Research in Artificial Intelligence and Data Science

Machine Learning

Reinforcement Learning

Attention Networks

Experience Replay

Transfer Learning

Multi-Agent Reinforcement Learning

Big Data Analytics

Data Mining

Patterns of Human Collaboration

Human Organizations

Transportation Data

Social Network

Peer-Reviewed Publications

  • A Framework for the Identification of Human Vertical Displacement Activity Based on Multi-Sensor Data
    Manivannan A, Willemse EJ, Balamurali BT, Chin WCB, Zhou Y, Tunçer B, Barrat A & Bouffanais R
    IEEE Sensors J.  (22):8, 8011-8029, 2022. [pdf] [doi]
  • The Effect of Network Connectivity on Exploration and Exploitation During Decentralized Collective Learning
    Kwa HL & Bouffanais R
    Proceedings of the 4th International Workshop on Agent-Based Modelling of Human Behaviour
    (ABMHuB’22)
    , online, 2022. [pdf] [web]
  • Complexity Science for Urban Solutions
    Srikanth ADS, Chin WCB, Bouffanais R, Schroepfer T
    Chapter 3: In Artificial Intelligence in Urban Planning and Design (Eds. I. As and P. Basu and P. Talwar), Elsevier, pp. 39-58, Print ISBN: 78-0-12-823941-4, 2022. [pdf] [doi]
  • Complexity Science-based Spatial Performance Analyses of UNStudio/DP Architects’ SUTD Campus and WOHA’s Kampung Admiralty
    Srikanth ADS, Chin WCB, Bouffanais R, Schroepfer T
    Chapter 12: In Artificial Intelligence in Urban Planning and Design (Eds. I. As and P. Basu and P. Talwar), Elsevier, pp. 217-244, Print ISBN: 78-0-12-823941-4, 2022. [pdf] [doi]
  • Connect or Adapt: Analytic Framework for the Planning and Design of Resilient Spatial Networks
    Wong D, Chin WCB, Bouffanais R & Schroepfer T
    Proceedings of the International Conference ARCC-EAAE 2022, pp. 225–233, March 2–5, Miami, FL, USA, 2022. [pdf] [web]
  • Evaluation of Spatial Performance in Vertically Integrated Developments Using a Network Science-Based Approach
    Golapakrishnan S, Hablani C, Wong D, Srikanth AD, Manivannan A, Bouffanais R & Schroepfer T
    Proceedings of the International Conference ARCC-EAAE 2022, pp. 391–398, March 2–5, Miami, FL, USA, 2022. [pdf] [web]
  • ‘Data dregs’ and its Implications for AI Ethics: Revelations From the Pandemic
    Lim SS & Bouffanais R
    AI & Ethics  (1), In Press, 2022. [pdf] [doi]
  • Interplay Between Success and Patterns of Human Collaboration: Case Study of a Thai Research Institute
    Fiscarelli AM, Brust MR, Bouffanais R, Piyatumrong A, Danois G & Bouvry P
    Scientific Reports  (11), 318, 2021. [pdf] [doi]
  • Probabilistic Modelling of Demographic Changes in Singapore’s Neighbourhoods
    Barakatullah MM, Willemse EJ, Tunçer B & Bouffanais R
    WMCAUS 2021, 6th World Multi-disciplinary Civil Engineering, Architecture: Urban Planning Symposium, June 14-18, Prague, Czech Republic, (1203), 032032, 2021. [pdf] [doi]
  • User-Driven Emergent Patterns of Space Use in Vertically Integrated Urban Environments
    Gopalakrishnan S, Wong D, Manivannan A, Bouffanais R & Schroepfer T
    Proceedings of the International Conference ARCC 2021, April 7-10, Tucson, AZ, pp. 215-22, 2021. [pdf] [web]
  • Mapping Emergent Patterns of Movement and Space Use in Vertically Integrated Urban Developments
    Gopalakrishnan S, Wong D, Manivannan A, Bouffanais R & Schroepfer T
    Int. Symposium for Architecture + Urban Design simAUD 2021, April 15-17, online, pp. 1-4, 2021. [pdf] [web]
  • Cities – Try to Predict Superspreading Hotspots for COVID-19
    Bouffanais R & Lim SS
    Nature  (583), 352-355, 2020. [pdf] [doi]
  • Multi-Agent Reinforcement Learning for Dynamic Ocean Monitoring by a Swarm of Buoys
    Kouzehgar M, Meghjani M & Bouffanais R
    IEEE/MTS Global Oceans 2020: Singapore – U.S. Gulf Coast, Oct 5-30, online, pp. 9-17, 2020. [pdf] [doi]
  • Spatial Super-spreaders and Super-susceptibles in Human Movement Networks
    Chin WCB & Bouffanais R
    Scientific Reports  (10), 18642, 2020. [pdf] [doi]
  • From Senseless Swarms to Smart Mobs: Tuning Networks for Prosocial Behavior
    Lim SS & Bouffanais R
    IEEE Technology and Society Magazine  (38):4, 17-19, 2019. [pdf] [doi]
  • Self-Organizing Maps for Storage and Transfer of Knowledge in Reinforcement Learning
    Karimpanal TG & Bouffanais R
    Adaptive Behavior  (27), 111-126, 2019. [pdf] [doi]
  • Data Assimilation Method to De-noise and De-filter PIV Data
    Gillissen JJJ, Bouffanais R & Yue DKP
    J. Fluid Mech.  (877), 196-213, 2019. [pdf] [doi]
  • Identifying Highly Dense Areas from Raw Location Data
    Willemse EJ, Tunçer B & Bouffanais R
    Proceedings of the 24th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2019), Auckland, New Zealand, 805-814, 2019. [pdf]
  • Hydrodynamic Object Identification with Artificial Neural Models
    Lakkam S, Balamurali BT & Bouffanais R
    Scientific Reports  (9), 11242, 2019. [pdf] [doi]
  • Experience Replay Using Transition Sequences
    Karimpanal TG & Bouffanais R
    Frontiers in Neurorobotics (12), 32, 2018. [pdf] [doi]
  • Self-Organizing Maps as a Storage and Transfer Mechanism in Reinforcement Learning
    Karimpanal TG & Bouffanais R
    Adaptive Learning Agents (ALA-AAMAS 2018), Stockholm, Sweden, 1-6, 2018. [pdf]
  • Are the Different Layers of a Social Network Conveying the Same Information?
    Manivannan A, Yow WQ, Bouffanais R & Barrat A
    EPJ Data Science  (7), 34, 2018. [pdf] [doi]

Op-Eds

  • Fighting for Data Dregs – And Losing the Fight Against Digital Violence
    S. S. Lim & R. Bouffanais, Asia Global  (Hong Kong), May 26, 2022. [pdf] [web]
  • How Cities Can Avoid Costly Lockdowns with Smart Use of Big Data
    S. S. Lim & R. Bouffanais, South China Morning Post  (Hong Kong), September 11, 2020. [pdf] [web]
  • Confronting Viral Resurgences: Are Lockdowns the Only Solution?
    R. Bouffanais & S. S. Lim, Asia Global  (Hong Kong), September 3, 2020. [pdf] [web]
  • IA, Big Data, IoT… Plaidoyer pour la Création de Conseils Nationaux d’Éthique Numérique
    R. Bouffanais & S. S. Lim, La Tribune  (France), January 13, 2019. [pdf] [web]
  • The Science and Sensibilities of Smart Cities
    S. S. Lim & R. Bouffanais, Asia Global  (Hong Kong), August 9, 2018. [pdf] [web]
  • Keep an Eye on AI and Big Data
    R. Bouffanais & S. S. Lim, The Business Times  (Singapore), July 3, 2018. [pdf] [web]

Complete publication list in PDF [here]