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ORCIDGuozhu Dong
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- affiliation: Wright State University, Fairborn, Ohio, USA
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2020 – today
- 2023
[c81]Guozhu Dong, Nicholas Skapura:
GrMC: Towards Interpretable Classification Models That Are Also Accurate. ICKG 2023: 1-10- 2022
- [j55]Chengxin He
, Lei Duan, Guozhu Dong, Jyrki Nummenmaa, Tingting Wang, Tinghai Pang:
Efficient mining of concept-hierarchy aware distinguishing sequential patterns. Knowl. Based Syst. 255: 109710 (2022) - 2020
- [j54]Tingting Wang, Lei Duan, Guozhu Dong, Zhifeng Bao:
Efficient Mining of Outlying Sequence Patterns for Analyzing Outlierness of Sequence Data. ACM Trans. Knowl. Discov. Data 14(5): 62:1-62:26 (2020)
2010 – 2019
- 2019
- [b2]Guozhu Dong:
Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems. Synthesis Lectures on Data Mining and Knowledge Discovery, Morgan & Claypool Publishers 2019, ISBN 978-3-031-00785-9 - 2018
- [j53]Lei Duan, Lu Liu, Guozhu Dong, Jyrki Nummenmaa, Tingting Wang, Pan Qin, Hao Yang:
Mining distinguishing customer focus sets from online customer reviews. Computing 100(4): 335-351 (2018) - [j52]Cuiju Luan, Guozhu Dong:
Experimental identification of hard data sets for classification and feature selection methods with insights on method selection. Data Knowl. Eng. 118: 41-51 (2018) - [r8]Guozhu Dong, Jinyan Li:
Applications of Emerging Patterns for Microarray Gene Expression Data Analysis. Encyclopedia of Database Systems (2nd ed.) 2018 - [r7]Guozhu Dong, Jinyan Li:
Emerging Pattern Based Classification. Encyclopedia of Database Systems (2nd ed.) 2018 - [r6]Guozhu Dong, Jinyan Li:
Emerging Patterns. Encyclopedia of Database Systems (2nd ed.) 2018 - [r5]Guozhu Dong, Jianwen Su:
Incremental Computation of Queries. Encyclopedia of Database Systems (2nd ed.) 2018 - [i4]Guozhu Dong, Sai Kiran Pentukar:
OCLEP+: One-class Anomaly and Intrusion Detection Using Minimal Length of Emerging Patterns. CoRR abs/1811.09842 (2018) - 2017
- [j51]Nicholas Skapura, Guozhu Dong:
Class Distribution Curve Based Discretization With Application to Wearable Sensors and Medical Monitoring. Int. J. Monit. Surveillance Technol. Res. 5(4): 23-37 (2017) - [c80]Lei Duan, Li Yan, Guozhu Dong, Jyrki Nummenmaa, Hao Yang:
Mining Top-k Distinguishing Temporal Sequential Patterns from Event Sequences. DASFAA (2) 2017: 235-250 - [c79]Tinghai Pang, Lei Duan, Jesse Li-Ling, Guozhu Dong:
Mining Similarity-Aware Distinguishing Sequential Patterns from Biomedical Sequences. DSC 2017: 43-52 - [c78]Guozhu Dong, Sanjeev Bhatta:
Subpopulation-Wise Conditional Correlation Modeling and Analysis. ICBK 2017: 17-24 - [e5]Raju Gottumukkala, Xia Ning, Guozhu Dong, Vijay Raghavan, Srinivas Aluru, George Karypis, Lucio Miele, Xindong Wu:
2017 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2017, New Orleans, LA, USA, November 18-21, 2017. IEEE Computer Society 2017, ISBN 978-1-5386-3800-2 [contents] - [i3]Cuiju Luan, Guozhu Dong:
Experimental Identification of Hard Data Sets for Classification and Feature Selection Methods with Insights on Method Selection. CoRR abs/1703.08283 (2017) - 2016
- [j50]Lei Duan, Guozhu Dong, Xianming Wang, Changjie Tang:
Efficient Mining of Discriminating Relationships Among Attributes Involving Arithmetic Operations. Comput. Intell. 32(1): 102-126 (2016) - [j49]Vahid Taslimitehrani, Guozhu Dong, Naveen L. Pereira, Maryam Panahiazar, Jyotishman Pathak:
Developing EHR-driven heart failure risk prediction models using CPXR(Log) with the probabilistic loss function. J. Biomed. Informatics 60: 260-269 (2016) - [j48]Lei Duan, Guanting Tang, Jian Pei, James Bailey, Guozhu Dong, Xuan Vinh Nguyen, Akiko Campbell, Changjie Tang:
Efficient discovery of contrast subspaces for object explanation and characterization. Knowl. Inf. Syst. 47(1): 99-129 (2016) - [c77]Lu Liu, Lei Duan, Hao Yang, Jyrki Nummenmaa, Guozhu Dong, Pan Qin:
Mining Distinguishing Customer Focus Sets for Online Shopping Decision Support. ADMA 2016: 50-64 - [c76]Guozhu Dong, Vahid Taslimitehrani:
Pattern-aided regression modeling and prediction model analysis. ICDE 2016: 1508-1509 - [c75]Guozhu Dong, Vahid Taslimitehrani:
Pattern Aided Classification. SDM 2016: 225-233 - [c74]Amit Krishna Joshi, Pascal Hitzler, Guozhu Dong:
LinkGen: Multipurpose Linked Data Generator. ISWC (2) 2016: 113-121 - [c73]Chao Gao, Lei Duan, Guozhu Dong, Haiqing Zhang, Hao Yang, Changjie Tang:
Mining Top-k Distinguishing Sequential Patterns with Flexible Gap Constraints. WAIM (1) 2016: 82-94 - 2015
- [j47]Guanting Tang, Jian Pei, James Bailey, Guozhu Dong:
Mining multidimensional contextual outliers from categorical relational data. Intell. Data Anal. 19(5): 1171-1192 (2015) - [j46]Guozhu Dong, Vahid Taslimitehrani:
Pattern-Aided Regression Modeling and Prediction Model Analysis. IEEE Trans. Knowl. Data Eng. 27(9): 2452-2465 (2015) - [c72]Nicholas Skapura, Guozhu Dong:
Distribution skew-based binning: Towards mining highly discriminative patterns from EEG/EMG time series. BIBE 2015: 1-6 - [c71]Hao Yang, Lei Duan, Guozhu Dong, Jyrki Nummenmaa, Changjie Tang, Xiaosong Li:
Mining Itemset-based Distinguishing Sequential Patterns with Gap Constraint. DASFAA (1) 2015: 39-54 - [c70]Amit Krishna Joshi, Pascal Hitzler, Guozhu Dong:
Alignment Aware Linked Data Compression. JIST 2015: 73-81 - [c69]Hemant Purohit, Guozhu Dong, Valerie L. Shalin, Krishnaprasad Thirunarayan, Amit P. Sheth:
Intent Classification of Short-Text on Social Media. SmartCity 2015: 222-228 - [i2]Behzad Ghanbarian, Vahid Taslimitehrani, Guozhu Dong, Yakov A. Pachepsky:
Measurement Scale Effect on Prediction of Soil Water Retention Curve and Saturated Hydraulic Conductivity. CoRR abs/1502.02511 (2015) - 2014
- [c68]Vahid Taslimitehrani, Guozhu Dong:
A New CPXR Based Logistic Regression Method and Clinical Prognostic Modeling Results Using the Method on Traumatic Brain Injury. BIBE 2014: 283-290 - [c67]Xianming Wang, Lei Duan, Guozhu Dong, Zhonghua Yu, Changjie Tang:
Efficient Mining of Density-Aware Distinguishing Sequential Patterns with Gap Constraints. DASFAA (1) 2014: 372-387 - [c66]Lei Duan, Guanting Tang, Jian Pei, James Bailey, Guozhu Dong, Akiko Campbell, Changjie Tang:
Mining Contrast Subspaces. PAKDD (1) 2014: 249-260 - [c65]Guozhu Dong, Qian Han:
Mining Diversified Shared Decision Tree Sets for Discovering Cross Domain Similarities. PAKDD (2) 2014: 534-547 - 2013
- [j45]Lei Duan, Changjie Tang, Xiaosong Li, Guozhu Dong, Xianming Wang, Jie Zuo, Min Jiang, Zhongqi Li, Yongqing Zhang:
Mining effective multi-segment sliding window for pathogen incidence rate prediction. Data Knowl. Eng. 87: 425-444 (2013) - [c64]Amit Krishna Joshi, Pascal Hitzler, Guozhu Dong:
Logical Linked Data Compression. ESWC 2013: 170-184 - [c63]Guanting Tang, James Bailey, Jian Pei, Guozhu Dong:
Mining multidimensional contextual outliers from categorical relational data. SSDBM 2013: 43:1-43:4 - [p11]Guozhu Dong:
Preliminaries. Contrast Data Mining 2013: 3-12 - [p10]Mengling Feng, Guozhu Dong:
Incremental Maintenance of Emerging Patterns. Contrast Data Mining 2013: 69-86 - [p9]Lei Duan, Milton García-Borroto, Guozhu Dong:
More Expressive Contrast Patterns and Their Mining. Contrast Data Mining 2013: 89-108 - [p8]Xiuzhen Zhang, Guozhu Dong:
Overview and Analysis of Contrast Pattern Based Classification. Contrast Data Mining 2013: 151-170 - [p7]Lijun Chen, Guozhu Dong:
Using Emerging Patterns in Outlier and Rare-Class Prediction. Contrast Data Mining 2013: 171-186 - [p6]Guozhu Dong, Kotagiri Ramamohanarao:
Enhancing Traditional Classifiers Using Emerging Patterns. Contrast Data Mining 2013: 187-196 - [p5]Neil Fore, Guozhu Dong:
CPC: A Contrast Pattern Based Clustering Algorithm. Contrast Data Mining 2013: 197-216 - [p4]Shihong Mao, Guozhu Dong:
Discriminating Gene Transfer and Microarray Concordance Analysis. Contrast Data Mining 2013: 233-240 - [p3]Shihong Mao, Guozhu Dong:
Toward Mining Optimal Emerging Patterns Admidst 1000s of Genes. Contrast Data Mining 2013: 241-252 - [p2]Guozhu Dong:
Overview of Results on Contrast Mining and Applications. Contrast Data Mining 2013: 353-362 - [e4]Guozhu Dong, James Bailey:
Contrast Data Mining: Concepts, Algorithms, and Applications. CRC Press 2013, ISBN 978-1-43-985432-7 [contents] - 2012
- [j44]Gang Kou, Yong Shi, Guozhu Dong:
Data mining for software trustworthiness. Inf. Sci. 191: 1-2 (2012) - [j43]Qian Han, Guozhu Dong:
Using Attribute Behavior Diversity to Build Accurate Decision Tree Committees for microarray Data. J. Bioinform. Comput. Biol. 10(4) (2012) - [j42]Qingbao Liu, Guozhu Dong:
CPCQ: Contrast pattern based clustering quality index for categorical data. Pattern Recognit. 45(4): 1739-1748 (2012) - [j41]Guozhu Dong:
Cross domain similarity mining: research issues and potential applications including supporting research by analogy. SIGKDD Explor. 14(1): 43-47 (2012) - 2011
- [c62]Guozhu Dong, James Bailey:
Overview of Contrast Data Mining as a Field and Preview of an Upcoming Book. ICDM Workshops 2011: 1141-1146 - 2010
- [j40]Mengling Feng, Guozhu Dong, Jinyan Li, Yap-Peng Tan, Limsoon Wong:
Pattern Space Maintenance for Data Updates and Interactive Mining. Comput. Intell. 26(3): 282-317 (2010) - [j39]Eric Bae, James Bailey, Guozhu Dong:
A clustering comparison measure using density profiles and its application to the discovery of alternate clusterings. Data Min. Knowl. Discov. 21(3): 427-471 (2010) - [j38]Guozhu Dong, Lei Duan, Changjie Tang:
Mining Disease State converters for Medical Intervention of Diseases. J. Bioinform. Comput. Biol. 8(1): 77-97 (2010) - [j37]James Bailey, Guozhu Dong, Anthony Widjaja To:
Logical queries over views: Decidability and expressiveness. ACM Trans. Comput. Log. 11(2): 8:1-8:35 (2010) - [c61]Guozhu Dong, Ting Sa:
Analyzing and Tracking Weblog Communities Using Discriminative Collection Representatives. SBP 2010: 256-264
2000 – 2009
- 2009
- [j36]Shihong Mao, Charles Wang, Guozhu Dong:
Evaluation of Inter-Laboratory and Cross-Platform concordance of DNA microarrays through Discriminating genes and Classifier transferability. J. Bioinform. Comput. Biol. 7(1): 157-173 (2009) - [c60]Qingbao Liu, Guozhu Dong:
A Contrast Pattern Based Clustering Quality Index for Categorical Data. ICDM 2009: 860-865 - [r4]Guozhu Dong, Jinyan Li:
Applications of Emerging Patterns for Microarray Gene Expression Data Analysis. Encyclopedia of Database Systems 2009: 107 - [r3]Guozhu Dong, Jinyan Li:
Emerging Pattern Based Classification. Encyclopedia of Database Systems 2009: 985 - [r2]Guozhu Dong, Jinyan Li:
Emerging Patterns. Encyclopedia of Database Systems 2009: 985-988 - [r1]Guozhu Dong, Jianwen Su:
Incremental Computation of Queries. Encyclopedia of Database Systems 2009: 1414-1417 - 2008
- [j35]Liping Wang, Qing Li, Guozhu Dong, Yu Li:
Semantic knowledge facilities for a web-based recipe database system supporting personalization. Concurr. Comput. Pract. Exp. 20(7): 753-782 (2008) - [c59]Zhengzheng Xing, Jian Pei, Guozhu Dong, Philip S. Yu:
Mining Sequence Classifiers for Early Prediction. SDM 2008: 644-655 - [c58]Liping Wang, Qing Li, Na Li, Guozhu Dong, Yu Yang:
Substructure similarity measurement in chinese recipes. WWW 2008: 979-988 - [i1]James Bailey, Guozhu Dong, Anthony Widjaja To:
Logical Queries over Views: Decidability and Expressiveness. CoRR abs/0803.2559 (2008) - 2007
- [b1]Guozhu Dong, Jian Pei:
Sequence Data Mining. Advances in Database Systems 33, Kluwer 2007, ISBN 978-0-387-69936-3, pp. 1-137 - [j34]Xiaonan Ji, James Bailey, Guozhu Dong:
Mining minimal distinguishing subsequence patterns with gap constraints. Knowl. Inf. Syst. 11(3): 259-286 (2007) - [j33]Xiuzhen Zhang, Pauline Lienhua Chou, Guozhu Dong:
Efficient Computation of Iceberg Cubes by Bounding Aggregate Functions. IEEE Trans. Knowl. Data Eng. 19(7): 903-918 (2007) - [c57]Mengling Feng, Guozhu Dong, Jinyan Li, Yap-Peng Tan, Limsoon Wong:
Evolution and Maintenance of Frequent Pattern Space When Transactions Are Removed. PAKDD 2007: 489-497 - [p1]Jiawei Han, Yandong Cai, Yixin Chen, Guozhu Dong, Jian Pei, Benjamin W. Wah, Jianyong Wang:
Multi-Dimensional Analysis of Data Streams Using Stream Cubes. Data Streams - Models and Algorithms 2007: 103-125 - [e3]Guozhu Dong, Xuemin Lin, Wei Wang, Yun Yang, Jeffrey Xu Yu:
Advances in Data and Web Management, Joint 9th Asia-Pacific Web Conference, APWeb 2007, and 8th International Conference, on Web-Age Information Management, WAIM 2007, Huang Shan, China, June 16-18, 2007, Proceedings. Lecture Notes in Computer Science 4505, Springer 2007, ISBN 978-3-540-72483-4 [contents] - 2006
- [j32]Yixin Chen, Guozhu Dong, Jiawei Han, Jian Pei, Benjamin W. Wah, Jianyong Wang:
Regression Cubes with Lossless Compression and Aggregation. IEEE Trans. Knowl. Data Eng. 18(12): 1585-1599 (2006) - [c56]Jinyan Li, Haiquan Li, Limsoon Wong, Jian Pei, Guozhu Dong:
Minimum Description Length Principle: Generators Are Preferable to Closed Patterns. AAAI 2006: 409-414 - [c55]Eric Bae, James Bailey, Guozhu Dong:
Clustering Similarity Comparison Using Density Profiles. Australian Conference on Artificial Intelligence 2006: 342-351 - [c54]Lijun Chen, Guozhu Dong:
Succinct and Informative Cluster Descriptions for Document Repositories. WAIM 2006: 109-121 - 2005
- [j31]Jiawei Han, Yixin Chen, Guozhu Dong, Jian Pei, Benjamin W. Wah, Jianyong Wang, Y. Dora Cai:
Stream Cube: An Architecture for Multi-Dimensional Analysis of Data Streams. Distributed Parallel Databases 18(2): 173-197 (2005) - [j30]Shihong Mao, Guozhu Dong:
Discovery of Highly Differentiative Gene Groups from Microarray Gene Expression Data Using the Gene Club Approach. J. Bioinform. Comput. Biol. 3(6): 1263-1280 (2005) - [j29]Guozhu Dong, Jinyan Li:
Mining border descriptions of emerging patterns from dataset pairs. Knowl. Inf. Syst. 8(2): 178-202 (2005) - [j28]Lusheng Wang, Hao Zhao, Guozhu Dong, Jianping Li:
On the complexity of finding emerging patterns. Theor. Comput. Sci. 335(1): 15-27 (2005) - [j27]Ke Wang, Yuelong Jiang, Jeffrey Xu Yu, Guozhu Dong, Jiawei Han:
Divide-and-Approximate: A Novel Constraint Push Strategy for Iceberg Cube Mining. IEEE Trans. Knowl. Data Eng. 17(3): 354-368 (2005) - [j26]Chaoyi Pang, Guozhu Dong, Kotagiri Ramamohanarao:
Incremental maintenance of shortest distance and transitive closure in first-order logic and SQL. ACM Trans. Database Syst. 30(3): 698-721 (2005) - [c53]Guozhu Dong, Chunyu Jiang, Jian Pei, Jinyan Li, Limsoon Wong:
Mining Succinct Systems of Minimal Generators of Formal Concepts. DASFAA 2005: 175-187 - [c52]Chunyu Jiang, Guozhu Dong, Bin Wang:
Detection and tracking of region-based evolving targets in sensor networks. ICCCN 2005: 563-568 - [c51]Xiaonan Ji, James Bailey, Guozhu Dong:
Mining Minimal Distinguishing Subsequence Patterns with Gap Constraints. ICDM 2005: 194-201 - [c50]Ke Wang, Benjamin C. M. Fung, Guozhu Dong:
Integrating Private Databases for Data Analysis. ISI 2005: 171-182 - 2004
- [j25]Jinyan Li, Thomas Manoukian, Guozhu Dong, Kotagiri Ramamohanarao:
Incremental Maintenance on the Border of the Space of Emerging Patterns. Data Min. Knowl. Discov. 9(1): 89-116 (2004) - [j24]Jian Pei, Guozhu Dong, Wei Zou, Jiawei Han:
Mining Condensed Frequent-Pattern Bases. Knowl. Inf. Syst. 6(5): 570-594 (2004) - [j23]Jinyan Li, Guozhu Dong, Kotagiri Ramamohanarao, Limsoon Wong:
DeEPs: A New Instance-Based Lazy Discovery and Classification System. Mach. Learn. 54(2): 99-124 (2004) - [j22]James Bailey, Guozhu Dong, Kotagiri Ramamohanarao:
On the decidability of the termination problem of active database systems. Theor. Comput. Sci. 311(1-3): 389-437 (2004) - [j21]Guozhu Dong, Jiawei Han, Joyce M. W. Lam, Jian Pei, Ke Wang, Wei Zou:
Mining Constrained Gradients in Large Databases. IEEE Trans. Knowl. Data Eng. 16(8): 922-938 (2004) - [c49]Lusheng Wang, Hao Zhao, Guozhu Dong, Jianping Li:
On the Complexity of Finding Emerging Patterns. COMPSAC Workshops 2004: 126-129 - 2003
- [j20]Guozhu Dong, Leonid Libkin, Limsoon Wong:
Incremental recomputation in local languages. Inf. Comput. 181(2): 88-98 (2003) - [c48]Ke Wang, Yuelong Jiang, Jeffrey Xu Yu, Guozhu Dong, Jiawei Han:
Pushing Aggregate Constraints by Divide-and-Approximate. ICDE 2003: 291-302 - [e2]Guozhu Dong, Changjie Tang, Wei Wang:
Advances in Web-Age Information Management, 4th International Conference, WAIM 2003, Chengdu, China, August 17-19, 2003, Proceedings. Lecture Notes in Computer Science 2762, Springer 2003, ISBN 3-540-40715-4 [contents] - 2002
- [c47]Yixin Chen, Guozhu Dong, Jiawei Han, Jian Pei, Benjamin W. Wah, Jianyong Wang:
Online Analytical Processing Stream Data: Is It Feasible? DMKD 2002 - [c46]Jian Pei, Guozhu Dong, Wei Zou, Jiawei Han:
On Computing Condensed Frequent Pattern Bases. ICDM 2002: 378-385 - [c45]Jiawei Han, Jianyong Wang, Guozhu Dong, Jian Pei, Ke Wang:
CubeExplorer: online exploration of data cubes. SIGMOD Conference 2002: 626 - [c44]Yixin Chen, Guozhu Dong, Jiawei Han, Benjamin W. Wah, Jianyong Wang:
Multi-Dimensional Regression Analysis of Time-Series Data Streams. VLDB 2002: 323-334 - 2001
- [j19]Jinyan Li, Guozhu Dong, Kotagiri Ramamohanarao:
Making Use of the Most Expressive Jumping Emerging Patterns for Classification. Knowl. Inf. Syst. 3(2): 131-145 (2001) - [c43]Guozhu Dong, Kaustubh Deshpande:
Efficient Mining of Niches and Set Routines. PAKDD 2001: 234-246 - [c42]Jinyan Li, Kotagiri Ramamohanarao, Guozhu Dong:
Combining the Strength of Pattern Frequency and Distance for Classification. PAKDD 2001: 455-466 - [c41]Xiuzhen Zhang, Guozhu Dong, Kotagiri Ramamohanarao:
Building Behaviour Knowledge Space to Make Classification Decision. PAKDD 2001: 488-494 - [c40]Jiawei Han, Jian Pei, Guozhu Dong, Ke Wang:
Efficient Computation of Iceberg Cubes with Complex Measures. SIGMOD Conference 2001: 1-12 - [c39]Guozhu Dong, Jiawei Han, Joyce M. W. Lam, Jian Pei, Ke Wang:
Mining Multi-Dimensional Constrained Gradients in Data Cubes. VLDB 2001: 321-330 - 2000
- [j18]Guozhu Dong, Louxin Zhang:
Separating Auxiliary Arity Hierarchy of First-Order Incremental Evaluation Systems Using (3k+1)-ary Input Relations. Int. J. Found. Comput. Sci. 11(4): 573-578 (2000) - [j17]Guozhu Dong, Jianwen Su:
Incremental Maintenance of Recursive Views Using Relational Calculus/SQL. SIGMOD Rec. 29(1): 44-51 (2000) - [j16]Guozhu Dong, Leonid Libkin, Limsoon Wong:
Local properties of query languages. Theor. Comput. Sci. 239(2): 277-308 (2000) - [c38]Jinyan Li, Kotagiri Ramamohanarao, Guozhu Dong:
Emerging Patterns and Classification. ASIAN 2000: 15-32 - [c37]Richard Hull, François Llirbat, Bharat Kumar, Gang Zhou, Guozhu Dong, Jianwen Su:
Optimization Techniques for Data-Intensive Decision Flows. ICDE 2000: 281-292 - [c36]Jinyan Li, Kotagiri Ramamohanarao, Guozhu Dong:
The Space of Jumping Emerging Patterns and Its Incremental Maintenance Algorithms. ICML 2000: 551-558 - [c35]Xiuzhen Zhang, Guozhu Dong, Kotagiri Ramamohanarao:
Information-Based Classification by Aggregating Emerging Patterns. IDEAL 2000: 48-53 - [c34]Xiuzhen Zhang, Guozhu Dong, Kotagiri Ramamohanarao:
Exploring constraints to efficiently mine emerging patterns from large high-dimensional datasets. KDD 2000: 310-314 - [c33]Jinyan Li, Guozhu Dong, Kotagiri Ramamohanarao:
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