| ชื่อเรื่อง | : | RELATIONSHIP BETWEEN DATA SIZE, ACCURACY, DIVERSITY AND CLUSTERS IN NEURAL NETWORK ENSEMBLES |
| นักวิจัย | : | CHIU, CHIEN-YUAN , Centre for Intelligent and Networked Systems (CINS) , VERMA, BRIJESH , Centre for Intelligent and Networked Systems (CINS) |
| คำค้น | : | Ensemble Of Classifiers, Neural Networks, Data Clustering |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2556 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/1014946 , acquire1-20140128-085926 , cqu:10417 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | - |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | This paper presents an approach for analyzing relationships between data size, cluster, accuracy and diversity in neural network ensembles. The main objective of this research is to find out the influence of data size such as number of patterns, number of inputs and number of classes on various parameters such as clusters, accuracy and diversity of a neural network ensemble. The proposed approach is based on splitting data sets into different groups using the data size, clustering data and conducting training and testing of neural network ensembles. The test data is same for all groups and used to test all trained ensembles. The experiments have been conducted on 15 UCI machine learning benchmark datasets and results are presented in this paper. |
| บรรณานุกรม | : |
CHIU, CHIEN-YUAN , Centre for Intelligent and Networked Systems (CINS) , VERMA, BRIJESH , Centre for Intelligent and Networked Systems (CINS) . (2556). RELATIONSHIP BETWEEN DATA SIZE, ACCURACY, DIVERSITY AND CLUSTERS IN NEURAL NETWORK ENSEMBLES.
กรุงเทพมหานคร : Central Queensland University, Australia. CHIU, CHIEN-YUAN , Centre for Intelligent and Networked Systems (CINS) , VERMA, BRIJESH , Centre for Intelligent and Networked Systems (CINS) . 2556. "RELATIONSHIP BETWEEN DATA SIZE, ACCURACY, DIVERSITY AND CLUSTERS IN NEURAL NETWORK ENSEMBLES".
กรุงเทพมหานคร : Central Queensland University, Australia. CHIU, CHIEN-YUAN , Centre for Intelligent and Networked Systems (CINS) , VERMA, BRIJESH , Centre for Intelligent and Networked Systems (CINS) . "RELATIONSHIP BETWEEN DATA SIZE, ACCURACY, DIVERSITY AND CLUSTERS IN NEURAL NETWORK ENSEMBLES."
กรุงเทพมหานคร : Central Queensland University, Australia, 2556. Print. CHIU, CHIEN-YUAN , Centre for Intelligent and Networked Systems (CINS) , VERMA, BRIJESH , Centre for Intelligent and Networked Systems (CINS) . RELATIONSHIP BETWEEN DATA SIZE, ACCURACY, DIVERSITY AND CLUSTERS IN NEURAL NETWORK ENSEMBLES. กรุงเทพมหานคร : Central Queensland University, Australia; 2556.
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