Siyuan Liu

According to our database, Siyuan Liu authored at least 75 papers between 2008 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks.

Qiang Gao, Xinzhu Zhou, Li Huang, Kunpeng Zhang, Siyuan Liu, Fan Zhou

Inf. Fusion, 2024

Unveiling the potential: Exploring the predictability of complex exchange rate trends.

Yuntao Mao, Ziwei Chen, Siyuan Liu, Yanfeng Li

Eng. Appl. Artif. Intell., 2024

2023

Semi-Supervised Anomaly Detection Via Neural Process.

Fan Zhou, Guanyu Wang, Kunpeng Zhang, Siyuan Liu, Ting Zhong

IEEE Trans. Knowl. Data Eng., October, 2023

Counterfactual Graph Learning for Anomaly Detection on Attributed Networks.

Chunjing Xiao, Xovee Xu, Yue Lei, Kunpeng Zhang, Siyuan Liu, Fan Zhou

IEEE Trans. Knowl. Data Eng., October, 2023

CCGL: Contrastive Cascade Graph Learning.

Xovee Xu, Fan Zhou, Kunpeng Zhang, Siyuan Liu

IEEE Trans. Knowl. Data Eng., May, 2023

CasFlow: Exploring Hierarchical Structures and Propagation Uncertainty for Cascade Prediction.

Xovee Xu, Fan Zhou, Kunpeng Zhang, Siyuan Liu, Goce Trajcevski

IEEE Trans. Knowl. Data Eng., April, 2023

2022

Maximizing the Utility in Location-Based Mobile Advertising.

Peng Cheng, Xiang Lian, Lei Chen, Siyuan Liu

IEEE Trans. Knowl. Data Eng., 2022

Toward Robust Monitoring of Malicious Outbreaks.

Shaojie Tang, Siyuan Liu, Xu Han, Yu Qiao

INFORMS J. Comput., 2022

Unsupervised Learning for Human Mobility Behaviors.

Siyuan Liu, Shaojie Tang, Jiangchuan Zheng, Lionel M. Ni

INFORMS J. Comput., 2022

Incorporating Interactive Facts for Stock Selection via Neural Recursive ODEs.

Qiang Gao, Xinzhu Zhou, Kunpeng Zhang, Li Huang, Siyuan Liu, Fan Zhou

CoRR, 2022

2021

Bitcoin price forecasting: A perspective of underlying blockchain transactions.

Haizhou Guo, Dian Zhang, Siyuan Liu, Lei Wang, Ye Ding

Decis. Support Syst., 2021

2019

Mobile Targeting Using Customer Trajectory Patterns.

Anindya Ghose, Beibei Li, Siyuan Liu

Manag. Sci., 2019

2018

Heterogeneous anomaly detection in social diffusion with discriminative feature discovery.

Siyuan Liu, Qiang Qu, Shuhui Wang

Inf. Sci., 2018

PBE: Driver Behavior Assessment Beyond Trajectory Profiling.

Bing He, Xiaolin Chen, Dian Zhang, Siyuan Liu, Dawei Han, Lionel M. Ni

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2018

Profiling Driver Behavior for Personalized Insurance Pricing and Maximal Profit.

Bing He, Dian Zhang, Siyuan Liu, Hao Liu, Dawei Han, Lionel M. Ni

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017

Trajectory Mining.

Siyuan Liu, Shuhui Wang, Qiang Qu

Proceedings of the Encyclopedia of GIS., 2017

Trajectory Community Discovery and Recommendation by Multi-Source Diffusion Modeling.

Siyuan Liu, Shuhui Wang

IEEE Trans. Knowl. Data Eng., 2017

Local Gaussian Processes for Efficient Fine-Grained Traffic Speed Prediction.

Truc Viet Le, Richard Jayadi Oentaryo, Siyuan Liu, Hoong Chuin Lau

IEEE Trans. Big Data, 2017

2016

Corrections to "Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation".

Yan Hua, Shuhui Wang, Siyuan Liu, Anni Cai, Qingming Huang

IEEE Trans. Multim., 2016

Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation.

Yan Hua, Shuhui Wang, Siyuan Liu, Anni Cai, Qingming Huang

IEEE Trans. Multim., 2016

Efficient Online Summarization of Large-Scale Dynamic Networks.

Qiang Qu, Siyuan Liu, Feida Zhu, Christian S. Jensen

IEEE Trans. Knowl. Data Eng., 2016

A Reinforcement Learning Framework for Trajectory Prediction Under Uncertainty and Budget Constraint.

Truc Viet Le, Siyuan Liu, Hoong Chuin Lau

Proceedings of the ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands, 2016

Object identification with Pay-As-You-Go crowdsourcing.

Ting Wu, Chen Jason Zhang, Lei Chen, Pan Hui, Siyuan Liu

Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

Reinforcement Learning Framework for Modeling Spatial Sequential Decisions under Uncertainty: (Extended Abstract).

Truc Viet Le, Siyuan Liu, Hoong Chuin Lau

Proceedings of the 2016 International Conference on Autonomous Agents & Multiagent Systems, 2016

2015

Non-Myopic Adaptive Route Planning in Uncertain Congestion Environments.

Siyuan Liu, Yisong Yue, Ramayya Krishnan

IEEE Trans. Knowl. Data Eng., 2015

Structured Learning from Heterogeneous Behavior for Social Identity Linkage.

Siyuan Liu, Shuhui Wang, Feida Zhu

IEEE Trans. Knowl. Data Eng., 2015

Rationality Analytics from Trajectories.

Siyuan Liu, Qiang Qu, Shuhui Wang

ACM Trans. Knowl. Discov. Data, 2015

SMC: A Practical Schema for Privacy-Preserved Data Sharing over Distributed Data Streams.

Siyuan Liu, Qiang Qu, Lei Chen, Lionel M. Ni

IEEE Trans. Big Data, 2015

ALID: Scalable Dominant Cluster Detection.

Lingyang Chu, Shuhui Wang, Siyuan Liu, Qingming Huang, Jian Pei

Proc. VLDB Endow., 2015

Understanding taxi drivers' routing choices from spatial and social traces.

Siyuan Liu, Shuhui Wang, Ce Liu, Ramayya Krishnan

Frontiers Comput. Sci., 2015

Learning from the Offline Trace: A Case Study of the Taxi Industry.

Yingjie Zhang, Beibei Li, Ramayya Krishnan, Siyuan Liu

Proceedings of the International Conference on Information Systems, 2015

Digitizing Offline Shopping Behavior Towards Mobile Marketing.

Anindya Ghose, Beibei Li, Siyuan Liu

Proceedings of the International Conference on Information Systems, 2015

Modelling cascades over time in microblogs.

Wei Xie, Feida Zhu, Siyuan Liu, Ke Wang

Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

Predicting Bundles of Spatial Locations from Learning Revealed Preference Data.

Truc Viet Le, Siyuan Liu, Hoong Chuin Lau, Ramayya Krishnan

Proceedings of the 2015 International Conference on Autonomous Agents and Multiagent Systems, 2015

2014

Fraud Detection From Taxis' Driving Behaviors.

Siyuan Liu, Lionel M. Ni, Ramayya Krishnan

IEEE Trans. Veh. Technol., 2014

How to Conduct Distributed IncompletePattern Matching.

Siyuan Liu, Lei Kang, Lei Chen, Lionel M. Ni

IEEE Trans. Parallel Distributed Syst., 2014

Anomaly Detection from Incomplete Data.

Siyuan Liu, Lei Chen, Lionel M. Ni

ACM Trans. Knowl. Discov. Data, 2014

MViewer: mobile phone spatiotemporal data viewer.

Jiansu Pu, Siyuan Liu, Panpan Xu, Huamin Qu, Lionel M. Ni

Frontiers Comput. Sci., 2014

Online Community Transition Detection.

Biying Tan, Feida Zhu, Qiang Qu, Siyuan Liu

Proceedings of the Web-Age Information Management - 15th International Conference, 2014

Integrating non-spatial preferences into spatial location queries.

Qiang Qu, Siyuan Liu, Bin Yang, Christian S. Jensen

Proceedings of the Conference on Scientific and Statistical Database Management, 2014

HYDRA: large-scale social identity linkage via heterogeneous behavior modeling.

Siyuan Liu, Shuhui Wang, Feida Zhu, Jinbo Zhang, Ramayya Krishnan

Proceedings of the International Conference on Management of Data, 2014

Interestingness-Driven Diffusion Process Summarization in Dynamic Networks.

Qiang Qu, Siyuan Liu, Christian S. Jensen, Feida Zhu, Christos Faloutsos

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2014

Visual Analysis of Uncertainty in Trajectories.

Lu Lu, Nan Cao, Siyuan Liu, Lionel M. Ni, Xiaoru Yuan, Huamin Qu

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2014

Persistent Community Detection in Dynamic Social Networks.

Siyuan Liu, Shuhui Wang, Ramayya Krishnan

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2014

Effective Mobile Context Pattern Discovery via Adapted Hierarchical Dirichlet Processes.

Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni

Proceedings of the IEEE 15th International Conference on Mobile Data Management, 2014

Efficient Top-k Spatial Locality Search for Co-located Spatial Web Objects.

Qiang Qu, Siyuan Liu, Bin Yang, Christian S. Jensen

Proceedings of the IEEE 15th International Conference on Mobile Data Management, 2014

ShopProfiler: Profiling shops with crowdsourcing data.

Xiaonan Guo, Eddie C. L. Chan, Ce Liu, Kaishun Wu, Siyuan Liu, Lionel M. Ni

Proceedings of the 2014 IEEE Conference on Computer Communications, 2014

TINA: Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation.

Yan Hua, Shuhui Wang, Siyuan Liu, Qingming Huang, Anni Cai

Proceedings of the 2014 IEEE International Conference on Data Mining, 2014

A quantitative analysis of decision process in social groups using human trajectories.

Truc Viet Le, Siyuan Liu, Hoong Chuin Lau, Ramayya Krishnan

Proceedings of the International conference on Autonomous Agents and Multi-Agent Systems, 2014

User characterization from geographic topic analysis in online social media.

Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni

Proceedings of the 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2014

Robust Bayesian Inverse Reinforcement Learning with Sparse Behavior Noise.

Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni

Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013

Detecting Crowdedness Spot in City Transportation.

Siyuan Liu, Yunhuai Liu, Lionel M. Ni, Minglu Li, Jianping Fan

IEEE Trans. Veh. Technol., 2013

VAIT: A Visual Analytics System for Metropolitan Transportation.

Siyuan Liu, Jiansu Pu, Qiong Luo, Huamin Qu, Lionel M. Ni, Ramayya Krishnan

IEEE Trans. Intell. Transp. Syst., 2013

Effective routine behavior pattern discovery from sparse mobile phone data via collaborative filtering.

Jiangchuan Zheng, Siyuan Liu, Lionel M. Ni

Proceedings of the 2013 IEEE International Conference on Pervasive Computing and Communications, 2013

Modeling Social Information Learning among Taxi Drivers.

Siyuan Liu, Ramayya Krishnan, Emma Brunskill, Lionel M. Ni

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2013

T-Watcher: A New Visual Analytic System for Effective Traffic Surveillance.

Jiansu Pu, Siyuan Liu, Ye Ding, Huamin Qu, Lionel M. Ni

Proceedings of the 2013 IEEE 14th International Conference on Mobile Data Management, Milan, Italy, June 3-6, 2013, 2013

Understanding Sequential Decisions via Inverse Reinforcement Learning.

Siyuan Liu, Miguel Araujo, Emma Brunskill, Rosaldo J. F. Rossetti, João Barros, Ramayya Krishnan

Proceedings of the 2013 IEEE 14th International Conference on Mobile Data Management, Milan, Italy, June 3-6, 2013, 2013

HUNTS: A Trajectory Recommendation System for Effective and Efficient Hunting of Taxi Passengers.

Ye Ding, Siyuan Liu, Jiansu Pu, Lionel M. Ni

Proceedings of the 2013 IEEE 14th International Conference on Mobile Data Management, Milan, Italy, June 3-6, 2013, 2013

Adaptive collective routing using gaussian process dynamic congestion models.

Siyuan Liu, Yisong Yue, Ramayya Krishnan

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Hibernating Process: Modelling Mobile Calls at Multiple Scales.

Siyuan Liu, Lei Li, Rammaya Krishnan

Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013

TODMIS: mining communities from trajectories.

Siyuan Liu, Shuhui Wang, Kasthuri Jayarajah, Archan Misra, Ramayya Krishnan

Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013

2012

Calibrating Large Scale Vehicle Trajectory Data.

Siyuan Liu, Ce Liu, Qiong Luo, Lionel M. Ni, Ramayya Krishnan

Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

Distributed Incomplete Pattern Matching via a Novel Weighted Bloom Filter.

Siyuan Liu, Lei Kang, Lei Chen, Lionel M. Ni

Proceedings of the 2012 IEEE 32nd International Conference on Distributed Computing Systems, 2012

Visual Fingerprinting: A New Visual Mining Approach for Large-Scale Spatio-temporal Evolving Data.

Jiansu Pu, Siyuan Liu, Huamin Qu, Lionel M. Ni

Proceedings of the Advanced Data Mining and Applications, 8th International Conference, 2012

2011

Visual analysis of people's mobility pattern from mobile phone data.

Jiansu Pu, Panpan Xu, Huamin Qu, Weiwei Cui, Siyuan Liu, Lionel M. Ni

Proceedings of the 2011 Visual Information Communication - International Symposium, 2011

Visual analysis of route diversity.

He Liu, Yuan Gao, Lu Lu, Siyuan Liu, Huamin Qu, Lionel M. Ni

Proceedings of the 6th IEEE Conference on Visual Analytics Science and Technology, 2011

CIM: categorical influence maximization.

Siyuan Liu, Lei Chen, Lionel M. Ni, Jianping Fan

Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication, 2011

Mobile Phone Graph Evolution: Findings, Model and Interpretation.

Siyuan Liu, Lei Li, Christos Faloutsos, Lionel M. Ni

Proceedings of the Data Mining Workshops (ICDMW), 2011

A visual analytics system for metropolitan transportation.

Siyuan Liu, Ce Liu, Qiong Luo, Lionel M. Ni, Huamin Qu

Proceedings of the 19th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2011

2010

A 3D Geosciences Modeling System for Large-Scale Water-Diversion Projects.

Siyuan Liu, Gaojin Wen, Jianping Fan

Comput. Sci. Eng., 2010

Towards mobility-based clustering.

Siyuan Liu, Yunhuai Liu, Lionel M. Ni, Jianping Fan, Minglu Li

Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

COCKTAIL: An RF-Based Hybrid Approach for Indoor Localization.

Dian Zhang, Yanyan Yang, Dachao Cheng, Siyuan Liu, Lionel M. Ni

Proceedings of IEEE International Conference on Communications, 2010

2008

UDB: Using Directional Beacons for Localization in Underwater Sensor Networks.

Hanjiang Luo, Yiyang Zhao, Zhongwen Guo, Siyuan Liu, Pengpeng Chen, Lionel M. Ni

Proceedings of the 14th International Conference on Parallel and Distributed Systems, 2008

GMIP: A Novel Optical Interconnect Gridded Memory Service Protocol.

Siyuan Liu, Lei Li, Yiyang Zhao, Jianping Fan

Proceedings of the 14th International Conference on Parallel and Distributed Systems, 2008

Grid Memory Service Architecture for High Performance Computing.

Lei Li, Siyuan Liu, Mingyu Chen, Jianping Fan

Proceedings of the Seventh International Conference on Grid and Cooperative Computing, 2008