
Research Article
Essence Computation Oriented Multi-semantic Analysis Crossing Multi-modal DIKW Graphs
@INPROCEEDINGS{10.1007/978-3-030-67537-0_20, author={Shijing Hu and Yucong Duan and Mengmeng Song}, title={Essence Computation Oriented Multi-semantic Analysis Crossing Multi-modal DIKW Graphs}, proceedings={Collaborative Computing: Networking, Applications and Worksharing. 16th EAI International Conference, CollaborateCom 2020, Shanghai, China, October 16--18, 2020, Proceedings, Part I}, proceedings_a={COLLABORATECOM}, year={2021}, month={1}, keywords={DIKW graphs Multi-semantic Cross-modal transformation Privacy protection Edge computing Essence computation}, doi={10.1007/978-3-030-67537-0_20} }
- Shijing Hu
Yucong Duan
Mengmeng Song
Year: 2021
Essence Computation Oriented Multi-semantic Analysis Crossing Multi-modal DIKW Graphs
COLLABORATECOM
Springer
DOI: 10.1007/978-3-030-67537-0_20
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.