Computer Science ›› 2026, Vol. 53 ›› Issue (6A): 250600204-10.doi: 10.11896/jsjkx.250600204
• Big Data & Data Science • Previous Articles Next Articles
CHEN Lianyong1, SONG Jinyu2, LI Zhixia1, SI Changzhe1, YANG Wenkai1, WANG Jing1
CLC Number:
| [1] DING X O,LI Y Z,WANG C,et al.Time series data quality Rules discovery with both row and column dependencies[J].Journal of Software,2023,34(3):1065-1086. [2] LI J Z,WANG H Z,GAO H.State-of-the-Art of research on big data usability[J].Journal of Software,2016,27(7):1605-1625. [3] SONG J Y,CHEN L Y,CHEN G.Data quality measurement framework research and field measurement framework construction[J].Computer Science,2024,51(4):19-27. [4] KUANG J Q,ZHAO C,YANG L,et al.An Outlier CleaningAlgorithm Based on Deep Learning[J].Journal of Electronics & Information Technology,2022,44(2):507-513. [5] SONG J Y,CHEN S,GUO D P,et al.Data Quality and Data Cleaning Methods[J].Command Information Sy stem and Technology,2013,4(5):63-70. [6] LI H F,GUO R T,HU H Q,et al.An evaluation method of NOTAM data quality based on entropy weight method[J].Journal of Civil Aviation,2022(4):1-5. [7] ZHANG W,WANG D,TAN X Y.Robust class-specific autoencoder for data cleaning and classification in the presence of label noise[J].Neural Process Lett,2019,50(2):1845-1860 [8] DAI C F,LI P,WANG W Q.Application of maximum depen-dency set in inconsistent data detection[J].Computer Engineering and Applications,2019,55(15):89-95. [9] GE J,LIANG Y D,HUANG J P,et al.A large scale data qualityanomaly detection method based on data characteristics:CN113569006A[P].2021-10-29. [10] LIU Z F,WANG J M,LI Q.A survey of research on metadata quality evaluation[J].Information studies:Theory & Application,2022,45(7):42-48. [11] HUANG G,YUAN M,WU X Y,et al.Data quality assessment architecture research based on metadata-driven[J].Computer Engineering and Applications,2013,49(8):114-119. [12] BATINI C,SCANNAPIECO M.Data and information qualitydimensions,principles and techniques[M].Beijing:National Defense Industry Press,2022:17-43. [13] CHEN L Y,SONG J Y.Abnormal data detection method based on ant colony clustering[C]//Proceedings of the 6th International Conference on Electronic Information Technology and Computer Engineering.2022:66-72. [14] LIU F,LI M,REN H M,et al.Data quality evaluation method based on rule base[J].Computer Systems & Appli-cations,2017,26(11):165-169. [15] WANG W H.Research on key technologies of business rule-based expert system[D].Xi'an:Northwest University,2011. [16] LIU B,GENG Y R.Mining method for data quality detectionrules[J].Pattern Recognition and Artificial Intelligence,2012,25(5):835-844. [17] CARUCCIO L,DEUFEMIA V,NAUMANNE F,et al.Discovering relaxed functional dependencies based on multi-Attribute dominance [C]//Proceedings of the 37th InternationalConfe-rence on Data Engineering,2021:2354-2355. [18] WEN F,HUANG H L,LI T D,et al.Research on library data fast mining algorithm based on FP-growth association rules[J].Journal of Chongqing University of Technology(Natural Science),2020,34(6):189-194. [19] WANG D Y,LI L,ZHANG L,et al.Research and application of FP-Tree algorithm rule mining[J].Journal of Northeastern University(Natural Science Edition),2021,53(2):67-72. [20] YAO P F.Research on operational data quality inspectionmethod based on association rules[J].Electronic Design Enginee-ring,2022,30(3):126-130. [21] QIU X Q,HU Y M,ZHU A X,et al.Research on associatedrule-based error checking method on assessment index database of cultivated land quality:a case Study on Guangzhou city[J].China Land Science,2020,34(3):75-83. [22] YU M,ZHAO X N,XU Z.Survey on using dependencies to improve data consistency[J].Journal of Computer Applications,2018,38(S2):72-76. [23] DU Y F,SHEN D R,NIE T Z,et al.A cleaning method for consistency and currency in related data[J].Chinese Journal of Computers,2017,40(1):15. [24] ZHU Y Q,ZHOU L W,CHEN G.Research of relationship between functional dependency and association rules in data-base theory teaching[J].Application Research of Computers,2014,31(7):2085-2087. [25] CARPINETO C,ROMANO G,D'ADAMO P.Inferring dependencies from relations:a conceptual clustering approach[J].Computational Intelligence,1999,15(4):415-441. [26] AN L X,ZHANG H Y.The mathematical mechanism of functional dependency and its deformation in the view of data mining[J].Fuzzy Systems and Mathematics,2020,34(6):1-11. [27] ZAHNG C S,TU Y,WENG H,et al.Dependency discovery and data recovery of conditional functions based on association rules[J].Application Research of Computers,2016,33(2):384-387. [28] XIONG Z M,WANG B,TAO R,et al.An association rule mining reduction algorithm based on determining prime attributes[J].Computer Engineering and Science,2021,43(4):738-745. [29] ZHOU J L,DIAO X C,CAO J J.Mining of constant conditional functional dependencies based on pruning free itemsets[J].Journal of Tsinghua University(Science and Technology),2016,56(3):253-261. |
| [1] | SHEN Jianwei, CHEN Jiawen, CHEN Hanlin, MA Xinjian, CHEN Xing. Construction and Application of Dataset Knowledge Graph Based on Metadata Semantic Enhancement [J]. Computer Science, 2026, 53(6A): 250500052-10. |
| [2] | CUI Jinjia, ZENG Chen, WANG Lu, PENG Xiaohui. Analysis of Data Trading Models and Transaction Challenges [J]. Computer Science, 2026, 53(4): 121-133. |
| [3] | XU Jiawen, ZHENG Yungui, ZHOU Wei, XU Yaoqiang, HU Huiqi, ZHOU Xuan. SQL-MARS:Text-to-SQL Structured Data Recommendation System for Ambiguous UserRequirements [J]. Computer Science, 2026, 53(3): 52-63. |
| [4] | QIAN Zekai, DING Xiaoou, SUN Zhe, WANG Hongzhi, ZHANG Yan. Intelligent Evidence Set Selection Method for Diverse Data Cleaning Tasks [J]. Computer Science, 2024, 51(8): 124-132. |
| [5] | SONG Jinyu, CHEN Lianyong, CHEN Gang. Data Quality Measurement Framework Research and Field Measurement Framework Construction [J]. Computer Science, 2024, 51(4): 19-27. |
| [6] | ZHANG Guohao, WANG Yi, ZHOU Xi, WANG Baoquan. Deep Collaborative Truth Discovery Based on Variational Multi-hop Graph Attention Encoder [J]. Computer Science, 2024, 51(3): 109-117. |
| [7] | WU Jiawei, FANG Quan, HU Jun, QIAN Shengsheng. Pre-training of Heterogeneous Graph Neural Networks for Multi-label Document Classification [J]. Computer Science, 2024, 51(1): 143-149. |
| [8] | CHANG Bing-guo, SHI Hua-long, CHANG Yu-xin. Multi Model Algorithm for Intelligent Diagnosis of Melanoma Based on Deep Learning [J]. Computer Science, 2022, 49(6A): 22-26. |
| [9] | ZHENG Xiao-meng, GAO Meng, TENG Jun-yuan. Research on Construction Method of Defect Prediction Dataset for Spacecraft Software [J]. Computer Science, 2021, 48(6A): 575-580. |
| [10] | LI Ying, YU Ya-xin, ZHANG Hong-yu, LI Zhen-guo. High Trusted Cloud Storage Model Based on TBchain Blockchain [J]. Computer Science, 2020, 47(9): 330-338. |
| [11] | LI Zhuo, XU Zhe, CHEN Xin, LI Shu-qin. Location-related Online Multi-task Assignment Algorithm for Mobile Crowd Sensing [J]. Computer Science, 2019, 46(6): 102-106. |
| [12] | WANG Yang, CAI Shu-qin, ZOU Xin-wen, CHEN Zi-tong. Quality-embedded Hypergraph Model for Big Data Product Manufacturing System and Decision for Production Lines [J]. Computer Science, 2019, 46(2): 11-17. |
| [13] | CAI Li, LIANG Yu, ZHU Yang-yong and HE Jing. History and Development Tendency of Data Quality [J]. Computer Science, 2018, 45(4): 1-10. |
| [14] | SHANG Yu-ling, CAO Jian-jun, LI Hong-mei, ZHENG Qi-bin. Co-author and Affiliate Based Name Disambiguation Approach [J]. Computer Science, 2018, 45(11): 220-225. |
| [15] | XU Jing, REN Kai-jun and LI Xiao-yong. Parallel Algorithm Design and Optimization of Range Query for Meteorological Data Retrieval [J]. Computer Science, 2017, 44(3): 42-47. |
|
||