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Research Collection School of Computing and Information Systems

The collection contains journal articles, conference proceedings articles, books and book chapters, and more written by the faculty at the Singapore Management University School of Computing and Information Systems (SCIS). The school was formerly known as School of Information Systems (SIS) and was renamed in 2021. The school research areas include Data science & engineering, Cybersecurity, Information systems & management, Intelligent systems & optimisation, Software & cyber-physical systems. SCIS is also focused on innovative research and education in Information Systems and Management, data management and analytics, as well as problems and issues at the intersection of information systems related technology and management, which includes urban systems and operations, active citizenry and communities, safety and security.

Submissions from 2021 2021

Dynamic lane traffic signal control with group attention and multi-timescale reinforcement learning, Qize JIANG, Jingze LI, Weiwei SUN, and Baihua ZHENG Conference Proceeding Article

Effective digital learning practices for IS design courses during COVID-19, Eng Lieh OUH and Benjamin GAN Conference Proceeding Article

Estimating homophily in social networks using dyadic predictions, George BERRY, Antonio SIRIANNI, Ingmar WEBER, Jisun AN, and Michael MACY Journal Article

Explainable deep few-shot anomaly detection with deviation networks, Guansong PANG, Choubo DING, Chunhua SHEN, and Anton Van Den HENGEL Working Paper

Fine-grained analysis of structured output prediction, Waleed MUSTAFA, Yunwen LEI, Antoine LEDENT, and Marius and KLOFT Conference Proceeding Article

Forecasting interaction order on temporal graphs, Wenwen XIA, Yuchen LI, Jianwei TIAN, and Shenghong LI Conference Proceeding Article

GP3: Gaussian process path planning for reliable shortest path in transportation networks, Hongliang GUO, Xuejie HOU, Zhiguang CAO, and Jie ZHANG Journal Article

Graph-based seed object synthesis for search-based unit testing, Yun LIN, You Seng ONG, Jun SUN, Gordon FRASER, and Jin Song DONG Conference Proceeding Article

How knowledge graph and attention help? A qualitative analysis into bag-level relation extraction, Zikun HU, Yixin CAO, Lifu HUANG, and Tat-Seng CHUA Conference Proceeding Article

Independent reinforcement learning for weakly cooperative multiagent traffic control problem, Chengwei ZHANG, Shan JIN, Wanli XUE, Xiaofei XIE, Shengyong CHEN, and Rong CHEN Journal Article

Information Systems Business Analytics Curriculum: Competencies from National Infocomm skills model and job listings, Swapna GOTTIPATI, Venky SHANKARANAN, and Kyong Jin SHIM Conference Proceeding Article

Integrating empirical analysis into analytical framework: An integrated model structure for on-demand transportation, Yuliu SU, Ying XU, Costas COURCOUBETIS, and Shih-Fen CHENG Conference Proceeding Article

Integrating knowledge compilation with reinforcement learning for routes, Jiajing LING, Kushagra CHANDAK, and Akshat KUMAR Conference Proceeding Article

Inter-retailer channel competition: Empirical analyses of store entry effects on online purchases, Qian Tang, Mei Lin, and Youngsoo KIM Journal Article

Invertible grayscale with sparsity enforcing priors, Yong DU, Yangyang XU, Taizhong YE, Qiang WEN, Chufeng XIAO, Junyu DONG, Guoqiang HAN, and Shengfeng HE Journal Article

K-time modifiable and epoch-based redactable blockchain, Shengmin XU, Jianting NING, Jinhua MA, Xinyi HUANG, and Robert H. DENG Journal Article

Learning and exploiting shaped reward models for large scale multiagent RL, ARAMBAM JAMES SINGH, Akshat KUMAR, and Hoong Chuin LAU Conference Proceeding Article

Learning and exploiting shaped reward models for large scale multiagent RL, Arambam James SINGH, Akshat KUMAR, and Hoong Chuin LAU Conference Proceeding Article

Learning and exploiting shaped reward models for large scale multiagent RL, Arambam James SINGH, Akshat KUMAR, and Hoong Chuin LAU Conference Proceeding Article

Learning-based extraction of first-order logic representations of API directives, Mingwei LIU, Xin PENG, Andrian MARCUS, Christoph TREUDE, Xuefang BAI, Gang LYU, Jiazhen XIE, and Xiaoxin ZHANG Conference Proceeding Article

Learning from miscellaneous other-class words for few-shot named entity recognition, Meihan TONG, Shuai WANG, Bin XU, Yixin CAO, Minghui LIU, Lei HOU, and Juanzi LI Conference Proceeding Article

Learning interpretable concept groups in CNNs, Saurabh VARSHNEYA, Antoine LEDENT, Rob VANDERMEULEN, Yunwen LEI, Matthias ENDERS, Damian BORTH, and Marius KLOFT Conference Proceeding Article

Learning to assign: Towards fair task assignment in large-scale ride hailing, Dingyuan SHI, Yongxin TONG, Zimu ZHOU, Bingchen SONG, Weifeng LV, and Qiang YANG Conference Proceeding Article

Learn to intervene: An adaptive learning policy for restless bandits in application to preventive healthcare, Arpita BISWAS, Gaurav AGGARWAL, Pradeep VARAKANTHAM, and Milind TAMBE Conference Proceeding Article

Linear Algebra for Computer Science, M. THULASIDAS Book

Maintenance-related concerns for post-deployed Ethereum smart contract development: issues, techniques, and future challenges, Jiachi CHEN, Xin XIA, David LO, John GRUNDY, and Xiaohu YANG Journal Article

Mining informal and short weekly student self-reflections for improving student learning experience, GOTTIPATI Swapna, Rafael Jose BARROS BARRIOS, and Kyong Jin SHIM Conference Proceeding Article

Modeling transitions of focal entities for conversational knowledge base question answering, Yunshi LAN and Jing JIANG Conference Proceeding Article

Neural architecture search of SPD manifold networks, R.S. SUKTHANKER, Zhiwu HUANG, S. KUMAR, E. G. ENDSJO, Y. WU, and Gool L. VAN Conference Proceeding Article

Neural regret-matching for distributed constraint optimization problems, Yanchen DENG, Runshen YU, Xinrun WANG, and Bo AN Conference Proceeding Article

Node-wise localization of graph neural networks, Zemin LIU, Yuan FANG, Chenghao LIU, and Steven C.H. HOI Conference Proceeding Article

Outsourcing service fair payment based on blockchain and its applications in cloud computing, Yinghui ZHANG, Robert H. DENG, Ximeng LIU, and Dong ZHENG Journal Article

Pre-training on large-scale heterogeneous graph, Xunqiang JIANG, Tianrui JIA, Yuan FANG, Chuan SHI, Zhe LIN, and Hui WANG Conference Proceeding Article

Pruning-aware merging for efficient multitask inference, Dawei GAO, Xiaoxi HE, Zimu ZHOU, Yongxin TONG, and Lothar THIELE Conference Proceeding Article

Receiver-anonymity in rerandomizable RCCA-secure cryptosystems resolved, Yi WANG, Rongmao CHEN, Guomin YANG, Xinyi HUANG, Baosheng WANG, and Moti YUNG Conference Proceeding Article

Reproducibility companion paper: Knowledge enhanced neural fashion trend forecasting, Yunshan MA, Yujuan DING, Xun YANG, Lizi LIAO, Wai Keung WONG, Tat-Seng CHUA, Jinyoung MOON, and Hong-Han SHUAI Conference Proceeding Article

Solving large-scale extensive-form network security games via neural fictitious self-play, Wanqi XUE, Youzhi ZHANG, Shuxin LI, Xinrun WANG, Bo AN, and Chai Kiat YEO Conference Proceeding Article

The 4th workshop on heterogeneous information network analysis and applications (HENA 2021), Chuan SHI, Yuan FANG, Yanfang YE, and Jiawei ZHANG Conference Proceeding Article

ThunderRW: An in-memory graph random walk engine, Shixuan SUN, Yuhang CHEN, Shengliang LU, Bingsheng HE, and Yuchen LI Conference Proceeding Article

Toward deep supervised anomaly detection: Reinforcement learning from partially labeled anomaly data, Guansong PANG, Anton Van Den HENGEL, Chunhua SHEN, and Longbing CAO Conference Proceeding Article

Toward explainable deep anomaly detection, Guansong PANG and Charu AGGARWAL Conference Proceeding Article

Towards generative aspect-based sentiment analysis, Wenxuan ZHANG, Xin LI, Yang DENG, Lidong BING, and Wai LAM Conference Proceeding Article

Transductive zero-shot action recognition via visually connected graph convolutional networks, Yangyang XU, Chu HAN, Jing QIN, Xuemiao XU, Guoqiang HAN, and Shengfeng HE Journal Article

Type and interval aware array constraint solving for symbolic execution, Ziqi SHUAI, Zhenbang CHEN, Yufeng ZHANG, Jun SUN, and Ji WANG Conference Proceeding Article

Unlinkable and revocable secret handshake, Yangguang TIAN, Yingliu LI, Guomin YANG, and Guomin YANG Journal Article

Vehicle routing: Review of benchmark datasets, Aldy GUNAWAN, Graham KENDALL, Barry McCollum, Hsin-Vonn SEOW, and Lai Soon LEE Journal Article

W8-Scope: Fine-grained, practical monitoring of weight stack-based exercises, Meera RADHAKRISHNAN, Archan MISRA, and Rajesh K. BALAN Journal Article

Regulation of fintech in Asia-Pacific, Randall E. DURAN, Adrian LAWRENCE, and Gavin RAFTERY Book

Collision avoidance testing for autonomous driving systems on complete maps, Yun TANG, Yuan ZHOU, Yang LIU, Jun SUN, and Gang WANG Conference Proceeding Article

A coprocessor-based introspection framework via intel management engine, Lei ZHOU, Fengwei ZHANG, Jidong XIAO, Kevin LEACH, Westley WEIMER, Xuhua DING, and Guojun WANG Journal Article

Addressing the ‘unseens’: Digital wellbeing in the remote workplace, Holtjona GALANXHI and Fiona Fui-hoon NAH Conference Proceeding Article

A differentially private task planning framework for spatial crowdsourcing, Qian TAO, Yongxin TONG, Shuyuan LI, Yuxiang ZENG, Zimu ZHOU, and Ke XU Conference Proceeding Article

A mean-field Markov decision process model for spatial-temporal subsidies in ride-sourcing markets, Zheng ZHU, Jintao KE, and Hai WANG Conference Proceeding Article

An Adaptive Large Neighborhood Search for the green mixed fleet vehicle routing problem with realistic energy consumption and partial recharges, Vincent F. YU, Panca JODIAWAN, and Aldy GUNAWAN Journal Article

An efficient transformer-based model for Vietnamese punctuation prediction, Hieu TRAN, Cuong V. DINH, Hong Quang PHAM, and Binh T. NGUYEN Conference Proceeding Article

Attack as defense: Characterizing adversarial examples using robustness, Zhe ZHAO, Guangke CHEN, Jingyi WANG, Yiwei YANG, Fu SONG, and Jun SUN Conference Proceeding Article

Bias field poses a threat to DNN-based X-ray recognition, Bingyu TIAN, Qing GUO, Felix JUEFEI-XU, Wen Le CHAN, Yupeng CHENG, Xiaohong LI, Xiaofei XIE, and Shengchao QIN Conference Proceeding Article

CLAIM: Curriculum learning policy for influence maximization in unknown social networks, Dexun LI, MEGHNA LOWALEKAR, and Pradeep VARAKANTHAM Conference Proceeding Article

Computational social systems for COVID-19 emergency management and beyond, Jun Jason ZHANG, Fei-Yue WANG, Yong YUAN, Guandong XU, Huan LIU, Wei GAO, Shoaib JAMEEL, Imran RAZZAK, Peter EKLUND, Sheraz AHMED, Rui QIN, Juanjuan LI, Xiao WANG, De-Nian YANG, Damla TURGUT, Abderrahim BENSLIMANE, Neeli PRASAD, and Kwang-Cheng CHEN Transcript

Deep transfer bug localization, Xuan HUO, Ferdian THUNG, Ming LI, David LO, and Shu-Ting SHI Journal Article

DeHumor: Visual analytics for decomposing humor, Xingbo WANG, Yao MING, Tongshuang WU, Haipeng ZENG, Yong WANG, and Huamin QU Journal Article

Efficient white-box fairness testing through gradient search, Lingfeng ZHANG, Yueling ZHANG, and Min ZHANG Conference Proceeding Article

EmotionCues: Emotion-oriented visual summarization of classroom videos, Haipeng ZENG, Xinhuan SHU, Yanbang WANG, Yong WANG, Liguo ZHANG, Ting-Chuen PONG, and Huamin QU Journal Article

Exploring cross-modality utilization in recommender systems, Quoc Tuan TRUONG, Aghiles SALAH, Thanh-Binh TRAN, Jingyao GUO, and Hady W. LAUW Journal Article

FrameAxis: Characterizing microframe bias and intensity with word embedding, Haewoon KWAK, Jisun AN, Elise Jing JING, and Yong-Yeol AHN Journal Article

How important is the train-validation split in meta-learning?, Yu BAI, Minshuo CHEN, Pan ZHOU, Tuo ZHAO, D. Jason LEE, Sham KAKADE, Huan WANG, and Caiming XIONG Conference Proceeding Article

Integrated framework for developing instructional videos for foundational computing courses, Kyong Jin SHIM, GOTTIPATI Swapna, and Yi Meng LAU Conference Proceeding Article

Interpretable goal recognition for path planning with ART networks, Yue HU, Kai XU, Budhitama SUBAGDJA, Ah-hwee TAN, and Quanjun YIN Conference Proceeding Article

Make it easy: An effective end-to-end entity alignment framework, Congcong GE, Xiaoze LIU, Lu Chen CHEN, Baihua ZHENG, and Yunjun GAO Conference Proceeding Article

MARINA: Faster non-convex distributed learning with compression, Eduard GORBUNOV, Konstantin BURLACHENKO, Zhize LI, and Peter RICHTARIK Conference Proceeding Article

Meta-inductive node classification across graphs, Zhihao WEN, Yuan FANG, and Zemin LIU Conference Proceeding Article

MMConv: An environment for multimodal conversational search across multiple domains, Lizi LIAO, Le Hong LONG, Zheng ZHANG, Minlie HUANG, and Tat-Seng CHUA Conference Proceeding Article

OESense: Employing occlusion effect for in-ear human sensing, Dong MA, Andrea FERLINI, and Cecilia MASCOLO Conference Proceeding Article

On the generalizability of Neural Program Models with respect to semantic-preserving program transformations, Md Rafiqul Islam RABIN, Nghi D. Q. BUI, Ke WANG, Yijun YU, and Lingxiao JIANG Journal Article

Optimization planning for 3D ConvNets, Zhaofan QIU, Ting YAO, Chong-wah NGO, and Tao MEI Conference Proceeding Article

Order-agnostic cross entropy for non-autoregressive machine translation, Cunxiao DU, Zhaopeng TU, and Jing JIANG Conference Proceeding Article

PAGE: A simple and optimal probabilistic gradient estimator for nonconvex optimization, Zhize LI, Hongyan BAO, Xiangliang ZHANG, and Peter RICHTARIK Conference Proceeding Article

Paying attention to video object pattern understanding, Wenguan WANG, Jianbing SHEN, Xiankai LU, Steven C. H. HOI, and Haibin LING Journal Article

Privacy-preserving proof of storage for the pay-as-you-go business model, Tong WU, Guomin YANG, Yi MU, Fuchun GUO, and Robert H. DENG Journal Article

Recent advances in network-based methods for disease gene prediction, Sezin Kircali ATA, Min WU, Yuan FANG, Ou-Yang LE, Chee Keong KWOH, and Xiao-Li LI Journal Article

RNNRepair: Automatic RNN Repair via model-based analysis, Xiaofei XIE, Wenbo GUO, Lei MA, Wei LE, Jian WANG, Lingjun ZHOU, Yang LIU, and Xinyu XING Conference Proceeding Article

Self-supervised contrastive learning for code retrieval and summarization via semantic-preserving transformations, Duy Quoc Nghi BUI, Yijun Yu, and Lingxiao JIANG Conference Proceeding Article

Stealing deep reinforcement learning models for fun and profit, Kangjie CHEN, Shangwei GUO, Tianwei ZHANG, Xiaofei XIE, and Yang LIU Conference Proceeding Article

Step-wise deep learning models for solving routing problems, Liang XIN, Wen SONG, Zhiguang CAO, and Jie ZHANG Journal Article

Task similarity aware meta learning: Theory-inspired improvement on MAML, Pan ZHOU, Yingtian ZPU, XiaoTong YUAN, Jiashi FENG, Caiming XIONG, and Steven C. H. HOI Conference Proceeding Article

The Multi-Vehicle Cycle Inventory Routing Problem: Formulation and a metaheuristic approach, Vincent F. YU, Audrey Tedja WIDJAJA, Aldy GUNAWAN, and Pieter VANSTEENWEGEN Journal Article

Unified conversational recommendation policy learning via graph-based reinforcement learning, Yang DENG, Yaliang LI, Fei SUN, Bolin DING, and Wai LAM Conference Proceeding Article

Users’ reception of product recommendations: Analyses based on eye tracking data, Feiyan JIA, Yani SHI, Choon Ling SIA, Chuan-Hoo TAN, Fiona Fui-hoon NAH, and Keng SIAU Conference Proceeding Article

Variational learning from implicit bandit feedback, Quoc Tuan TRUONG and Hady W. LAUW Journal Article

VibranSee: Enabling simultaneous visible light communication and sensing, Ila Nitin GOKARN and Archan MISRA Conference Proceeding Article

Deep multiview clustering via iteratively self-supervised universal and specific space learning, Yue ZHANG, Qinjian HUANG, Bin ZHANG, Shengfeng HE, Tingting DAN, Hong PENG, and Hongmin CAI Journal Article

Efficient gradient support pursuit with less hard thresholding for cardinality-constrained learning, Fanhua SHANG, Bingkun WEI, Hongying LIU, Yuanyuan LIU, Pan ZHOU, and Maoguo GONG Journal Article

Whom should I talk to?: And how that can affect my work, Subhajit DATTA Book Chapter

Route coverage testing for autonomous vehicles via map modeling, Yun TANG, Yuan ZHOU, Fenghua WU, Yang LIU, Jun SUN, Wuling HUANG, and Gang WANG Conference Proceeding Article

Adaptive aggregation networks for class-incremental learning, Yaoyao LIU, Bernt SCHIELE, and Qianru SUN Conference Proceeding Article

A hybrid stochastic-deterministic minibatch proximal gradient method for efficient optimization and generalization, Pan ZHOU, Xiao-Tong YUAN, LIN Zhouchen, and Steven C. H. HOI Journal Article

A large scale study of long-time contributor prediction for GitHub projects, Lingfeng BAO, Xin XIA, David LO, and Gail C. MURPHY Journal Article

An economic analysis of rebates conditional on positive reviews, Jianqing CHEN, Zhiling GUO, and Jian HUANG Conference Proceeding Article

Boosting video representation learning with multi-faceted integration, Zhaofan QIU, Yao TING, Chong-wah NGO, Xiao-Ping ZHANG, Dong WU, and Tao MEI Conference Proceeding Article

Cache-efficient fork-processing patterns on large graphs, Shengliang LU, Shixuan SUN, Johns PAUL, Yuchen LI, and Bingsheng HE Conference Proceeding Article