An integrated data preparation scheme for neural network data analysis

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	An integrated data preparation scheme for neural network data analysis
	Yu, L ; Wang, SY; Lai, KK
	2006-02-01
发表期刊	IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
ISSN	1041-4347
卷号	18 期号:2 页码:217-230
摘要	Data preparation is an important and critical step in neural network modeling for complex data analysis and it has a huge impact on the success of a wide variety of complex data analysis tasks, such as data mining and knowledge discovery. Although data preparation in neural network data analysis is important, some existing literature about the neural network data preparation are scattered, and there is no systematic study about data preparation for neural network data analysis. In this study, we first propose an integrated data preparation scheme as a systematic study for neural network data analysis. In the integrated scheme, a survey of data preparation, focusing on problems with the data and corresponding processing techniques, is then provided. Meantime, some intelligent data preparation solution to some important issues and dilemmas with the integrated scheme are discussed in detail. Subsequently, a cost-benefit analysis framework for this integrated scheme is presented to analyze the effect of data preparation on complex data analysis. Finally, a typical example of complex data analysis from the financial domain is provided in order to show the application of data preparation techniques and to demonstrate the impact of data preparation on complex data analysis.
关键词	data preparation neural networks complex data analysis cost-benefit analysis
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS记录号	WOS:000234653100006
出版者	IEEE COMPUTER SOC
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/2932
专题	系统科学研究所
通讯作者	Yu, L
作者单位	1.Chinese Acad Sci, Inst Syst Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China 2.Hunan Univ, Coll Business Adm, Changsha, Peoples R China 3.City Univ Hong Kong, Dept Management Sci, Hong Kong, Hong Kong, Peoples R China
推荐引用方式 GB/T 7714	Yu, L,Wang, SY,Lai, KK. An integrated data preparation scheme for neural network data analysis[J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING,2006,18(2):217-230.
APA	Yu, L,Wang, SY,&Lai, KK.(2006).An integrated data preparation scheme for neural network data analysis.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING,18(2),217-230.
MLA	Yu, L,et al."An integrated data preparation scheme for neural network data analysis".IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 18.2(2006):217-230.