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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

Integration of professional certifications with information systems business analytics track curriculum, Kyong Jin SHIM, GOTTIPATI Swapna, and Yi Meng LAU Conference Proceeding Article

Mask-shadownet: Toward shadow removal via masked adaptive instance normalization, Shengfeng HE, Bing PENG, Junyu DONG, and Yong DU Journal Article

A fully dynamic algorithm for k-regret minimizing sets, Yanhao WANG, Yuchen LI, Raymond CHI-WING WONG, and Kian-Lee TAN Conference Proceeding Article

Boundary precedence image inpainting method based on self-organizing maps, Haibo PEN, Quan WANG, and Zhaoxia WANG Journal Article

Breaking neural reasoning architectures with metamorphic relation-based adversarial examples, Alvin CHAN, Lei MA, Felix JUEFEI-XU, Yew-Soon ONG, Xiaofei XIE, Minhui XUE, and Yang LIU Journal Article

Cross-topic rumor detection using topic-mixtures, Weijieying REN, Jing JIANG, Ling Min Serena KHOO, and Hai Leong CHIEU Conference Proceeding Article

DBL: Efficient reachability queries on dynamic graphs, Qiuyi LYU, Yuchen LI, Bingsheng HE, and Bin GONG Conference Proceeding Article

Detection of social identification in workgroups from a passively-sensed WiFi infrastructure, Camelia ZAKARIA, Youngki LEE, and Rajesh Krishna BALAN Journal Article

DisMASTD: An efficient distributed multi-aspect streaming tensor decomposition, Keyu YANG, Yunjun GAO, Yifeng SHEN, Baihua ZHENG, and Lu CHEN Conference Proceeding Article

Do users care about ad's performance costs? Exploring the effects of the performance costs of in-app ads on user experience, Cuiyun GAO, Jichuan ZENG, Federica SARRO, David LO, Irwin KING, and Michael R. LYU Journal Article

DRAM failure prediction in AIOps: Empirical evaluation, challenges and opportunities, Zhiyue WU, Hongzuo XU, Guansong PANG, Fengyuan YU, Yijie WANG, Songlei JIAN, and Yongjun WANG Working Paper

DyCuckoo: Dynamic hash tables on GPUs, Yuchen LI, Qiwei ZHU, Zheng LYU, Zhongdong HUANG, and Jianling SUN Conference Proceeding Article

Efficient retrieval of matrix factorization-based top-k recommendations: A survey of recent approaches, Duy Dung LE and Hady W. LAUW Journal Article

ENCONTER: Entity constrained progressive sequence generation via insertion-based transformer, Lee Hsun HSIEH, Yang Yin LEE, and Ee-Peng LIM Conference Proceeding Article

Escape from an echo chamber, Kuan-Chieh LO, Shih-Chieh DAI, Aiping XIONG, Jing JIANG, and Lun-Wei KU Conference Proceeding Article

Glassdoor job description analytics: Analyzing data science professional roles and skills, Swapna GOTTIPATI, Kyong Jin SHIM, and Sarthak SAHOO Conference Proceeding Article

Homophily outlier detection in non-IID categorical data, Guansong PANG, Longbing CAO, and Ling CHEN Journal Article

How successful are open source contributions from countries with different levels of human development?, Leonardo FURTADO, Bruno CARTAXO, Christoph TREUDE, and Gustavo PINTO Magazine Article

Intangible asset value of employee satisfaction in high-contact services, Ruirui FANG, Baojun GAO, and Nan HU Journal Article

IoTBox: Sandbox Mining to Prevent Interaction Threats in IoT Systems, Hong Jin KANG, Sheng Qin SIM, and David LO Conference Proceeding Article

Learning network-based multi-modal mobile user interface embeddings, Gary ANG and Ee-Peng LIM Conference Proceeding Article

Looking back! Using early versions of Android apps as attack vectors, Yue ZHANG; Jian WENG; Jia-Si WNEG; Lin HOU; Anjia YANG; Ming LI; Yang XIANG; and DENG, Robert H. Journal Article

Mixed dish recognition with contextual relation and domain alignment, Lixi DENG, Jingjing CHEN, Chong-wah NGO, Qianru SUN, Sheng TANG, Yongdong ZHANG, and Tat-Seng CHUA Journal Article

Multi-domain dialogue state tracking with recursive inference, Lizi LIAO, Tongyao ZHU, Le Hong LONG, and Tat-Seng CHUA Conference Proceeding Article

NewsLink: Empowering intuitive news search with knowledge graphs, Yueji YANG, Yuchen LI, and Anthony TUNG Conference Proceeding Article

Out of sight, out of mind? How vulnerable dependencies affect open-source projects, Gede Artha Azriadi PRANA, Abhishek SHARMA, Lwin Khin SHAR, Darius FOO, Andrew E. SANTOSA, Asankhaya SHARMA, and David LO Journal Article

Practical server-side WiFi-based indoor localization: Addressing cardinality & outlier challenges for improved occupancy estimation, Anuradha RAVI and Archan MISRA Journal Article

PrivacyPrimer: Towards privacy-preserving Episodic memory support for older adults, Thivya KANDAPPU, Vigneshwaran SUBBARAJU, and Qianli XU Journal Article

Research commentary on IS/IT role in emergency and pandemic management: current and future research, W. L. SHIAU, Keng SIAU, Y. YU, and J. GUO Journal Article

Robust and universal seamless handover authentication in 5G HetNets, Yinghui ZHANG, Robert H. DENG, Elisa BERTINO, and Dong ZHENG Journal Article

Secure collaborative deep learning against GAN attacks in the internet of things, Zhenzhu CHEN, Anmin FU, Yinghui ZHANG, Zhe LIU, Fanjian ZENG, and Robert H. DENG Journal Article

Sentiment-oriented metric learning for text-to-image retrieval, Quoc Tuan TRUONG and Hady W. LAUW Conference Proceeding Article

SpecTest: Specification-based compiler testing, Richard SCHUMI and Jun SUN Conference Proceeding Article

Spectral tensor train parameterization of deep learning layers, A. OBUKHOV, M. RAKHUBA, A. LINIGER, Zhiwu HUANG, S. GEORGOULIS, D. DAI, and VAN Gool L. Conference Proceeding Article

Time period-based top-k semantic trajectory pattern query, Munkh-Erdene YADAMJAV, Farhana Murtaza CHOUDHURY, Zhifeng BAO, and Baihua ZHENG Conference Proceeding Article

TOUR: Dynamic topic and sentiment analysis of user reviews for assisting app release, Tianyi YANG, Cuiyun GAO, Jingya ZANG, David LO, and Michael R. LYU Conference Proceeding Article

Towards efficient motif-based graph partitioning: An adaptive sampling approach, Shixun HUANG, Yuchen LI, Zhifeng BAO, and Zhao LI Conference Proceeding Article

Urban perception: Sensing cities via a deep interactive multi-task learning framework, Weili GUAN, Zhaozheng CHEN, Fuli FENG, Weifeng LIU, and Liqiang NIE Journal Article

Weakly supervised segmentation via instance-aware propagation, Huang XIN, Qianshu ZHU, Yongtuo LIU, and Shengfeng HE Journal Article

Interactional motifs: Leveraging risks in large and distributed software development teams, Subhajit DATTA, Amrita BHATTACHARJEE, and Subhashis MAJUMDER Book Chapter

Adaptive simultaneous pervasive visible light communication and sensing, Ila Nitin GOKARN and Archan MISRA Conference Proceeding Article

All the wiser: Fake news intervention using user reading preferences, Kuan Chieh LO, Shih Chieh DAI, Aiping XIONG, Jing JIANG, and Lun Wei KU Conference Proceeding Article

Assessing code clone harmfulness: Indicators, factors, and counter measures, Bin HU, Yijian WU, Xin PENG, Jun SUN, Nanjie ZHAN, and Jun WU Conference Proceeding Article

Bilateral variational autoencoder for collaborative filtering, Quoc Tuan TRUONG, Aghiles SALAH, and Hady W. LAUW Conference Proceeding Article

Call for papers—Special issue of service Science: Innovation in transportation-enabled urban services, Niels AGATZ, Soo-Haeng CHO, Hai WANG, and Saif BENJAAFAR Journal Article

Can we classify cashless payment solution implementations at the country level?, Dennis NG, Robert J. KAUFFMAN, and Paul Robert GRIFFIN Journal Article

Combining query reduction and expansion for text-retrieval-based bug localization, Juan Manuel FLOREZ, Oscar CHAPARRO, Christoph TREUDE, and Andrian MARCUS Conference Proceeding Article

DeepIS: Susceptibility estimation on social networks, Wenwen XIA, Yuchen LI, Jun WU, and Shenghong LI Conference Proceeding Article

Deep learning for anomaly detection: Challenges, methods, and opportunities, Guansong PANG, Longbing CAO, and Charu AGGARWAL Conference Proceeding Article

Enhancing healthcare professional and caregiving staff informedness with data analytics for chronic disease management, Na Liu and Robert John KAUFFMAN Journal Article

Explainable recommendation with comparative constraints on product aspects, Trung-Hoang LE and Hady W. LAUW Conference Proceeding Article

Fast scene labeling via structural inference, Huaidong ZHANG, Chu HAN, Xiaodan ZHANG, Yong DU, Xuemiao XU, Guoqiang HAN, Jing QIN, and Shengfeng HE Journal Article

How do monetary incentives influence giving? An empirical investigation of matching subsidies on kiva, Zhiyuan GAO, Zhiling GUO, and Qian TANG Journal Article

How do users answer MATLAB questions on Q&A sites? A case study on stack overflow and MathWorks, Mahshid NAGHASHZADEH, Amir HAGSHENAS, Ashkan SAMI, and David LO Conference Proceeding Article

Improving multi-hop knowledge base question answering by learning intermediate supervision signals, Gaole HE, Yunshi LAN, Jing JIANG, Wayne Xin ZHAO, and Ji Rong WEN Conference Proceeding Article

Improving neural network verification through spurious region guided refinement, Pengfei YANG, Renjue LI, Jianlin LI, Cheng Chao HUANG, Jingyi WANG, Jun SUN, Bai XUE, and Lijun ZHANG Conference Proceeding Article

Investigating the adoption of hybrid encrypted cloud data deduplication with game theory, Xueqin LIANG, Zheng YAN, Robert H. DENG, and Qinghu ZHENG Journal Article

Is the ground truth really accurate? Dataset purification for automated program repair, Deheng YANG, Yan LEI, Xiaoguang MAO, David LO, Huan XIE, and Meng YAN Conference Proceeding Article

Learning to assess the quality of stroke rehabilitation exercises, Min Hun LEE, Daniel P. SIEWIOREK, Asim SMAILAGIC, Alexandre BERNARDINO, and Sergi Bermúdez i BADIA Conference Proceeding Article

Outsourcing life cycle model for financial services in the FinTech era, Tristan LIM and Patrick THNG Conference Proceeding Article

Populist supporters on Reddit: A comparison of content and behavioral patterns within publics of supporters of Donald Trump and Hillary Clinton, Andreas JUNGHERR, Oliver POSEGGA, and Jisun AN Journal Article

Privacy-preserving federated deep learning with irregular users, Guowen XU, Hongwei LI, Yun ZHANG, Shengmin XU, Jianting NING, and Robert H. DENG Journal Article

Privacy-preserving multi-keyword searchable encryption for distributed systems, Xueqiao LIU, Guomin YANG, Willy SUSILO, Joseph TONIEN, and Jian SHEN Journal Article

Recent advances on intelligent mobility and edge computing, Xun Shao, Zhi Liu, Xianfu Chen, Seng W. Loke, and Hwee-pink TAN Transcript

Singapore Airlines: Profit recovery and aircraft allocation models during the COVID-19 pandemic, Michelle L. F. CHEONG, Ulysses M. Z. CHONG, Anne N. T. A. NGUYEN, Su Yiin ANG, Gabriella P. DJOJOSAPUTRO, Gordy ADIPRASETYO, and Kendra L. B. GADONG Conference Proceeding Article

Structurally enriched entity mention embedding from semi-structured textual content, Lee Hsun HSIEH, Yang Yin LEE, and Ee-Peng LIM Conference Proceeding Article

Traceable Monero: Anonymous cryptocurrency with enhanced accountability, Yannan LI, Guomin YANG, Wily SUSILO, Yong YU, Man Ho AU, and Dongxi LIU Journal Article

Waste collection routing problem: A mini-review of recent heuristic approaches and applications, Yun-Chia LIANG, Vanny MINANDA, and Aldy GUNAWAN Journal Article

Accelerating large-scale heterogeneous interaction graph embedding learning via importance sampling, Yugang JI, Mingyang YIN, Hongxia YANG, Jingren ZHOU, Vincent W. ZHENG, Chuan SHI, and Yuan FANG Journal Article

Adversarial meta sampling for multilingual low-resource speech recognition, Yubei XIAO, Ke GONG, Pan ZHOU, Guolin ZHENG, Xiaodan LIANG, and Liang LIN Conference Proceeding Article

An exploratory study on the introduction and removal of different types of technical debt in deep learning frameworks, Jiakun LIU, Qiao HUANG, Xin XIA, Emad SHIHAB, David LO, and Shanping LI Journal Article

A qualitative evaluation of SMU’s peer helpers programme, Loon Beng Angela KOH and Michelle LF CHEONG Journal Article

Decision-guided weighted automata extraction from recurrent neural networks, Xiyue ZHANG, Xiaoning DU, Xiaofei XIE, Lei MA, Yang LIU, and Meng SUN Conference Proceeding Article

Differential training: A generic framework to reduce label noises for Android malware detection, Jiayun XU, Yingjiu LI, and Robert H. DENG Conference Proceeding Article

Divide and capture: An improved cryptanalysis of the encryption standard algorithm RSA, Willy SUSILO, Joseph TONIEN, and Guomin YANG Journal Article

EfficientDeRain: Learning pixel-wise dilation filtering for high-efficiency single-Image deraining, Qing GUO, Jingyang SUN, Felix JUEFEI-XU, Lei MA, Xiaofei XIE, Wei FENG, Yang LIU, and Jianjun ZHAO Conference Proceeding Article

Evidence aware neural pornographic text identification for child protection, Kaisong SONG, Yangyang KANG, Wei GAO, Zhe GAO, Changlong SUN, and Xiaozhong LIU Conference Proceeding Article

Evoking empathy: A framework for describing empathy tools, Sydney PRATTE, Anthony TANG, and Lora OEHLBERG Conference Proceeding Article

Exploring media portrayals of people with mental disorders using NLP, Swapna GOTTIPATI, Mark CHONG, Andrew Wei Kiat LIM, and Benny Haryanto KAWIDIREDJO Conference Proceeding Article

Fault analysis and debugging of microservice systems: Industrial survey, benchmark system, and empirical study, Xiang ZHOU, Xin PENG, Tao XIE, Jun SUN, Chao JI, Wenhai LI, and Dan DING Journal Article

Fine-grained generalization analysis of vector-valued learning, Liang WU, Antoine LEDENT, Yunwen LEI, and Marius KLOFT Conference Proceeding Article

Graph-evolving meta-learning for low-resource medical dialogue generation, Shuai LIN, Pan ZHOU, Xiaodan LIANG, Jianheng TANG, Ruihui ZHAO, Ziliang CHEN, and Liang LIN Conference Proceeding Article

Learning to pre-train graph neural networks, Yuanfu LU, Xunqiang JIANG, Yuan FANG, and Chuan SHI Conference Proceeding Article

MIMOA: A membrane-inspired multi-objective algorithm for green vehicle routing problem with stochastic demands, Yunyun NIU, Yongpeng ZHANG, Zhiguang CAO, Kaizhou GAO, Jianhua XIAO, Wen SONG, and Fangwei ZHANG Journal Article

Model uncertainty guides visual object tracking, Lijun ZHOU, Antoine LEDENT, Qintao HU, Ting LIU, Jianlin ZHANG, and Marius KLOFT Conference Proceeding Article

Multi-decoder attention model with embedding glimpse for solving vehicle routing problems, Liang XIN, Wen SONG, Zhiguang CAO, and Jie ZHANG Conference Proceeding Article

Neural architecture search as sparse supernet, Y. WU, A. LIU, Zhiwu HUANG, S. ZHANG, and Gool L. VAN Conference Proceeding Article

Norm-based generalisation bounds for deep multi-class convolutional neural networks, Antoine LEDENT, Waleed MUSTAFA, Yunwen LEI, and Marius KLOFT Conference Proceeding Article

Portfolio diversification using shape-based clustering, Tristan LIM and Chin Sin ONG Journal Article

QLens: Visual analytics of multi-step problem-solving behaviors for improving question design, Meng XIA, Reshika P. VELUMANI, Yong WANG, Huamin QU, and Xiaojuan MA Journal Article

Relative and absolute location embedding for few-shot node classification on graph, Zemin LIU, Yuan FANG, Chenghao LIU, and Steven C. H. HOI Conference Proceeding Article

RevMan: Revenue-aware multi-task online insurance recommendation, Yu LI, Yi ZHANG, Lu GAN, Gengwei HONG, Zimu ZHOU, and Qiang LI Conference Proceeding Article

Scalable verification of quantized neural networks, Thomas A. HENZINGER, Mathias LECHNER, and Dorde ZIKELIC Conference Proceeding Article

Terrace-based food counting and segmentation, Huu-Thanh NGUYEN and Chong-wah NGO Conference Proceeding Article

TreeCaps: Tree-based capsule networks for source code processing, Duy Quoc Nghi BUI, Yijun YU, and Lingxiao JIANG Conference Proceeding Article

Understanding adversarial robustness via critical attacking route, Tianlin LI, Aishan LIU, Xianglong LIU, Yitao XU, Chongzhi ZHANG, and Xiaofei XIE Journal Article

Visual analysis of discrimination in machine learning, Qianwen WANG, Zhenghua XU, Zhutian CHEN, Yong WANG, Shixia LIU, and Huamin Qu Journal Article

3D dental biometrics: Automatic pose-invariant dental arch extraction and matching, Xin ZHONG and Zhiyuan ZHANG Conference Proceeding Article

A continual deepfake detection benchmark: Dataset, methods, and essentials, Chuqiao LI, Zhiwu HUANG, Danda Pani PAUDEL, Yabin WANG, Mohamad SHAHBAZI, Xiaopeng HONG, and VAN GOOL Luc Conference Proceeding Article

A data-driven method for online monitoring tube wall thinning process in dynamic noisy environment, Chen ZHANG; Jun Long LIM; Ouyang LIU; Aayush MADAN; Yongwei ZHU; Shili XIANG; Kai WU; Rebecca Yen-Ni WONG; Jiliang Eugene PHUA; Karan M. SABNANI; Keng Boon SIAH; Wenyu JIANG; Yixin WANG; Emily Jianzhong HAO; and HOI, Steven C. H. Journal Article