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Updated: Jan 15, 2026

From Voxels to Knowledge: A Practical Guide to the Segmentation of Complex Electron Microscopy 3D-Data
Published on: August 13, 2014
Research on complex financial decision making driven by geometric aggregation and intelligent optimization of
Yanshan Qian1,2, Junda Qiu3,4,5, Chuanan Li1,2
1School of Computer Engineering, Jiangsu University of Technology, Changzhou, 213001, PR China.
None:
In complex fields such as finance, multi-attribute group decision-making (MAGDM) often faces challenges such as high-dimensional expert opinions, fuzzy uncertainty, and information heterogeneity. To address these issues, this paper proposes a high-dimensional intelligent aggregation framework that integrates Picture Fuzzy Z-numbers with the Plant Growth Simulation Algorithm (PGSA). By employing a biomimetic phototaxis-based search mechanism, the framework dynamically identifies the spatially optimal aggregation points within the expert preference point set. Using the Ashraf financial decision-making dataset as an example, this paper systematically compares the proposed method with seven mainstream aggregation techniques. Experimental results demonstrate that the proposed method exhibits significant advantages in key metrics: Hamming distance of 0.0928, weight cosine Similarity of 0.9793, information energy of 0.1138, and Pearson correlation coefficient of 0.9277, outperforming most existing methods and demonstrating higher aggregation accuracy. This study provides new insights into fuzzy information integration in complex financial decision-making and offers an effective tool for high-dimensional group preference modeling and aggregation optimization.
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