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Research Publications

The SMU PhD programmes provide opportunities to our students to deepen their research expertise by collaborating with academics from within and outside the SMU community. Over the years, our students have published papers which have contributed towards the pool of academic knowledge. Our students’ research has been listed according to their fields of specialisation. Some of their papers have achieved international recognition through awards.

*students' names are highlighted in yellow

Combining Machine-based and Econometrics Methods for Policy Analytics Insights

Robert J. KAUFFMAN, Kwansoo KIM, Sang-Yong Tom LEE, Ai Phuong HOANG, and Jing REN

Paper published in Journal of Electronic Commerce Research and Applications (ECRA), 2017, Vol 25, pp.115-140
(DOI: 10.1016/j.elerap.2017.04.004)


Commentary: Influence of Smartphone Addiction Proneness of Young Children on Problematic Behaviors and Emotional Intelligence: Mediating Self-assessment Effects of Parents using Smartphones

Brandon KOH Yuan Rui, Qin Ying Joanne TAN, Andree HARTANTO, Wei Xing TOH, Hwajin YANG

Published in Frontiers in Psychology, 2019

View Paper

Compensation and Risk: A Perspective on the Lake Wobegon Effect

Jiangyuan LI, Jinqiang YANG, Zhentao ZOU

Published in the Journal of Banking and Finance, 2019

View Paper

Competitive Motherhood: Helping Offspring have Higher Reproductive Success

Jose Jin Chuan YONG, Norman LI and Katherine Anne VALENTINE

Paper published in The Oxford Handbook of Women and Competition, 2016 (DOI: 10.1093/oxfordhb/9780199376377.013.28)


Competitive Ratios for Online Multi-capacity Ridesharing

Meghna LOWALEKAR and Pradeep VARAKANTHAM and Patrick JAILLET


Conceptual Representation Changes in Indonesian-English Bilinguals

Andree HARTANTO and Lidia SUAREZ

Paper published in Journal of Psycholinguistic Research, 2015 (DOI: 10.1007/s10936-015-9399-6).

View Paper

Context Counts: The Different Implications of Weekday and Weekend Video Gaming To Academic Performance in Mathematics,Reading, and Science

Andree HARTANTO, Wei Xing TOH, & Hwajin YANG

Published in Computers & Education, Vol. 120, pp. 51–63. (DOI: 10.1016/j.compedu.2017.12.007)

View Paper

Continual Normalization: Rethinking Batch Normalization for Online Continual Learning

Hong Quang PHAM, Chenghao Liu, Steven Hoi

Paper presented at the Tenth International Conference on Learning Representations (Virtual), 25 April- 29 April 2022.

View Paper

Control-flow Carrying Code

Yan LIN, Xiaoyao CHENG, Debin GAO

Paper presented at the 14th ACM Asia Conference on Computer and Communications Security (ASIACCS 2019), 7-12 July, Auckland, New Zealand


Coordinating Multi-party Vehicle Routing with Location Congestion via Iterative Best Response

Waldy JOE and Hoong Chuin LAU

Paper presented at Multi-Agent Systems: 18th European Conference, EUMAS 2021 (Virtual), 28-29 June 2021.


Corporate Innovation and Sarbanes Oxley Act

Jerry CAO, Jeremy GOH, Aurobindo GHOSH, Ted TSCHANG, and Yiwei YU

Presented at the 2016 FMA (Financial Management Association), 19-22 October 2016, Las Vegas (NV), USA.


Corporate Social Responsibility: An Overview and New Research Direction (Editorial)

Heli WANG, Tong LI, Riki TAKEUCHI, Gerry GEORGE

Published in Academy of Management Journal, 59, (2), 534-544. 2016

View Paper

Correlated Learning for Aggregation Systems

Tanvi VERMA and Pradeep VARAKANTHAM

Paper presented at The Conference on Uncertainty in Artificial Intelligence (UAI), 22- 25 July 2019, Tel Aviv, Israel.

View Paper

CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting

Gerard WOO, Chenghao LIU, Doyen SAHOO, Akshat KUMAR, Steven HOI

Paper presented at the The Tenth International Conference on Learning Representations, (Virtual), 25 April- 29 April 2022.

View Paper

COSY: COunterfactual SYntax for Cross-Lingual Understanding (Click to view paper)

Sicheng YU, Hao ZHANG, Yulei NIU, Qianru SUN, Jing JIANG

Paper presented at the The 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Virtual), 1-6 August 2021, Bangkok, Thailand.

View Paper

COVID-19, Coronavirus, Wuhan Virus, or China Virus? Understanding How to “Do No Harm” When Naming a Pandemic

Theodore Charles MASTERS-WAAGE, Nilotpal JHA & Jochen REB

Paper published in Frontiers in Psychology.


Creative Destruction in Science

Warren TIERNEY, Jay H. HARDY III, Charles R. EBERSOLE, Keith LEAVITT, Domenico VIGANOLA, Elena Giulia CLEMENTE, Michael GORDON, Anna DREBER, Magnus JOHANNESSON, Thomas PFEIFFER, Hiring Decisions Forecasting Collaboration, Eric Luis UHLMANN

Paper published in Organizational Behavior and Human Decision Processes, Vol. 161 (2020), pp. 291-309. (DOI: 10.1016/j.obhdp.2020.07.002).

View Paper

Creative Self-Efficacy and Team Creativity

Mengzi JIN and Ronald BLEDOW

Paper presented at the 76th Annual Meeting of the Academy of Management, 5-9 August 2015, Anaheim (CA), USA.


Credit Default Swaps Pricing Errors and Related Stock Returns

Cheng HAO

Paper presented at the 30th Asian Financial Association Annual Conference, 25-27 June 2018, Tokyo, Japan

View Paper

Cross-country Differences Between Americans and Singaporeans in Estimation (and Over-estimation) of Social Mobility

Bek Wuay TANG and Jacinth J.X. TAN

Paper presented at ASSP 2021 Conference (The 14th Biennial Conference of the Asian Association of Social Psychology, 29-31 July 2021.

View Paper

Cross-cultural Differences in a Global ‘Survey of World Views’

Gerard SAUCIER, Judith. S. KENNER, Kathryn IURINO, Philippe Bou MALHAM, Zhuo CHEN, Amber Gayle THALMAYER, Markus KEMMELMEIER, William TOV, ... Lay See ONG, Angela LEUNG, and Carlos ALTSCHUL (2015).

Paper published in Journal of Cross-Cultural Psychology, Vol. 46(1), pp.53–70.

View Paper

Cross-cultural validation of the positive affect and negative affect schedule (PANAS) with an American and Asian student sample

Sean LEE Teck Hao

Poster presented at 2nd National Psychology Graduate Student Conference, August 2017, Singapore


Cross-language Learning for Program Classification using Bilateral Tree-Based Convolutional Neural Networks

Duy Quoc Nghi BUY, Lingxiao JIANG, Yijun YU

Presented at 1st Workshop on NLP for Software Engineering, AAAI'18, 2-7 February 2018, New Orleans, Louisiana, USA

View Paper

Cultivating Virtuous Ethics: The State and Longitudinal of a Loving-Kindness Practice on Motivational and Affective States at Work

Theodore Charles MASTERS-WAAGE, Jochen REB, William TOV, U BANDARA

Paper presented at Mind & Life 2020 Contemplative Research Conference (Virtual), 5-8 November 2020.


C’est La Vie Decision Making: Mindfulness Reduces the Role of Regret in Decision Making

Theodore Charles MASTERS-WAAGE, Jochen REB, William TOV, U BANDARA

Paper presented at Society of Judgement and Decision Making Annual Conference (Virtual), 9-12 December 2020.


D-Pruner: Filter-Based Pruning Method for Deep. Convolutional Neural Network

Nguyen Loc HUYNH, Youngki LEE, Rajesh Krishna BALAN

Presented at 2nd International Workshop on Embedded and Mobile Deep Learning (EMDL18), 15 June 2018, Munich, Germany

View Paper

Data Visualization in Python (open-source code)

Tengjian ZOU

Published in the Data Visualization in Python (Version v1.0). Zenodo. (http://doi.org/10.5281/zenodo.1407808)


Deep Reinforcement Learning Approach to Solve Dynamic Vehicle Routing Problem with Stochastic Customers

Waldy JOE and Hoong Chuin LAU

Paper to be presented at the 30th International Conference on Automated Planning and Scheduling (ICAPS 2020), 19-30 October 2020, Nancy, France.


DeepRefiner: Multi-layer Android Malware Detection System Applying Deep Neural Networks

Ke XU, Yingjiu LI, Robert H. DENG

Presented at 3rd IEEE European Symposium on Security and Privacy (EuroS&P 2018), 24-26 April 2018, London, UK

View Paper

Demo of MAMBA: a Graph-Aided Directed Tester for Andriod Applications

Joseph Joo Keng CHAN, Lingxiao JIANG, Kiat Wee TAN, and Rajesh Krishna BALAN

Paper presented at the 17th International Conference on Distributed Computing and Networking (ICDCN), 4 January 2016, Singapore.

View Paper

Demo: Passive Detection of Perceived Stress Using Location-driven Sensing Technologies at Scale

Camellia ZAKARIA, Youngki LEE, Rajesh BALAN

Paper presented at the MobiSys ’19, 17-21 June, Seoul, South Korea


DEMO: Wearable Application to Manage Problem Behavior in Children with Neurodevelopmental Disorders

Nur Camellia Binte ZAKARIA and Richard C. DAVIS

Paper presented at the 26th International Conference on Automated Planning and Scheduling (ICAPS'16), 12-17 June 2016, London, UK.


Design and Assessment of Myoelectric Games for Prosthesis Training of Upper Limb Amputees

Meeralakshmi RADHAKRISHNAN, Asim SMAILAGIC, Brian FRENCH, Daniel SIEWIOREK, Rajesh BALAN

Paper presented at the WristSense 2019: 5th International Workshop on Sensing Systems and Applications Using Wrist Worn Smart Devices (Co-located with IEEE PerCom 2019 conference), 11-15 March, Kyoto, Japan

View Paper

Designing Bus Transit Services for Routine Crowd Situations at Large Event Venues

Jiali DU, Shih-Fen CHENG, and Hoong Chuin LAU

Paper presented at the 6th International Conference on Computational Logistics (ICCL’ 2015) “Coordination for Real-Time Logistics”, 23-25 September 2015, Delft, The Netherlands.


Did You Expect Your Users to Say This? Distilling Unexpected Micro-Reviews for Venue Owners

Wen Haw CHONG, Bing Tian DAI, and Ee-Peng LIM

Paper presented at the 26th ACM Conference on Hypertext and Social Media (HT 2015), 1-4 September 2015, Cyprus.


Did You Take A Break Today?: Detecting Playing Foosball Using Your Smartwatch

Sougata SEN, Kiran K. RACHURI, Abhishek MUKHERJI, and Archan MISRA

Paper presented at the 2nd IEEE International Workshop on Sensing Systems and Applications Using Wrist Based Smart Devices (WristSense 2016), 14 March 2016, Sydney, Australia.


Differential Parental Investment

Jose Jin Chuan YONG and Norman LI

Paper published in Encyclopedia of Evolutionary Psychological Science, 2016, pp.1-9 (DOI:10.1007/978-3-319-16999-6_1898-1)


Discovering Anomalous Events from Urban Informatics Data

Kasturi JAYARAJAH, Vigneshwaran SUBBARAJU, Dulanga WEERAKOON, Archan MISRA, La Thanh TAM, and Noel ATHAIDE

Paper presented at International Society for Optics and Photonics (SPIE) Defense + Security 2017.


Discovering Hidden Topical Hubs and Authorities in Online Social Networks

Ka Wei Roy LEE, Tuan-Anh HOANG, Ee-Peng LIM

Presented at SIAM International Conference on Data Mining (SDM18), 3-5 May 2018, San Diego, California, USA

View Paper

Disentangling Hate in Online Memes

Roy Ka Wei LEE, Rui CAO, Ziqing Fan, Jing Jiang, Wen-Haw Chong

Paper presented at 29th ACM International Conference on Multimedia (Virtual), 20-24 November 2021, Chengdu, China.

View Paper

Disparate Bilingual Experiences Modulate Task-Switching Advantages: A Diffusion-Model Analysis of the Effects of Interactional Context on Switch Costs

Andree HARTANTO and Hwajin YANG 

Paper published in Cognition, 2016, Vol 150, pp. 10 -19 (DOI:10.1016/j.cognition.2016.01.016).


Dispositional Gratitude Moderates the Association Between Socioeconomic Status and Interleukin-6

Andree HARTANTO, Sean LEE Teck Hao, and Jose YONG

Published in Scientific Reports, 2019

View Paper

Divide and Conquer: Why Should Exploration and Exploitation Be Seperated

Zheng LEI and Kannan SRIKANTH

Presented at the Theoretical Organizational Models (TOM) Conference, 29-30 June 2018, INSEAD, Fontainebleau, France


Do Stock Markets Overreact to Credit Default Swap Prices

Cheng HAO and Kian Guan LIM

Paper presented at SMU Quant Finance Workshop, Singapore, August 2018


Does BERT Understand Idioms? A Probing-Based Empirical Study of BERT Encodings of Idioms

Minghuan TAN, Jing JIANG

Paper presented at the The 2021 International Conference on Recent Advances in Natural Language Processing (Virtual), 1-3 September 2021.


Does BERT Understand Idioms? A Probing-Based Empirical Study of BERT Encodings of Idioms; Learning and Evaluating Chinese Idiom Embeddings

Minghuan TAN, Jing JIANG

Paper presented at The International Conference on Recent Advances in Natural Language Processing (RANLP 2021) (Virtual), 1-3 September 2021.


Does Diversity in Team Members’ Agreeableness Benefit Creative Teams?

Sean LEE Teck Hao and Guihyun PARK

Poster presented at the 19th European Association of Work and Organizational Psychology Congress, 29 May- 1 June 2019,Turin, Italy


Does Early Active Bilingualism Enhance Inhibitory Control and Monitoring? A Propensity-matching Analysis

Andree HARTANTO, & Hwajin YANG

Published in Journal of Experimental Psychology: Learning, Memory, and Cognition, 2018, (DOI: 10.1037/xlm0000581)

View Paper

Does Monetary Incentive Increase Microfinance Lending? An Empirical Study of Matching Gift Programs on Kiva

Zhiyuan GAO, Zhiling GUO, Qian TANG

Paper presented at the 15th annual Symposium on Statistical Challenges in Electronic Commerce Research (SCECR), 11-12 June 2019, Hong Kong and Pacific Asia Conference on Information Systems (PACIS 2019), 8-12 July, Xi'an, China


Domain-Specific Cross-Language Relevant Question Retrieval

Bowen XU, Zhenchang XING, Xin XIA, David LO and Shanping LI

Paper published in Empirical Software Engineering (2017), pp.1 - 39 (DOI: 10.1007/s10664-017-9568-3)

View Paper

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