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Essence Computation Oriented Multi-semantic Analysis Crossing Multi-modal DIKW Graphs

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Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom 2020)

Abstract

Based on our previous proposal of an existence level computation and reasoning approach called Existence Computation, which extends traditional identification of objects towards an existence level clarification, and a semantic expression mechanism called Relationship Defined Everything of Semantics which adopts the ideology that entities are defined or determined by more essential relationships or structures, we proposed in this work that although resource or content processing are embodied in every modal of the target content, the essence of the requirement of processing instead of the projected modal of the content is vital as the source of processing towards expected result. From the perspective of processing of multiple modal resources or content in the background of insufficient single modal resource to achieve progress in decision making and improve precision of computation with higher efficiency, we propose an approach called Essence Computation and Reasoning, originating in existence computation level and relationship defined everything of semantics models, to synchronize crossing modal processing towards minimizing the uncertainties through merging cross modals and inter modal or meso-scale capabilities of available data, information, knowledge and wisdom (DIKW). We show the application of essence computation and reasoning of modal transformation and deduplication analysis crossing multiple semantics modals of data modal, information modal and knowledge modal in an encoding and decoding case.

Supported by Natural Science Foundation of China Project (No. 61662021 and No. 72062015), Hainan Provincial Natural Science Foundation Project No. 620RC561, Hainan Education Department Project No. Hnky2019-13 and Hainan University Educational Reform Research Project No. HDJWJG03.

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References

  1. Appelt, D.E., Hobbs, J.R., Bear, J., Israel, D.J., Tyson, M.: A finite-state processor for information extraction from real-world text. In: PIJCAI (13). Chambéry, France, 28 August–3 September 1993, pp. 1172–1178 (1993)

    Google Scholar 

  2. Chen, M., et al.: Data, information, and knowledge in visualization. IEEE Comput. Graph. Appl. 29, 12–19 (2009)

    Article  Google Scholar 

  3. Coffman, T., Greenblatt, S., Marcus, S.: Graph-based technologies for intelligence analysis. Commun. ACM 47, 45–47 (2004)

    Article  Google Scholar 

  4. Duan, Y., Shao, L., Yang, X., Sun, X., Zhou, Z., Yu, L.: Data, information, and knowledge-driven manipulation between strategical planning and technical implementation for wireless sensor network construction. Int. J. Distrib. Sens. Netw. 13(11) (2017)

    Google Scholar 

  5. Duan, Y., Sun, X., Che, H., Cao, C., Li, Z., Yang, X.: Modeling data, information and knowledge for security protection of hybrid IoT and edge resources. IEEE Access 7, 99161–99176 (2019)

    Article  Google Scholar 

  6. Duan, Y., Lu, Z., Zhou, Z., Sun, X., Wu, J.: Data privacy protection for edge computing of smart city in a DIKW architecture. Eng. Appl. Artif. Intell. 81, 323–335 (2019)

    Article  Google Scholar 

  7. Duan, Y.: Towards a periodic table of conceptualization and formalization on state, style, structure, pattern, framework, architecture, service and so on. In: SNPD 2019, pp. 133–138 (2019)

    Google Scholar 

  8. Duan, Y.: Existence computation: revelation on entity vs. relationship for relationship defined everything of semantics. In: SNPD 2019, pp. 139–144 (2019)

    Google Scholar 

  9. Duan, Y., Shao, L., Hu, G.: Specifying knowledge graph with data graph, information graph, knowledge graph, and wisdom graph. Int. J. Softw. Innov. 6(2), 10–25 (2018)

    Article  Google Scholar 

  10. Duan, Y., Cruz, C.: Formalizing semantic of natural language through conceptualization from existence. In: IJIMT, p. 6 (2011)

    Google Scholar 

  11. Duan, Y., Shao, L., Hu, G., Zhou, Z., Zou, Q., Lin, Z.: Specifying architecture of knowledge graph with data graph, information graph, knowledge graph and wisdom graph.. In: IEEE 15th (SERA), London 2017, pp. 327–332 (2017)

    Google Scholar 

  12. McSherry, F.: Privacy integrated queries: an extensible platform for privacy preserving data analysis. In: Proceedings of the ACM SIGMOD 2009, Providence, Rhode Island, USA, 29 June 29–2 July 2009, pp. 19–30 (2009)

    Google Scholar 

  13. Pujara, J., Miao, H., Getoor, L., Cohen, W.: Knowledge graph identification. In: Alani, H., et al. (eds.) ISWC 2013. LNCS, vol. 8218, pp. 542–557. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-41335-3_34

    Chapter  Google Scholar 

  14. Xiao, H., Huang, M., Zhu, X.: A generative model for interpretable knowledge graph embedding (2016). http://arxiv.org/abs/1608.07685

  15. Xu, J., Chen, K., Qiu, X., Huang, X.: Knowledge graph representation with jointly structural and textual encoding (2016). http://arxiv.org/abs/1611.08661

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Correspondence to Yucong Duan .

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Hu, S., Duan, Y., Song, M. (2021). Essence Computation Oriented Multi-semantic Analysis Crossing Multi-modal DIKW Graphs. In: Gao, H., Wang, X., Iqbal, M., Yin, Y., Yin, J., Gu, N. (eds) Collaborative Computing: Networking, Applications and Worksharing. CollaborateCom 2020. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 349. Springer, Cham. https://doi.org/10.1007/978-3-030-67537-0_20

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  • DOI: https://doi.org/10.1007/978-3-030-67537-0_20

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  • Online ISBN: 978-3-030-67537-0

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