Collaborative rule generation: An ensemble learning approach
نویسندگان
چکیده
منابع مشابه
Collaborative rule generation: An ensemble learning approach
Due to the vast and rapid increase in data, data mining has become an increasingly important tool for the purpose of knowledge discovery in order to prevent the presence of rich data but poor knowledge. Data mining tasks can be undertaken in two ways, namely, manual walkthrough of data and use of machine learning approaches. Due to the presence of big data, machine learning has thus become a po...
متن کاملRule Stacking: An Approach for Compressing an Ensemble of Rule Sets into a Single Classifier
In this paper, we present an approach for compressing a rule-based pairwise classifier ensemble into a single rule set that can be directly used for classification. The key idea is to re-encode the training examples using information about which of the original ruler covers the example, and to use them for training a rule-based meta-level classifier. We not only show that this approach is more ...
متن کاملEfficient Rule Ensemble Learning using Hierarchical Kernels
This paper addresses the problem of Rule Ensemble Learning (REL), where the goal is simultaneous discovery of a small set of simple rules and their optimal weights that lead to good generalization. Rules are assumed to be conjunctions of basic propositions concerning the values taken by the input features. From the perspectives of interpretability as well as generalization, it is highly desirab...
متن کاملRule Learning based on Neural Network Ensemble
Neural network ensemble can significantly improve the generalization ability of neural network based systems. In this paper, a novel rule learning algorithm is proposed, where neural network ensemble acts as a front-end process that generates data for the learning of rules. Experimental results show that the proposed algorithm can generate rules with strong generalization ability.
متن کاملCultivating Collaborative Improvement: an Action Learning Approach
As competitive pressure mounts to innovate in the global knowledge economy, many organizations are exploring new ways of collaborating with their supply chain partners. However, the process of implementing collaborative initiatives across disparate members of supply networks is fraught with difficulties. One approach designed to tackle the difficulties of organizational change and inter-organiz...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Intelligent & Fuzzy Systems
سال: 2016
ISSN: 1064-1246,1875-8967
DOI: 10.3233/ifs-151997