DOI QR코드

DOI QR Code

The World as Seen from Venice (1205-1533) as a Case Study of Scalable Web-Based Automatic Narratives for Interactive Global Histories

  • 발행 : 2016.05.07

초록

This introduction is both a statement of a research problem and an account of the first research results for its solution. As more historical databases come online and overlap in coverage, we need to discuss the two main issues that prevent 'big' results from emerging so far. Firstly, historical data are seen by computer science people as unstructured, that is, historical records cannot be easily decomposed into unambiguous fields, like in population (birth and death records) and taxation data. Secondly, machine-learning tools developed for structured data cannot be applied as they are for historical research. We propose a complex network, narrative-driven approach to mining historical databases. In such a time-integrated network obtained by overlaying records from historical databases, the nodes are actors, while thelinks are actions. In the case study that we present (the world as seen from Venice, 1205-1533), the actors are governments, while the actions are limited to war, trade, and treaty to keep the case study tractable. We then identify key periods, key events, and hence key actors, key locations through a time-resolved examination of the actions. This tool allows historians to deal with historical data issues (e.g., source provenance identification, event validation, trade-conflict-diplomacy relationships, etc.). On a higher level, this automatic extraction of key narratives from a historical database allows historians to formulate hypotheses on the courses of history, and also allow them to test these hypotheses in other actions or in additional data sets. Our vision is that this narrative-driven analysis of historical data can lead to the development of multiple scale agent-based models, which can be simulated on a computer to generate ensembles of counterfactual histories that would deepen our understanding of how our actual history developed the way it did. The generation of such narratives, automatically and in a scalable way, will revolutionize the practice of history as a discipline, because historical knowledge, that is the treasure of human experiences (i.e. the heritage of the world), will become what might be inherited by machine learning algorithms and used in smart cities to highlight and explain present ties and illustrate potential future scenarios and visionarios.

키워드

참고문헌

  1. William Brian Arthur, The Nature of Technology: What It Is and How It Evolves(New York: The Free Press and London: Penguin Books, 2009).
  2. Douglas S. Robertson, The New Renaissance: Computers and the Next Level of Civilization(Oxford: Oxford University Press, 1998).
  3. John Lechte, Key Contemporary Concepts. From Abjection to Zeno's Paradox (NewYork: SAGE Publications Ltd., 2003), 105-7, quotation at page 106.
  4. Douglas S. Robertson, Phase Change: The Computer Revolution in Science andMathematics (Oxford: Oxford University Press, 2003).
  5. Emmanuel Le Roy Ladurie, Le Territoire de L'Historien, vol.1 (Paris: Gallimard,1973), 3-6.
  6. Umberto Eco, From the Tree to the Labyrinth (Cambridge MA/London UK: HarvardUniversity Press, 2014), 37.
  7. Thomas R. Gruber, “A Translation Approach to Portable Ontologies,” KnowledgeAcquisition 5, no. 2 (1993): 199-220, doi: http://tomgruber.org/writing/ontolingua-kaj-1993.htm https://doi.org/10.1006/knac.1993.1008
  8. Thomas R. Gruber, “Toward Principles for the Design of Ontologies Used forKnowledge Sharing,” International Journal of Human-Computer Studies 43, no. 4-5 (November1995): 907-28, doi: http://tomgruber.org/writing/onto-design.htm https://doi.org/10.1006/ijhc.1995.1081
  9. Michael Gavin, “Agent-Based Modeling and Historical Simulation,”Digital Humanities Quarterly 8, no. 4 (2014) athttp://www.digitalhumanities.org/dhq/vol/8/4/000195/000195.html#p2
  10. Andrea Nanetti, Imola Antica e Medievale nella Cronachistica Cittadina di EtaModerna: Indagine Esemplare per una Ingegnerizzazione della Memoria Storica [Ancientand Medieval Imola in Modern Chronicles of the City: A Case Study for Engineering HistoricalMemory] (Imola: Editrice La Mandragora, 2008).
  11. Andrea Nanetti, Il Codice Morosini: Il Mondo Visto da Venezia (1094-1433) [TheMorosini Codex: The World as Seen from Venice (1094-1433)], 4 vols. (Spoleto: FoundationCISAM, 2010).
  12. Andrea Nanetti, Atlas of Venetian Messenia: Coron, Modon, Pylos and Their Islands,1207-1500 and 1685-1715 (Imola: Editrice La Mandragora, 2011).
  13. Andrea Nanetti, and Mario Giberti, Viabilita e Insediamenti nell'Assetto Territorialedi Imola nel Medioevo: Sperimentazione Esemplare di Mappatura e Visualizzazione delDato Storico [Roads and Settlements in the Territory of Medieval Imola: A Case Study forHistorical Data Mapping and Visualization] (Imola: Editrice La Mandragora 2014).
  14. http://www.digitalhistory.uh.edu/ and http://www.digitalhistorians.org/ As for the democratizationof the doing of history
  15. Cheryl Mason Bolick, “Digital Archives: Democratizingthe Doing of History,” International Journal of Social Education 21, no. 1 (Spring-Summer2006): 122-34.
  16. Rick Altman, A Theory of Narrative (New York: Columbia University Press,2008) 5
  17. Karlheinz Stierle, “L'Histoire comme Example, L'Example commeHistoire,” Poetique 10 (1972): [176-98] 178
  18. Coleman Danto, Analytical Philosophy of History (Cambridge, MA: CambridgeUniversity Press, 1965)
  19. Benedetto Croce, La Storia Ridotta Sotto il Concetto Generale dell'Arte, inPrimi Saggi (Laterza: Bari 1951) [3-41], 26.
  20. Rick Altman, A Theory of Narrative (New York: Columbia University Press,2008), 339-40.
  21. Rick Altman, A Theory of Narrative (New York: Columbia University Press, 2008),1-3.
  22. Bywater, Ingram, Aristotle on the Art of Poetry (Oxford: Oxford University Press,1909), 13.
  23. Arnold J. Toynbee, A Study of History, 12 vols. (London: Oxford University Press,1934-1961).
  24. Diego Holstein, Thinking History Globally (Houndmills UK/New York: PalgraveMacmillan, 2015), 6-8.
  25. George Modelski ed. World System History (Oxford UK:EOLSS Publishers, 2004
  26. Robert A. Denemark, Jonathan Friedman,Barry K. Gills, and George Modelski eds. World System History. The social Science of Long-Term Change (Abingdon: Routledge, 2000)
  27. RilaMukherjee, Networks in the First Global Age: 1400-1800 (New Delhi: Primus Books, 2011).
  28. Joseph A. Tainter, The Collapse of Complex Societies (Cambridge, MA: CambridgeUniversity Press, 1988).
  29. Jared Diamond, Guns, Germs, and Steel: The Fates of Human Societies (New Yorkand London: W.W. Norton & C., 1999).
  30. Walter D. Mignolo, The Dark Side of the Renaissance: Literacy, Territoriality, andColonization (Ann Arbor: University of Michigan Press, 2003).
  31. Daron Acemoglu and James A. Robinson, Why Nations Fail. The Origins of Power,Prosperity, and Poverty (London: Profile Books, 2012).
  32. Rens Bod, A New History of the Humanities: The Search for Principles and Patternsfrom Antiquity to the Present (translated into English: Oxford: Oxford University Press,2013). https://historyofthehumanities.wordpress.com/
  33. Yuval Noah Harari, Sapiens. A Brief History of Humankind (London: Harvill Secker/Vintage Books, 2014).
  34. Luigi Luca Cavalli-Sforza, Paolo Menozzi, and Alberto Piazza, The History andGeography of Human Genes (Princeton: Princeton University Press, 1994), 429.
  35. Helga Nowotny, “The Radical Openness of Science and Innovation: Why UncertaintyIs Inherent in the Openness towards the Future,” EMBORreports 16, no. 12 (2 December2015): 1601-04.
  36. Maximilian Schich, Chaoming Song, Yong-Yeol Ahn, Alexander Mirksky, MauroMartino, Albert-Laszlo Barabasi, and Dirk Helbing, “A network framework of cultural history,”Science 345, issue 6196 (1 August 2014): 558-62 (6 May 2013; accepted 13 June 2014)DOI: 10.1126/science.1240064.
  37. Ayesha Ramachandran, The Worldmakers: Global Imagining in Early Modern Europe(Chicago: Chicago University Press, 2015).
  38. Russell L. Ackoff, “From Data to Wisdom,” Journal of Applied Systems Analysis16 (1989): 3-9
  39. Gene Bellinger, Durval Castro, and Anthony Mills, “Data, Information,Knowledge, and Wisdom,” accessed November 13, 2014, http://www.systems-thinking.org/dikw/dikw.htm, 47
  40. Jennifer E. Rowley, “The Wisdom Hierarchy: Representations of theDIKW Hierarchy,” Journal of Information Science 20, no. X (2007): 1-18.doi:10.1177/0165551506070706.
  41. Xunzi by Liu Xiang (818AD), Chapter 8 Ruxiao.
  42. Bernard Roy, “Paradigms and Challenges,” in Multiple Criteria Decision Analysis:State of the Art Surveys, ed. Salvatore Greco (New York: Springer, 2005): 3-24.
  43. Robert M. Grant, “Toward a Knowledge‐Based Theory of the Firm,” StrategicManagement Journal 17, S2 (1996): 109-122 https://doi.org/10.1002/(SICI)1097-0266(199602)17:2<109::AID-SMJ796>3.3.CO;2-G
  44. Janis Grundspenkis, “Agent Based Approachfor Organization and Personal Knowledge Modelling: Knowledge Management Perspective,”Journal of Intelligent Manufacturing 18, no. 4 (2007): 451-57. https://doi.org/10.1007/s10845-007-0052-6
  45. Francois Belleau, Mark-Alexander Nolin, Nicole Tourigny, Philippe Rigault, andMorissette Jean, “Bio2RDF: Towards a Mashup to Build Bioinformatics Knowledge Systems,”Journal of Biomedical Informatics 41, no. 5 (2008): 706-16 https://doi.org/10.1016/j.jbi.2008.03.004
  46. Olivo Miotto, Tan TinWee, and Vladimir Brusic, “Rule-Based Knowledge Aggregation for Large-Scale ProteinSequence Analysis of Influenza A Viruses,” BMC Bioinformatics, 9, Suppl 1 (2008): S7.
  47. Udo Hahn, Martin Romacker, Stephan Schulz, “How Knowledge Drives Understanding-Matching Medical Ontologies with the Needs of Medical Language Processing,”Artificial Intelligence in Medicine 15, no. 1 (1999): 25-51 https://doi.org/10.1016/S0933-3657(98)00044-X
  48. Kirsti Malterud, “The Art andScience of Clinical Knowledge: Evidence beyond Measures and Numbers,” Lancet 358, no.9279 (2001): 397-400 https://doi.org/10.1016/S0140-6736(01)05548-9
  49. Ellen M. McDonagh, Michelle Whirl-Carrillo, Yael Garten, Russ B.Altman, and Teri E. Klein, “From Pharmacogenomic Knowledge Acquisition to Clinical Applications:The Pharmgkb as a Clinical Pharmacogenomic Biomarker Resource,” Biomarkersin Medicine 5, no. 6 (2011): 795-806. https://doi.org/10.2217/bmm.11.94
  50. David Woodward, “Medieval Mappae Mundi,” in The History of Cartography, ed.J. B. Harley and D. Woodward, vol. 1 (Chicago/London: Chicago University Press, 1987):286-370
  51. Patrik Gautier Dalche, “Pour une Histoire du Regard Geographique: Conception etUsage de la Carte au XVe Siecle,” Micrologus 4 (1996): 77-103
  52. Nathalie Bouloux, Cultureet Savoirs Géographiques en Italie au Xive Siecle (Turnhout: Brepols, 2002)
  53. MargrietHoogvliet, Pictura et Scriptura: Textes, Images et Herméneutique des Mappae Mundi (XIIIe-XVe siècles) (Turnhout: Brepols, 2007)
  54. Angelo Cattaneo, “La Cosmografia del Rinascimento:Una Storia Polifonica,” in Il Rinascimento Italiano e l'Europa, ed. G. Ernst and A. Clericuzio,vol. IV, Le Scienze nel Rinascimento Italiano (Verona: Angelo Colla Editore, 2008): 551-69
  55. Catherine Hofmann, Helene Richard, and Emmanuelle Vagnon, ed. The Golden Age of MaritimeMaps: When Europe Discovered the World (Buffalo, NY: Firefly Books, 2013).
  56. L'Age d'Or des Chartes Marines (France: Editions du Seuil, 2012)
  57. Catalogue of the exhibition at Bibliotheque Nationale de France, Paris, October 23, 2012-January 27, 2013.
  58. Janet Lippman Abu-Lughod, Before European Hegemony: The World System A.D.1250-1350 (Oxford: Oxford University Press, 1989)
  59. Marica Milanesi, "La Cartografia Italiananel Medio Evo e nel Rinascimento," in La Cartografia italiana. Cicle de conferenciessobre Historia de la Cartografia. Tercer curs, 1991, ed. Marica Milanesi, Vladimiro Valerio,Emanuela Casti Moreschi, and Leonardo Rombai (Barcelona: Institut Cartografic de Catalunya, 1993): 15-80
  60. Alberto Tenenti, “L'Unita dell'Umano Attraverso le Scoperte Veneziane(Secoli XIV-XVI),” in L'epopea delle scoperte, ed. Renzo Zorzi (Firenze: Olschki, 1994): 1-16.
  61. Angelo Cattaneo, “Scritture di Viaggio e Scrittura Cartografica: La Mappamundi diFra Mauro e i Racconti di Marco Polo e Niccolo de' Conti,” Itineraria 3-4 (2004-2005):157-202
  62. Piero Falchetta, Fra Mauro's World Map (Turnhout: Brepols, 2006)
  63. Angelo Cattaneo,Fra Mauro's Mappa Mundi and Fifteenth-Century Venice (Turnhout: Brepols, 2011).
  64. Aniket Kittur, Ed H. Chi, Bryan A. Pendleton, Bongwon Suh, and Todd Mytkowicz,“Power of the Few vs. Wisdom of the Crowd: Wikipedia and the Rise of the Bourgeoisie,”World Wide Web 1, no. 2 (2007): 19
  65. Aniket Kittur and Robert E. Kraut, “Harnessing theWisdom of Crowds in Wikipedia: Quality through Coordination,” in Proceedings of the 2008ACM Conference on Computer Supported Cooperative Work (2008): 37-46.
  66. Andrea Nanetti, Siew Ann Cheong, and Mikhail Filippov, “Interactive Global Histories:For a New Information Environment to Increase the Understanding of Historical Processes,”in Proceedings of the International Conference on Culture and Computing 2013(Los Alamitos, CA: IEEE Computer Society, 2013): 104-10.
  67. United Nations Programs on Global Geospatial Information Managementhttp://unstats.un.org/unsd/geoinfo
  68. Cory Henson, Payam Barnaghi, and Amit Sheth, “From Data to ActionableKnowledge: Big Data Challenges in the Web of Things,” IEEE Intelligent Systems 28, no. 6(2013): 0006-11.
  69. Michael McCormick, Leland Grigoli, Giovanni Zambotti, et al. ed. Digital Atlas ofRoman and Medieval Civilisations, http://darmc.harvard.edu/icb/icb.do.
  70. Andrea Nanetti, Angelo Cattaneo, Siew Ann Cheong, and Chin-Yew Lin, “Maps asKnowledge Aggregators: From Renaissance Italy Fra Mauro to Web Search Engines,” CartographicJournal 52, no. 2 (May 2015): 159-67. https://doi.org/10.1080/00087041.2015.1119472
  71. Caspar Hirschi, The Origins of Nationalism: An Alternative History from AncientRome to Early Modern Germany (Cambridge, MA: Cambridge University Press, 2012): 119-42
  72. Wallace K. Ferguson, The Renaissance in Historical Thought: Five Centuries of Interpretation(Boston: Houghton Mifflin, 1948): xi-xv
  73. Walter D. Mignolo, The Darker Side of theRenaissance: Literacy, Territoriality, and Colonization, 2nd ed. (Ann Arbor: University ofMichigan Press, 1995, and 2003): i-xxii and 427-63
  74. William N. West, “EncirclingKnowledge,” Renaissance Quarterly 68, no. 4 (Winter 2015): 1327-40. https://doi.org/10.1086/685128
  75. Janet Lippman Abu-Lughod, Before European Hegemony: The World System A.D.1250-1350 (Oxford: Oxford University Press, 1989), 34.
  76. David Northrup, “Globalization and the Great Convergence: Rethinking World Historyin the Long Term,” Journal of World History 16, no. 3 (Sept. 2005): 249-67, 255. https://doi.org/10.1353/jwh.2006.0010
  77. Thomas Suarez, Early Mapping of Southeast Asia: The Epic Story of Seafarers, Adventurers,and Cartographers Who First Mapped the Regions between China and India (Singapore,Hong Kong, Indonesia: Periplus Editions, 1999).
  78. Geoff Wade and Sun Laichen, ed., Southeast Asia in the Fifteenth Century: TheChina Factor (Singapore/Hong Kong: National University of Singapore Press and HongKong University Press, 2010), 3.
  79. GungWu Wang, “Foreword,” in Eric Tagliacozzo, and Wen-Chin Chang (eds.),Chinese Circulations: Capital, Commodities, and Networks in Southeast Asia (Durham NC:Duke University Press, 2011), xi-xiii.
  80. Marin Sanudo il Giovane, Diarii, vol. 58, ed. R. Fulin, F. Stefani, N. Barozzi, G.Berchet, M. Allegri (Venezia: Stabilimento Visentini cav. Federico Editore: 1879-1902).
  81. David Abulafia, The Great Sea: A Human History of the Mediterranean (New York:Oxford University Press, 2011), i-xxxi.
  82. David Lane, Sander van der Leeuw, Denise Pumain, and Geoffrey West, ed., ComplexityPerspectives in Innnovation and Social Change (New York: Springer, 2009).
  83. Sergej P. Karpov, “Review of The Morosini Codex,” Srednie Veka/The Middle Ages73 (2012): 361-64 (in Russian).
  84. Johanes Preiser-Kapeller and Falko Daim (editors), Harbours and Maritime Networksas Complex Adaptive Systems, International Journal of Nautical Archaeology 45.1(2016): 213-14. https://doi.org/10.1111/1095-9270.12153
  85. John H. Holland, Emergence: From Chaos to Order (Oxford: Oxford UniversityPress, 2000).
  86. William Brian Arthur, Increasing Returns and Path Dependence in the Economy(Ann Arbor: University of Michigan Press, 1994).
  87. Bak, Per and Maya Paczuski, “Complexity, Contingency, Criticality,” Proceedingsof the National Academy of Sciences of the United States of America 92 (1995): 6689-96. https://doi.org/10.1073/pnas.92.15.6689
  88. William A. Green, “Periodizing World History,” History and Theory 34, no. 2(May 1995): 99-111, 99 https://doi.org/10.2307/2505437
  89. William A. Green, “Periodizationin European and World History,” Journal of World History 3 (1992): 13-53
  90. Jerry H.Bentley, “Cross-Cultural Interaction and Periodization in World History,” American HistoricalReview 101, no. 3 (June 1996): 749-70. https://doi.org/10.2307/2169422
  91. Danile Rosenberg and Anthony Grafton, Cartographies of Time: A History of theTimeline (New York: Princeton Architectural Press, 2010): 10-25, and note 1 at p. 248
  92. Time Maps: Collective Memory and the Social Shape ofthe Past (Chicago: University of Chicago Press, 2003)
  93. Mark Greengrass and Lorna Hughes, ed., The Virtual Representation of the Past(Farnham UK/Burlington USA: Ashgate, 2008)
  94. Andrea Nanetti, Siew Ann Cheong, and Mikhail Filippov, “Interactive GlobalHistories: For a New Information Environment to Increase the Understanding of HistoricalProcesses,” in Proceedings of the International Conference on Culture and Computing 2013(Kyoto, Ritsumeikan University, Sept. 16-18, 2013) (Los Alamitos, CA: IEEE ComputerSociety, 2013), 107.
  95. Marten Scheffer, Jordi Bascompte, William A. Brock, Victor Brovkin,Stephen R.Carpenter, Vasilis Dakos, Hermann Held, Egbert H. van Nes, Max Rietkerk, and GeorgeSugihara, “Early-Warning Signals for Critical Transitions,” Nature 461, no. 7260 (2009): 53-59. https://doi.org/10.1038/nature08227
  96. Giovanni Battista Ramusio, Primo Volume delle Navigationi et Viaggi (Venetia:Appresso gli Heredi di Lucantonio Giunti, 1550).
  97. Ferdinand Freiherr von Richthofen, “Uber den Seeverkehr nach und von China imAltertum und Mittelalter,” Verhandlungen der Gesellschaft für Erdkunde zu Berlin (1876),86-97.
  98. Ferdinand Freiherr von Richthofen, “Uber die zentralasiatischen Seidenstrassen biszum 2. Jh. n. Chr,” in Verhandlungen der Gesellschaft für Erdkunde zu Berlin (1877): 96-122.
  99. Ferdinand Freiherr von Richthofen, China: Ergebnisse Eigener Reisen und DaraufGegrundeter Studien, 5 vols., and Atlas (Berlin: Reimer, 1877-1912)
  100. Daniel C. Waugh,“Richthofen's 'Silk Roads:' Toward the Archaeology of a Concept,” Silk Road 5, no. 1(Summer 2007): 1-10.
  101. http://www.worldwidetelescope.org/
  102. Kenji Takeda, Graeme Earl, Jeremy Frey, Simon Keay, and Alex Wade, “EnhancingResearch Publications Using Rich Interactive Narratives,” Philosophical Transactions ofthe Royal Society A, 20120090. http://dx.doi.org/10.1098/rsta.2012.0090