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Shaoxu Song
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- affiliation: Tsinghua University, Beijing, China
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Journal Articles
- 2024
- [j51]Lingzhe Zhang
, Xiang-Dong Huang
, Yan-Kai Wang, Jialin Qiao, Shaoxu Song, Jianmin Wang:
Time-tired compaction: An elastic compaction scheme for LSM-tree based time-series database. Adv. Eng. Informatics 59: 102224 (2024) - [j50]Wendi He, Tianrui Xia, Shaoxu Song, Xiangdong Huang, Jianmin Wang:
Multimodal Data Encoding and Compression in Apache IoTDB. Int. J. Softw. Informatics 14(1): 31-56 (2024) - [j49]Ziling Chen
, Haoquan Guan
, Shaoxu Song
, Xiangdong Huang
, Chen Wang
, Jianmin Wang
:
Determining Exact Quantiles with Randomized Summaries. Proc. ACM Manag. Data 2(1): 25:1-25:26 (2024) - [j48]Lei Rui
, Xiangdong Huang
, Shaoxu Song
, Yuyuan Kang
, Chen Wang
, Jianmin Wang
:
Time Series Representation for Visualization in Apache IoTDB. Proc. ACM Manag. Data 2(1): 35:1-35:26 (2024) - [j47]Jingyu Zhu
, Yu Sun
, Shaoxu Song
, Xiaojie Yuan
:
High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors. Proc. ACM Manag. Data 2(3): 143 (2024) - [j46]Rui Kang
, Shaoxu Song
:
Optimizing Time Series Queries with Versions. Proc. ACM Manag. Data 2(3): 159 (2024) - [j45]Yu Sun
, Shaoxu Song
, Xiaojie Yuan:
From Minimum Change to Maximum Density: On Determining Near-Optimal S-Repair. IEEE Trans. Knowl. Data Eng. 36(2): 627-639 (2024) - [j44]Haoyu Wang
, Aoqian Zhang
, Shaoxu Song
, Jianmin Wang
:
Streaming data cleaning based on speed change. VLDB J. 33(1): 1-24 (2024) - [j43]Tianrui Xia, Jinzhao Xiao, Yuxiang Huang, Changyu Hu, Shaoxu Song
, Xiangdong Huang, Jian-min Wang:
Time series data encoding in Apache IoTDB: comparative analysis and recommendation. VLDB J. 33(3): 727-752 (2024) - 2023
- [j42]Chenguang Fang
, Shaoxu Song
, Haoquan Guan
, Xiangdong Huang
, Chen Wang
, Jianmin Wang
:
Grouping Time Series for Efficient Columnar Storage. Proc. ACM Manag. Data 1(1): 23:1-23:26 (2023) - [j41]Yunxiang Su
, Yikun Gong
, Shaoxu Song
:
Time Series Data Validity. Proc. ACM Manag. Data 1(1): 85:1-85:26 (2023) - [j40]Chen Wang
, Jialin Qiao
, Xiangdong Huang
, Shaoxu Song
, Haonan Hou
, Tian Jiang
, Lei Rui
, Jianmin Wang
, Jiaguang Sun
:
Apache IoTDB: A Time Series Database for IoT Applications. Proc. ACM Manag. Data 1(2): 195:1-195:27 (2023) - [j39]Haoquan Guan, Ziling Chen, Shaoxu Song
:
CORE-Sketch: On Exact Computation of Median Absolute Deviation with Limited Space. Proc. VLDB Endow. 16(11): 2832-2844 (2023) - [j38]Yuanhui Qiu, Chenguang Fang, Shaoxu Song
, Xiangdong Huang, Chen Wang, Jianmin Wang:
TsQuality: Measuring Time Series Data Quality in Apache IoTDB. Proc. VLDB Endow. 16(12): 3982-3985 (2023) - [j37]Ruihong Huang
, Jianmin Wang
, Shaoxu Song
, Xuemin Lin
, Xiaochen Zhu
, Jian Pei
:
Efficiently Cleaning Structured Event Logs: A Graph Repair Approach. ACM Trans. Database Syst. 48(1): 3:1-3:44 (2023) - 2022
- [j36]Chenguang Fang, Shaoxu Song
, Yinan Mei:
On Repairing Timestamps for Regular Interval Time Series. Proc. VLDB Endow. 15(9): 1848-1860 (2022) - [j35]Jinzhao Xiao, Yuxiang Huang, Changyu Hu, Shaoxu Song
, Xiangdong Huang, Jianmin Wang
:
Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB. Proc. VLDB Endow. 15(10): 2148-2160 (2022) - [j34]Haoyu Wang
, Shaoxu Song
:
Frequency Domain Data Encoding in Apache IoTDB. Proc. VLDB Endow. 16(2): 282-290 (2022) - [j33]Shaoxu Song
, Fei Gao
, Ruihong Huang, Chaokun Wang
:
Data Dependencies Extended for Variety and Veracity: A Family Tree. IEEE Trans. Knowl. Data Eng. 34(10): 4717-4736 (2022) - 2021
- [j32]Fei Gao, Shaoxu Song, Jianmin Wang
:
Time Series Data Cleaning under Multi-Speed Constraints. Int. J. Softw. Informatics 11(1): 29-54 (2021) - [j31]Zhicheng Liu, Yang Zhang, Ruihong Huang, Zhiwei Chen, Shaoxu Song
, Jianmin Wang
:
EXPERIENCE: Algorithms and Case Study for Explaining Repairs with Uniform Profiles over IoT Data. ACM J. Data Inf. Qual. 13(3): 18:1-18:17 (2021) - [j30]Zhiwei Chen, Shaoxu Song
, Ziheng Wei, Jingyun Fang, Jiang Long:
Approximating Median Absolute Deviation with Bounded Error. Proc. VLDB Endow. 14(11): 2114-2126 (2021) - [j29]Shaoxu Song
, Fei Gao, Aoqian Zhang, Jianmin Wang
, Philip S. Yu:
Stream Data Cleaning under Speed and Acceleration Constraints. ACM Trans. Database Syst. 46(3): 10:1-10:44 (2021) - [j28]Shaoxu Song
, Ruihong Huang, Yue Cao, Jianmin Wang
:
Cleaning timestamps with temporal constraints. VLDB J. 30(3): 425-446 (2021) - 2020
- [j27]Giuseppe Polese, Vincenzo Deufemia
, Shaoxu Song
:
Editorial: Special Issue on Metadata Discovery for Assessing Data Quality. ACM J. Data Inf. Qual. 12(4): 17:1-17:2 (2020) - [j26]Ruihong Huang, Shaoxu Song
, Yunsu Lee, Jungho Park, Soo-Hyung Kim, Sungmin Yi:
Effective and Efficient Retrieval of Structured Entities. Proc. VLDB Endow. 13(6): 826-839 (2020) - [j25]Shaoxu Song
, Yu Sun
, Aoqian Zhang
, Lei Chen
, Jianmin Wang
:
Enriching Data Imputation under Similarity Rule Constraints. IEEE Trans. Knowl. Data Eng. 32(2): 275-287 (2020) - 2018
- [j24]Yu Gao
, Shaoxu Song
, Xiaochen Zhu, Jianmin Wang
, Xiang Lian
, Lei Zou
:
Matching Heterogeneous Event Data. IEEE Trans. Knowl. Data Eng. 30(11): 2157-2170 (2018) - 2017
- [j23]Aoqian Zhang, Shaoxu Song
, Jianmin Wang
, Philip S. Yu:
Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing. Proc. VLDB Endow. 10(10): 1046-1057 (2017) - [j22]Yihan Wang, Shaoxu Song
, Lei Chen, Jeffrey Xu Yu, Hong Cheng:
Discovering Conditional Matching Rules. ACM Trans. Knowl. Discov. Data 11(4): 46:1-46:38 (2017) - [j21]Shaoxu Song
, Yu Gao, Chaokun Wang, Xiaochen Zhu, Jianmin Wang
, Philip S. Yu
:
Matching Heterogeneous Events with Patterns. IEEE Trans. Knowl. Data Eng. 29(8): 1695-1708 (2017) - [j20]Shaoxu Song, Lei Chen:
Response to "Differential Dependencies Revisited". ACM Trans. Database Syst. 42(1): 7:1-7:3 (2017) - [j19]Shaoxu Song
, Boge Liu, Hong Cheng, Jeffrey Xu Yu, Lei Chen:
Graph repairing under neighborhood constraints. VLDB J. 26(5): 611-635 (2017) - 2016
- [j18]Fei Gao, Shaoxu Song
, Lei Chen
, Jianmin Wang
:
Efficient Set-Correlation Operator Inside Databases. J. Comput. Sci. Technol. 31(4): 683-701 (2016) - [j17]Shaoxu Song
, Yue Cao, Jianmin Wang
:
Cleaning Timestamps with Temporal Constraints. Proc. VLDB Endow. 9(10): 708-719 (2016) - [j16]Weiguo Zheng, Lei Zou, Wei Peng, Xifeng Yan, Shaoxu Song
, Dongyan Zhao:
Semantic SPARQL Similarity Search Over RDF Knowledge Graphs. Proc. VLDB Endow. 9(11): 840-851 (2016) - [j15]Yihan Wang, Shaoxu Song
, Lei Chen:
A Survey on Accessing Dataspaces. SIGMOD Rec. 45(2): 33-44 (2016) - [j14]Jianmin Wang
, Shaoxu Song
, Xiaochen Zhu, Xuemin Lin
, Jiaguang Sun:
Efficient Recovery of Missing Events. IEEE Trans. Knowl. Data Eng. 28(11): 2943-2957 (2016) - 2015
- [j13]Xiangdong Huang, Jianmin Wang
, Yu Zhong, Shaoxu Song
, Philip S. Yu:
Optimizing data partition for scaling out NoSQL cluster. Concurr. Comput. Pract. Exp. 27(18): 5793-5809 (2015) - [j12]Shaoxu Song
, Aoqian Zhang, Lei Chen, Jianmin Wang
:
Enriching Data Imputation with Extensive Similarity Neighbors. Proc. VLDB Endow. 8(11): 1286-1297 (2015) - 2014
- [j11]Shaoxu Song
, Han Zhu, Lei Chen
:
Probabilistic correlation-based similarity measure on text records. Inf. Sci. 289: 8-24 (2014) - [j10]Shaoxu Song
, Hong Cheng, Jeffrey Xu Yu, Lei Chen
:
Repairing Vertex Labels under Neighborhood Constraints. Proc. VLDB Endow. 7(11): 987-998 (2014) - [j9]Shaoxu Song
, Lei Chen
, Hong Cheng:
On Concise Set of Relative Candidate Keys. Proc. VLDB Endow. 7(12): 1179-1190 (2014) - [j8]Shaoxu Song
, Lei Chen
, Hong Cheng:
Efficient Determination of Distance Thresholds for Differential Dependencies. IEEE Trans. Knowl. Data Eng. 26(9): 2179-2192 (2014) - 2013
- [j7]Shaoxu Song
, Lei Chen
:
Efficient discovery of similarity constraints for matching dependencies. Data Knowl. Eng. 87: 146-166 (2013) - [j6]Jianmin Wang
, Shaoxu Song
, Xiaochen Zhu, Xuemin Lin
:
Efficient Recovery of Missing Events. Proc. VLDB Endow. 6(10): 841-852 (2013) - [j5]Shaoxu Song
, Lei Chen
, Philip S. Yu:
Comparable dependencies over heterogeneous data. VLDB J. 22(2): 253-274 (2013) - [j4]Shaoxu Song
, Lei Chen
:
Indexing dataspaces with partitions. World Wide Web 16(2): 141-170 (2013) - 2011
- [j3]Shaoxu Song
, Lei Chen
, Jeffrey Xu Yu:
Answering Frequent Probabilistic Inference Queries in Databases. IEEE Trans. Knowl. Data Eng. 23(4): 512-526 (2011) - [j2]Shaoxu Song
, Lei Chen
, Mingxuan Yuan:
Materialization and Decomposition of Dataspaces for Efficient Search. IEEE Trans. Knowl. Data Eng. 23(12): 1872-1887 (2011) - [j1]Shaoxu Song
, Lei Chen
:
Differential dependencies: Reasoning and discovery. ACM Trans. Database Syst. 36(3): 16:1-16:41 (2011)
Conference and Workshop Papers
- 2024
- [c45]Jinzhao Xiao, Wendi He, Shaoxu Song, Xiangdong Huang, Chen Wang, Jianmin Wang:
REGER: Reordering Time Series Data for Regression Encoding. ICDE 2024: 1242-1254 - [c44]Tian Jiang, Xiangdong Huang, Shaoxu Song, Chen Wang, Jianmin Wang:
On Tuning Raft for IoT Workload in Apache IoTDB. ICDE 2024: 5307-5319 - 2023
- [c43]Yinan Mei, Shaoxu Song
, Chenguang Fang, Ziheng Wei, Jingyun Fang, Jiang Long:
Discovering Editing Rules by Deep Reinforcement Learning. ICDE 2023: 355-367 - [c42]Tian Jiang, Xiangdong Huang, Shaoxu Song
, Chen Wang, Jianmin Wang, Ruibo Li, Jincheng Sun:
Non-Blocking Raft for High Throughput IoT Data. ICDE 2023: 1140-1152 - [c41]Chenguang Fang, Yinan Mei, Shaoxu Song
:
Matrix Factorization with Landmarks for Spatial Data. ICDE 2023: 1887-1899 - [c40]Xiaojian Zhang, Hongyin Zhang, Shaoxu Song
, Xiangdong Huang, Chen Wang, Jianmin Wang:
Backward-Sort for Time Series in Apache IoTDB. ICDE 2023: 3196-3208 - [c39]Shaoxu Song
, Fei Gao, Ruihong Huang, Chaokun Wang:
Data Dependencies Extended for Variety and Veracity: A Family Tree (Extended abstract). ICDE 2023: 3819-3820 - [c38]Yunxiang Su
, Wenxuan Ma
, Shaoxu Song
:
Learning Autoregressive Model in LSM-Tree based Store. KDD 2023: 2061-2071 - 2022
- [c37]Rui Kang
, Shaoxu Song
, Chaokun Wang:
Conditional Regression Rules. ICDE 2022: 2481-2493 - [c36]Yuyuan Kang, Xiangdong Huang, Shaoxu Song
, Lingzhe Zhang
, Jialin Qiao, Chen Wang, Jianmin Wang
, Julian Feinauer:
Separation or Not: On Handing Out-of-Order Time-Series Data in Leveled LSM-Tree. ICDE 2022: 3340-3352 - [c35]Chenguang Fang, Shaoxu Song
, Yinan Mei, Ye Yuan, Jianmin Wang:
On Aligning Tuples for Regression. KDD 2022: 336-346 - [c34]Yu Sun
, Zheng Zheng, Shaoxu Song
, Fei Chiang:
Confidence Bounded Replica Currency Estimation. SIGMOD Conference 2022: 730-743 - 2021
- [c33]Yinan Mei, Shaoxu Song
, Chenguang Fang, Haifeng Yang, Jingyun Fang, Jiang Long:
Capturing Semantics for Imputation with Pre-trained Language Models. ICDE 2021: 61-72 - [c32]Chaokun Wang, Binbin Wang, Bingyang Huang, Shaoxu Song
, Zai Li:
FastSGG: Efficient Social Graph Generation Using a Degree Distribution Generation Model. ICDE 2021: 564-575 - [c31]Yu Sun
, Shaoxu Song
:
From Minimum Change to Maximum Density: On S-Repair under Integrity Constraints. ICDE 2021: 1943-1948 - [c30]Shaoxu Song
, Fei Gao, Ruihong Huang, Yihan Wang:
On Saving Outliers for Better Clustering over Noisy Data. SIGMOD Conference 2021: 1692-1704 - [c29]Shaoxu Song
, Ruihong Huang, Yu Gao, Jianmin Wang
:
Why Not Match: On Explanations of Event Pattern Queries. SIGMOD Conference 2021: 1705-1717 - 2020
- [c28]Shaoxu Song
, Aoqian Zhang:
IoT Data Quality. CIKM 2020: 3517-3518 - [c27]Yu Sun
, Shaoxu Song
, Chen Wang, Jianmin Wang
:
Swapping Repair for Misplaced Attribute Values. ICDE 2020: 721-732 - [c26]Shaoxu Song
, Yu Sun
:
Imputing Various Incomplete Attributes via Distance Likelihood Maximization. KDD 2020: 535-545 - [c25]Yinan Mei, Shaoxu Song
, Yunsu Lee, Jungho Park, Soo-Hyung Kim, Sungmin Yi:
Representing Temporal Attributes for Schema Matching. KDD 2020: 709-719 - 2019
- [c24]Ruihong Huang, Zhiwei Chen, Zhicheng Liu, Shaoxu Song
, Jianmin Wang
:
TsOutlier: Explaining Outliers with Uniform Profiles over IoT Data. IEEE BigData 2019: 2024-2027 - [c23]Chenguang Fang, Shaoxu Song
, Zhiwei Chen, Acan Gui:
Fine-Grained Fuel Consumption Prediction. CIKM 2019: 2783-2791 - [c22]Aoqian Zhang, Shaoxu Song
, Yu Sun
, Jianmin Wang
:
Learning Individual Models for Imputation. ICDE 2019: 160-171 - [c21]Federico Cruciani, Chen Sun, Shuai Zhang, Chris D. Nugent, Chunping Li, Shaoxu Song, Cheng Cheng, Ian Cleland, Paul J. McCullagh
:
A Public Domain Dataset for Human Activity Recognition in Free-Living Conditions. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2019: 166-171 - 2016
- [c20]Shaoxu Song
, Han Zhu, Jianmin Wang
:
Constraint-Variance Tolerant Data Repairing. SIGMOD Conference 2016: 877-892 - [c19]Aoqian Zhang, Shaoxu Song
, Jianmin Wang
:
Sequential Data Cleaning: A Statistical Approach. SIGMOD Conference 2016: 909-924 - 2015
- [c18]Jianmin Wang
, Shaoxu Song
, Xuemin Lin
, Xiaochen Zhu, Jian Pei
:
Cleaning structured event logs: A graph repair approach. ICDE 2015: 30-41 - [c17]Shaoxu Song
, Chunping Li, Xiaoquan Zhang:
Turn Waste into Wealth: On Simultaneous Clustering and Cleaning over Dirty Data. KDD 2015: 1115-1124 - [c16]Shaoxu Song
, Aoqian Zhang, Jianmin Wang
, Philip S. Yu:
SCREEN: Stream Data Cleaning under Speed Constraints. SIGMOD Conference 2015: 827-841 - [c15]Weiguo Zheng, Lei Zou, Xiang Lian
, Jeffrey Xu Yu, Shaoxu Song
, Dongyan Zhao:
How to Build Templates for RDF Question/Answering: An Uncertain Graph Similarity Join Approach. SIGMOD Conference 2015: 1809-1824 - 2014
- [c14]Xiaochen Zhu, Shaoxu Song
, Jianmin Wang
, Philip S. Yu, Jiaguang Sun:
Matching heterogeneous events with patterns. ICDE 2014: 376-387 - [c13]Xiaochen Zhu, Shaoxu Song
, Xiang Lian
, Jianmin Wang
, Lei Zou:
Matching heterogeneous event data. SIGMOD Conference 2014: 1211-1222 - 2013
- [c12]Jian Wu, Chunping Li, Yishu Miao, Shaoxu Song
, Li Li, Qiang Ding:
Context-aware reasoning middle ware applied in the mobile environment. ICMLC 2013: 1829-1835 - 2012
- [c11]Shaoxu Song
, Lei Chen
, Hong Cheng:
Parameter-Free Determination of Distance Thresholds for Metric Distance Constraints. ICDE 2012: 846-857 - 2011
- [c10]Shaoxu Song
, Lei Chen
, Philip S. Yu:
On data dependencies in dataspaces. ICDE 2011: 470-481 - 2010
- [c9]Shaoxu Song
, Lei Chen
:
Efficient set-correlation operator inside databases. CIKM 2010: 139-148 - [c8]Xiang Lian
, Lei Chen
, Shaoxu Song
:
Consistent query answers in inconsistent probabilistic databases. SIGMOD Conference 2010: 303-314 - 2009
- [c7]Shaoxu Song
, Lei Chen
:
Discovering matching dependencies. CIKM 2009: 1421-1424 - 2007
- [c6]Shaoxu Song
, Lei Chen
:
Probabilistic correlation-based similarity measure of unstructured records. CIKM 2007: 967-970 - [c5]Shaoxu Song
, Lei Chen:
Similarity Joins of Text with Incomplete Information Formats. DASFAA 2007: 313-324 - 2006
- [c4]Shaoxu Song
, Chunping Li:
Improved ROCK for Text Clustering Using Asymmetric Proximity. SOFSEM 2006: 501-510 - 2005
- [c3]Shaoxu Song
, Chunping Li:
Semantic Correlation Network Based Text Clustering. Australian Conference on Artificial Intelligence 2005: 604-613 - [c2]Shaoxu Song
, Jian Zhang, Chunping Li:
Concept Chain Based Text Clustering. CIS (1) 2005: 713-720 - [c1]Shaoxu Song, Chunping Li:
TCUAP: A Novel Approach of Text Clustering Using Asymmetric Proximity. IICAI 2005: 676-685
Editorship
- 2017
- [e2]Shaoxu Song
, Matthias Renz, Yang-Sae Moon:
Web and Big Data - APWeb-WAIM 2017 International Workshops: MWDA, HotSpatial, GDMA, DDC, SDMA, MASS, Beijing, China, July 7-9, 2017, Revised Selected Papers. Lecture Notes in Computer Science 10612, Springer 2017, ISBN 978-3-319-69780-2 [contents] - 2016
- [e1]Shaoxu Song
, Yongxin Tong:
Web-Age Information Management - WAIM 2016 International Workshops, MWDA, SDMMW, and SemiBDMA, Nanchang, China, June 3-5, 2016, Revised Selected Papers. Lecture Notes in Computer Science 9998, 2016, ISBN 978-3-319-47120-4 [contents]
Informal and Other Publications
- 2020
- [i3]Aoqian Zhang, Shaoxu Song, Jianmin Wang, Philip S. Yu:
Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing (Technical Report). CoRR abs/2003.12396 (2020) - [i2]Aoqian Zhang, Shaoxu Song, Yu Sun, Jianmin Wang:
Learning Individual Models for Imputation (Technical Report). CoRR abs/2004.03436 (2020) - 2009
- [i1]Shaoxu Song, Lei Chen:
Discovering Matching Dependencies. CoRR abs/0903.3317 (2009)
Coauthor Index
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