13 (01): 25–49.https://doi.org/10.1017/S1351324905004031
   Google Scholar