@article{(Open Science Index):https://publications.waset.org/pdf/10002548,
	  title     = {Research of Data Cleaning Methods Based on Dependency Rules},
	  author    = {Yang Bao and  Shi Wei Deng and  Wang Qun Lin},
	  country	= {},
	  institution	= {},
	  abstract     = {This paper introduces the concept and principle of data
cleaning, analyzes the types and causes of dirty data, and proposes
several key steps of typical cleaning process, puts forward a well
scalability and versatility data cleaning framework, in view of data
with attribute dependency relation, designs several of violation data
discovery algorithms by formal formula, which can obtain inconsistent
data to all target columns with condition attribute dependent no matter
data is structured (SQL) or unstructured (NoSql), and gives 6 data
cleaning methods based on these algorithms.},
	    journal   = {International Journal of Computer and Information Engineering},
	  volume    = {9},
	  number    = {10},
	  year      = {2015},
	  pages     = {2182 - 2186},
	  ee        = {https://publications.waset.org/pdf/10002548},
	  url   	= {https://publications.waset.org/vol/106},
	  bibsource = {https://publications.waset.org/},
	  issn  	= {eISSN: 1307-6892},
	  publisher = {World Academy of Science, Engineering and Technology},
	  index 	= {Open Science Index 106, 2015},