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Siyuan Liu 0001
Person information
- affiliation: Pennsylvania State University, State College, PA, USA
Other persons with the same name
- Siyuan Liu — disambiguation page
- Siyuan Liu 0002
— KTH Royal Institute of Technology, Stockholm, Sweden
- Siyuan Liu 0003 — Nanyang Technological University, Singapore
- Siyuan Liu 0004
— Dalian Maritime University, Dalian, China
- Siyuan Liu 0005
— Microsoft Research AI4Science, Beijing, China
- Siyuan Liu 0006
— Nankai University, Tianjin, China
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2020 – today
- 2024
- [j30]Yuntao Mao
, Ziwei Chen
, Siyuan Liu
, Yanfeng Li
:
Unveiling the potential: Exploring the predictability of complex exchange rate trends. Eng. Appl. Artif. Intell. 133: 108112 (2024) - [j29]Qiang Gao
, Xinzhu Zhou, Li Huang, Kunpeng Zhang, Siyuan Liu, Fan Zhou:
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks. Inf. Fusion 110: 102468 (2024) - 2023
- [j28]Xovee Xu
, Fan Zhou
, Kunpeng Zhang
, Siyuan Liu
, Goce Trajcevski
:
CasFlow: Exploring Hierarchical Structures and Propagation Uncertainty for Cascade Prediction. IEEE Trans. Knowl. Data Eng. 35(4): 3484-3499 (2023) - [j27]Xovee Xu
, Fan Zhou
, Kunpeng Zhang
, Siyuan Liu
:
CCGL: Contrastive Cascade Graph Learning. IEEE Trans. Knowl. Data Eng. 35(5): 4539-4554 (2023) - [j26]Fan Zhou
, Guanyu Wang
, Kunpeng Zhang
, Siyuan Liu
, Ting Zhong
:
Semi-Supervised Anomaly Detection Via Neural Process. IEEE Trans. Knowl. Data Eng. 35(10): 10423-10435 (2023) - [j25]Chunjing Xiao
, Xovee Xu
, Yue Lei, Kunpeng Zhang
, Siyuan Liu
, Fan Zhou
:
Counterfactual Graph Learning for Anomaly Detection on Attributed Networks. IEEE Trans. Knowl. Data Eng. 35(10): 10540-10553 (2023) - 2022
- [j24]Shaojie Tang
, Siyuan Liu
, Xu Han, Yu Qiao:
Toward Robust Monitoring of Malicious Outbreaks. INFORMS J. Comput. 34(2): 1257-1271 (2022) - [j23]Siyuan Liu
, Shaojie Tang
, Jiangchuan Zheng, Lionel M. Ni:
Unsupervised Learning for Human Mobility Behaviors. INFORMS J. Comput. 34(3): 1565-1586 (2022) - [j22]Peng Cheng
, Xiang Lian
, Lei Chen
, Siyuan Liu
:
Maximizing the Utility in Location-Based Mobile Advertising. IEEE Trans. Knowl. Data Eng. 34(2): 776-788 (2022) - [i4]Qiang Gao, Xinzhu Zhou, Kunpeng Zhang, Li Huang, Siyuan Liu, Fan Zhou:
Incorporating Interactive Facts for Stock Selection via Neural Recursive ODEs. CoRR abs/2210.15925 (2022) - 2021
- [j21]Haizhou Guo, Dian Zhang, Siyuan Liu, Lei Wang, Ye Ding:
Bitcoin price forecasting: A perspective of underlying blockchain transactions. Decis. Support Syst. 151: 113650 (2021) - [i3]Xovee Xu
, Fan Zhou, Kunpeng Zhang, Siyuan Liu:
CCGL: Contrastive Cascade Graph Learning. CoRR abs/2107.12576 (2021)
2010 – 2019
- 2019
- [j20]Anindya Ghose
, Beibei Li
, Siyuan Liu:
Mobile Targeting Using Customer Trajectory Patterns. Manag. Sci. 65(11): 5027-5049 (2019) - [c44]Peng Cheng
, Xiang Lian
, Lei Chen, Siyuan Liu:
Maximizing the Utility in Location-Based Mobile Advertising. ICDE 2019: 1626-1629 - 2018
- [j19]Siyuan Liu, Qiang Qu
, Shuhui Wang:
Heterogeneous anomaly detection in social diffusion with discriminative feature discovery. Inf. Sci. 439-440: 1-18 (2018) - [c43]Bing He, Dian Zhang, Siyuan Liu, Hao Liu, Dawei Han, Lionel M. Ni:
Profiling Driver Behavior for Personalized Insurance Pricing and Maximal Profit. IEEE BigData 2018: 1387-1396 - [c42]Bing He
, Xiaolin Chen, Dian Zhang, Siyuan Liu, Dawei Han, Lionel M. Ni:
PBE: Driver Behavior Assessment Beyond Trajectory Profiling. ECML/PKDD (3) 2018: 507-523 - 2017
- [j18]Truc Viet Le, Richard Jayadi Oentaryo, Siyuan Liu, Hoong Chuin Lau
:
Local Gaussian Processes for Efficient Fine-Grained Traffic Speed Prediction. IEEE Trans. Big Data 3(2): 194-207 (2017) - [j17]Siyuan Liu, Shuhui Wang:
Trajectory Community Discovery and Recommendation by Multi-Source Diffusion Modeling. IEEE Trans. Knowl. Data Eng. 29(4): 898-911 (2017) - [r1]Siyuan Liu, Shuhui Wang, Qiang Qu:
Trajectory Mining. Encyclopedia of GIS 2017: 2310-2313 - [i2]Truc Viet Le, Richard Jayadi Oentaryo, Siyuan Liu, Hoong Chuin Lau:
Local Gaussian Processes for Efficient Fine-Grained Traffic Speed Prediction. CoRR abs/1708.08079 (2017) - 2016
- [j16]Qiang Qu
, Siyuan Liu, Feida Zhu
, Christian S. Jensen
:
Efficient Online Summarization of Large-Scale Dynamic Networks. IEEE Trans. Knowl. Data Eng. 28(12): 3231-3245 (2016) - [j15]Yan Hua, Shuhui Wang, Siyuan Liu, Anni Cai, Qingming Huang:
Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation. IEEE Trans. Multim. 18(6): 1201-1216 (2016) - [j14]Yan Hua, Shuhui Wang, Siyuan Liu, Anni Cai, Qingming Huang:
Corrections to "Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation". IEEE Trans. Multim. 18(10): 2127 (2016) - [c41]Truc Viet Le, Siyuan Liu, Hoong Chuin Lau:
Reinforcement Learning Framework for Modeling Spatial Sequential Decisions under Uncertainty: (Extended Abstract). AAMAS 2016: 1449-1450 - [c40]Ting Wu, Chen Jason Zhang
, Lei Chen, Pan Hui, Siyuan Liu:
Object identification with Pay-As-You-Go crowdsourcing. IEEE BigData 2016: 578-585 - [c39]Truc Viet Le, Siyuan Liu, Hoong Chuin Lau
:
A Reinforcement Learning Framework for Trajectory Prediction Under Uncertainty and Budget Constraint. ECAI 2016: 347-354 - 2015
- [j13]Siyuan Liu, Shuhui Wang, Ce Liu, Ramayya Krishnan:
Understanding taxi drivers' routing choices from spatial and social traces. Frontiers Comput. Sci. 9(2): 200-209 (2015) - [j12]Lingyang Chu, Shuhui Wang, Siyuan Liu, Qingming Huang, Jian Pei
:
ALID: Scalable Dominant Cluster Detection. Proc. VLDB Endow. 8(8): 826-837 (2015) - [j11]Siyuan Liu, Qiang Qu, Lei Chen
, Lionel M. Ni:
SMC: A Practical Schema for Privacy-Preserved Data Sharing over Distributed Data Streams. IEEE Trans. Big Data 1(2): 68-81 (2015) - [j10]Siyuan Liu, Qiang Qu
, Shuhui Wang:
Rationality Analytics from Trajectories. ACM Trans. Knowl. Discov. Data 10(1): 10:1-10:22 (2015) - [j9]Siyuan Liu, Shuhui Wang, Feida Zhu
:
Structured Learning from Heterogeneous Behavior for Social Identity Linkage. IEEE Trans. Knowl. Data Eng. 27(7): 2005-2019 (2015) - [j8]Siyuan Liu, Yisong Yue, Ramayya Krishnan:
Non-Myopic Adaptive Route Planning in Uncertain Congestion Environments. IEEE Trans. Knowl. Data Eng. 27(9): 2438-2451 (2015) - [c38]Truc Viet Le, Siyuan Liu, Hoong Chuin Lau, Ramayya Krishnan:
Predicting Bundles of Spatial Locations from Learning Revealed Preference Data. AAMAS 2015: 1121-1129 - [c37]Wei Xie, Feida Zhu
, Siyuan Liu, Ke Wang:
Modelling cascades over time in microblogs. IEEE BigData 2015: 677-686 - [c36]Anindya Ghose, Beibei Li, Siyuan Liu:
Digitizing Offline Shopping Behavior Towards Mobile Marketing. ICIS 2015 - [c35]Yingjie Zhang, Beibei Li, Ramayya Krishnan, Siyuan Liu:
Learning from the Offline Trace: A Case Study of the Taxi Industry. ICIS 2015 - 2014
- [j7]Jiansu Pu, Siyuan Liu, Panpan Xu, Huamin Qu, Lionel M. Ni:
MViewer: mobile phone spatiotemporal data viewer. Frontiers Comput. Sci. 8(2): 298-315 (2014) - [j6]Siyuan Liu, Lei Chen
, Lionel M. Ni:
Anomaly Detection from Incomplete Data. ACM Trans. Knowl. Discov. Data 9(2): 11:1-11:22 (2014) - [j5]Siyuan Liu, Lei Kang, Lei Chen
, Lionel M. Ni:
How to Conduct Distributed IncompletePattern Matching. IEEE Trans. Parallel Distributed Syst. 25(4): 982-992 (2014) - [j4]Siyuan Liu, Lionel M. Ni, Ramayya Krishnan:
Fraud Detection From Taxis' Driving Behaviors. IEEE Trans. Veh. Technol. 63(1): 464-472 (2014) - [c34]Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni:
Robust Bayesian Inverse Reinforcement Learning with Sparse Behavior Noise. AAAI 2014: 2198-2205 - [c33]Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni:
User characterization from geographic topic analysis in online social media. ASONAM 2014: 464-471 - [c32]Truc Viet Le, Siyuan Liu, Hoong Chuin Lau, Ramayya Krishnan:
A quantitative analysis of decision process in social groups using human trajectories. AAMAS 2014: 1425-1426 - [c31]Yan Hua, Shuhui Wang, Siyuan Liu, Qingming Huang, Anni Cai:
TINA: Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation. ICDM 2014: 190-199 - [c30]Xiaonan Guo, Eddie C. L. Chan, Ce Liu, Kaishun Wu
, Siyuan Liu, Lionel M. Ni:
ShopProfiler: Profiling shops with crowdsourcing data. INFOCOM 2014: 1240-1248 - [c29]Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni:
Effective Mobile Context Pattern Discovery via Adapted Hierarchical Dirichlet Processes. MDM (1) 2014: 146-155 - [c28]Qiang Qu
, Siyuan Liu, Bin Yang
, Christian S. Jensen
:
Efficient Top-k Spatial Locality Search for Co-located Spatial Web Objects. MDM (1) 2014: 269-278 - [c27]Siyuan Liu, Shuhui Wang, Ramayya Krishnan:
Persistent Community Detection in Dynamic Social Networks. PAKDD (1) 2014: 78-89 - [c26]Lu Lu, Nan Cao, Siyuan Liu, Lionel M. Ni, Xiaoru Yuan
, Huamin Qu:
Visual Analysis of Uncertainty in Trajectories. PAKDD (1) 2014: 509-520 - [c25]Qiang Qu, Siyuan Liu, Christian S. Jensen
, Feida Zhu
, Christos Faloutsos
:
Interestingness-Driven Diffusion Process Summarization in Dynamic Networks. ECML/PKDD (2) 2014: 597-613 - [c24]Siyuan Liu, Shuhui Wang, Feida Zhu
, Jinbo Zhang, Ramayya Krishnan:
HYDRA: large-scale social identity linkage via heterogeneous behavior modeling. SIGMOD Conference 2014: 51-62 - [c23]Qiang Qu, Siyuan Liu, Bin Yang
, Christian S. Jensen
:
Integrating non-spatial preferences into spatial location queries. SSDBM 2014: 8:1-8:12 - [c22]Biying Tan, Feida Zhu
, Qiang Qu
, Siyuan Liu:
Online Community Transition Detection. WAIM 2014: 633-644 - [i1]Lingyang Chu, Shuhui Wang, Siyuan Liu, Qingming Huang, Jian Pei:
ALID: Scalable Dominant Cluster Detection. CoRR abs/1411.0064 (2014) - 2013
- [j3]Siyuan Liu, Jiansu Pu, Qiong Luo
, Huamin Qu, Lionel M. Ni, Ramayya Krishnan:
VAIT: A Visual Analytics System for Metropolitan Transportation. IEEE Trans. Intell. Transp. Syst. 14(4): 1586-1596 (2013) - [j2]Siyuan Liu, Yunhuai Liu, Lionel M. Ni, Minglu Li, Jianping Fan:
Detecting Crowdedness Spot in City Transportation. IEEE Trans. Veh. Technol. 62(4): 1527-1539 (2013) - [c21]Siyuan Liu, Shuhui Wang, Kasthuri Jayarajah, Archan Misra
, Ramayya Krishnan:
TODMIS: mining communities from trajectories. CIKM 2013: 2109-2118 - [c20]Siyuan Liu, Lei Li
, Rammaya Krishnan:
Hibernating Process: Modelling Mobile Calls at Multiple Scales. ICDM 2013: 1139-1144 - [c19]Siyuan Liu, Yisong Yue, Ramayya Krishnan:
Adaptive collective routing using gaussian process dynamic congestion models. KDD 2013: 704-712 - [c18]Ye Ding, Siyuan Liu, Jiansu Pu, Lionel M. Ni:
HUNTS: A Trajectory Recommendation System for Effective and Efficient Hunting of Taxi Passengers. MDM (1) 2013: 107-116 - [c17]Jiansu Pu, Siyuan Liu, Ye Ding, Huamin Qu, Lionel M. Ni:
T-Watcher: A New Visual Analytic System for Effective Traffic Surveillance. MDM (1) 2013: 127-136 - [c16]Siyuan Liu, Miguel Araujo
, Emma Brunskill, Rosaldo J. F. Rossetti
, João Barros
, Ramayya Krishnan:
Understanding Sequential Decisions via Inverse Reinforcement Learning. MDM (1) 2013: 177-186 - [c15]Siyuan Liu, Ramayya Krishnan, Emma Brunskill, Lionel M. Ni:
Modeling Social Information Learning among Taxi Drivers. PAKDD (2) 2013: 73-84 - [c14]Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni:
Effective routine behavior pattern discovery from sparse mobile phone data via collaborative filtering. PerCom 2013: 29-37 - 2012
- [c13]Jiansu Pu, Siyuan Liu, Huamin Qu, Lionel M. Ni:
Visual Fingerprinting: A New Visual Mining Approach for Large-Scale Spatio-temporal Evolving Data. ADMA 2012: 502-515 - [c12]Siyuan Liu, Lei Kang, Lei Chen
, Lionel M. Ni:
Distributed Incomplete Pattern Matching via a Novel Weighted Bloom Filter. ICDCS 2012: 122-131 - [c11]Siyuan Liu, Ce Liu, Qiong Luo
, Lionel M. Ni, Ramayya Krishnan:
Calibrating Large Scale Vehicle Trajectory Data. MDM 2012: 222-231 - 2011
- [c10]Siyuan Liu, Ce Liu, Qiong Luo
, Lionel M. Ni, Huamin Qu:
A visual analytics system for metropolitan transportation. GIS 2011: 477-480 - [c9]Siyuan Liu, Lei Li, Christos Faloutsos
, Lionel M. Ni:
Mobile Phone Graph Evolution: Findings, Model and Interpretation. ICDM Workshops 2011: 323-330 - [c8]Siyuan Liu, Lei Chen
, Lionel M. Ni, Jianping Fan:
CIM: categorical influence maximization. ICUIMC 2011: 124 - [c7]He Liu, Yuan Gao, Lu Lu, Siyuan Liu, Huamin Qu, Lionel M. Ni:
Visual analysis of route diversity. IEEE VAST 2011: 171-180 - [c6]Jiansu Pu, Panpan Xu, Huamin Qu, Weiwei Cui, Siyuan Liu, Lionel M. Ni:
Visual analysis of people's mobility pattern from mobile phone data. VINCI 2011: 13 - 2010
- [j1]Siyuan Liu, Gaojin Wen
, Jianping Fan:
A 3D Geosciences Modeling System for Large-Scale Water-Diversion Projects. Comput. Sci. Eng. 12(1): 28-35 (2010) - [c5]Dian Zhang, Yanyan Yang, Dachao Cheng, Siyuan Liu, Lionel M. Ni:
COCKTAIL: An RF-Based Hybrid Approach for Indoor Localization. ICC 2010: 1-5 - [c4]Siyuan Liu, Yunhuai Liu, Lionel M. Ni, Jianping Fan, Minglu Li:
Towards mobility-based clustering. KDD 2010: 919-928
2000 – 2009
- 2008
- [c3]Lei Li, Siyuan Liu, Mingyu Chen, Jianping Fan:
Grid Memory Service Architecture for High Performance Computing. GCC 2008: 22-27 - [c2]Siyuan Liu, Lei Li, Yiyang Zhao, Jianping Fan:
GMIP: A Novel Optical Interconnect Gridded Memory Service Protocol. ICPADS 2008: 138-144 - [c1]Hanjiang Luo, Yiyang Zhao, Zhongwen Guo, Siyuan Liu, Pengpeng Chen, Lionel M. Ni:
UDB: Using Directional Beacons for Localization in Underwater Sensor Networks. ICPADS 2008: 551-558
Coauthor Index

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last updated on 2025-07-25 19:12 CEST by the dblp team
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