.png){kind=icon}
返回
Preaggregation Functions: Construction and an Application
.png){kind=icon}
OA
AI
DOI：10.1109/TFUZZ.2015.2453020.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
In this paper, we introduce the notion of preaggregation function. Such a function satisfies the same boundary conditions as an aggregation function, but, instead of requiring monotonicity, only monotonicity along some fixed direction (directional monotonicity) is required. We present some examples of such functions. We propose three different methods to build preaggregation functions. We experimentally show that in fuzzy rule-based classification systems, when we use one of these methods, namely, the one based on the use of the Choquet integral replacing the product by other aggregation functions, if we consider the minimum or the Hamacher product t-norms for such construction, we improve the results obtained when applying the fuzzy reasoning methods obtained using two classical averaging operators such as the maximum and the Choquet integral.
Keyword:
Aggregation functions
Choquet integral
directional monotonicity
fuzzy measures
fuzzy reasoning method (FRM)
fuzzy rule-based classification systems (FRBCSs)
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
11.9
论文数:
5.0K
被引数:
2.9W
机构
引用论文
Some properties of overlap and grouping functions and their application to image thresholding重叠和分组函数的一些性质及其在图像阈值处理中的应用
PREAI
分享收藏A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability基于遗传学的机器学习的统计技术和性能度量的研究: 准确性和可解释性.png)
SOFT COMPUTING
SOFT COMPUTINGIF2.5
PREAI
分享收藏ProvidentHider: An Algorithm to Preserve Historical k-Anonymity in LBSProvidentHider: 一种在LBS中保持历史k-匿名的算法
OAAI
OAAI分享收藏Self-deployment of mobile robotic networks: an algorithm for decentralized sweep boundary coverageRobotica
RoboticaIF0
PREAI
分享收藏A Fuzzy Association Rule-Based Classification Model for High-Dimensional Problems With Genetic Rule Selection and Lateral Tuning基于遗传规则选择和横向调整的高维问题模糊关联规则分类模型OAAI
OAAI分享收藏
查看更多内容