IDEAS home Printed from https://ideas.repec.org/a/ers/journl/vxviiiy2015i4p5-34.html

A Novel Graph Decomposition Approach to the Automatic Processing of Poorly Formalized Data: Innovative Ideas – A Management Case Study

Author

Listed:
  • N.V. Patrikeeva
  • V.N. Babeshko
  • E.A. Kamenev
  • V.E. Podolskiy

Abstract

In the following paper we present a novel approach to unstructured data processing by imposing a hierarchical graph-based structure on the data and decomposing it into separate subgraphs according to optimization criteria. In the scope of the paper we also consider the problem of automatic classification of textual data for the synthesizing the hierarchical data structure. The proposed approach uses textual information on the first stage to classify ideas, innovations, and objects of intellectual property (OIPs) to construct a multilayered graph. Numerical criteria are used to decompose constructed graph into separate subgraphs. In the scope of the research we apply the developed approach to the innovative ideas in a management case study. The research has been conducted in the scope of a joint research project with financial aid of Ministry of Education and Science of Russian Federation RFMEFI57314X0007.

Suggested Citation

  • N.V. Patrikeeva & V.N. Babeshko & E.A. Kamenev & V.E. Podolskiy, 2015. "A Novel Graph Decomposition Approach to the Automatic Processing of Poorly Formalized Data: Innovative Ideas – A Management Case Study," European Research Studies Journal, European Research Studies Journal, vol. 0(4), pages 5-34.
  • Handle: RePEc:ers:journl:v:xviii:y:2015:i:4:p:5-34
    as

    Download full text from publisher

    File URL: http://www.ersj.eu/repec/ers/papers/15_4_p1.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sotiris Zygiaris, 2009. "Regional Innovation System Failures And Highlights," Romanian Journal of Regional Science, Romanian Regional Science Association, vol. 3(2), pages 54-76, DECEMBER.
    2. Freeman, Chris, 1995. "The 'National System of Innovation' in Historical Perspective," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 19(1), pages 5-24, February.
    3. Enrico Santarelli, 1995. "Directed Graph Theory And The Economic Analysis Of Innovation," Metroeconomica, Wiley Blackwell, vol. 46(2), pages 111-126, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Philip Cooke, 2002. "Biotechnology Clusters as Regional, Sectoral Innovation Systems," International Regional Science Review, , vol. 25(1), pages 8-37, January.
    2. Altenburg, Tilman & Schmitz, Hubert & Stamm, Andreas, 2008. "Breakthrough China's and India's Transition from Production to Innovation," World Development, Elsevier, vol. 36(2), pages 325-344, February.
    3. Chulok Alexander, 2021. "Applying blended foresight methods for revealing incentives and future strategies of key national innovation system players," Engineering Management in Production and Services, Sciendo, vol. 13(4), pages 160-173, December.
    4. Roberts, Rhonda, 1998. "Managing innovation: The pursuit of competitive advantage and the design of innovation intense environments," Research Policy, Elsevier, vol. 27(2), pages 159-175, June.
    5. Rabeh Morrar & Faïz Gallouj & Hakim Hammadou, 2012. "Public-private innovation networks and innovation activities in French service firms," Journal of Innovation Economics, De Boeck Université, vol. 0(2), pages 191-217.
    6. Reis, Anabela & Heitor, Manuel & Amaral, Miguel & Mendonça, Joana, 2016. "Revisiting industrial policy: Lessons learned from the establishment of an automotive OEM in Portugal," Technological Forecasting and Social Change, Elsevier, vol. 113(PB), pages 195-205.
    7. Ben R. Martin, 2016. "Twenty challenges for innovation studies," Science and Public Policy, Oxford University Press, vol. 43(3), pages 432-450.
    8. repec:spo:wpmain:info:hdl:2441/3s3jn8tt5h9mab7fo128gecbhj is not listed on IDEAS
    9. Sergi Lozano & Alexandre Arenas, 2007. "A Model to Test How Diversity Affects Resilience in Regional Innovation Networks," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 10(4), pages 1-8.
    10. Attila Havas, 2002. "Does Innovation Policy Matter in a Transition Country? – The case of Hungary," KRTK-KTI WORKING PAPERS 0205, Institute of Economics, Centre for Economic and Regional Studies.
    11. Mario Cimoli & Gabriel Porcile, 2010. "Specialization, Wage Bargaining And Technology In A Multigoods Growth Model," Metroeconomica, Wiley Blackwell, vol. 61(1), pages 219-238, February.
    12. Ramani, Shyama V. & Chowdhury, Nupur & Coronini, Roger & Reid, Susan, 2011. "On India's plunge into Nanotechnology: What are good ways to catch-up?," MERIT Working Papers 2011-020, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    13. Dutrénit, Gabriela & Natera, José Miguel & Puchet Anyul, Martín & Vera-Cruz, Alexandre O., 2019. "Development profiles and accumulation of technological capabilities in Latin America," Technological Forecasting and Social Change, Elsevier, vol. 145(C), pages 396-412.
    14. Havas, Attila & Weber, K. Matthias, 2017. "The 'fit' between forward-looking activities and the innovation policy governance sub-system: A framework to explore potential impacts," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 327-337.
    15. Eugenio Caverzasi & Daniele Tori, 2018. "The Financial Innovation Hypothesis: Schumpeter, Minsky and the sub-prime mortgage crisis," Working Papers PKWP1815, Post Keynesian Economics Society (PKES).
    16. Christos N. Pitelis, 2011. "Foreign Direct Investment and Economic Integration," Chapters, in: Miroslav N. Jovanović (ed.), International Handbook on the Economics of Integration, Volume III, chapter 1, Edward Elgar Publishing.
    17. Vergara, Sebastián, 2021. "The role of productive and technological capabilities in export dynamics in developing countries," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    18. Marlene O’Sullivan, 2020. "Industrial life cycle: relevance of national markets in the development of new industries for energy technologies – the case of wind energy," Journal of Evolutionary Economics, Springer, vol. 30(4), pages 1063-1107, September.
    19. Giovanni Dosi & Andrea Roventini & Emmanuele Russo, 2020. "Public Policies And The Art Of Catching Up," Working Papers hal-03242369, HAL.
    20. Asakawa, Kazuhiro, 2001. "Organizational tension in international R&D management: the case of Japanese firms," Research Policy, Elsevier, vol. 30(5), pages 735-757, May.
    21. Shen Zhong & Zhicheng Zhou & Hongjun Jing & Daizhi Jin, 2025. "What Affects Durable National Innovation Performance? An Analysis in the Context of the COVID-19 Pandemic," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(3), pages 11856-11895, September.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ers:journl:v:xviii:y:2015:i:4:p:5-34. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Marios Agiomavritis (email available below). General contact details of provider: https://ersj.eu/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.