Selected recent lesearch publications by Nagakura's ARC Group and advisees at MIT Architecture Department
| [ML] | (architecture) | W. Peng, F. Zhang, T. Nagakura |
2017 conference |
2018 SMarchS thesis |
| Machines’ Perception of Space: Employing 3D Isovist Methods and a Convolutional Neural Network in Architectural Space Classification |
| |
| [ML] | (architecture) | W. Peng |
2023 PhD thesis |
demo video |
|
Visual Experience in Temporal Situational Context: Method of Matching and Modeling in Design
|
| |
| [ML] | (architecture) | C. Cheng |
2024 SMarchS thesis |
|
| Alive Scene: Participatory Multimodal AI Framework for Collective Narratives in Dynamic 3D Scene
|
| |
| [ML] | (architecture) | C. Cheng, T. Nagakura, D. Tsai |
2023 conference |
| A Synergy of AI Observation and Design Tool: Leveraging Multifaceted AI Techniques for Encoding Human Behaviors and Stories in Space
|
| |
| [ML] | (architecture) | S. Miao, T. Nagakura, D. Tsai |
2024 conference |
|
Deep Spatial Memory: Quantifying Architectural Spatial Experiences through Agent-driven Simulations and Deep Learning
|
| |
| [ML] | (architecture) | C. Wu |
2020 MArch thesis |
|
|
Machine learning in housing design : exploration of generative adversarial network in site plan / floorplan generation |
| |
| [ML] |
(architecture) |
H. Tu, G. Varinlioglu, L. Gao, B. Chen, T. Nagakura |
2023 conference |
|
|
Feeling Like Humans: Low-cost wearable sensors for design research in the age of AI
|
| |
| [ML] |
(urbanism) |
R. Sanatani, T. Nagakura |
2023 conference |
|
The Many Faces of the Metropolis: Unsupervised Clustering of Urban Environments in Mumbai Based on Visual Features As Captured in City-Wide Street-View Imagery
|
| |
| [ML] | (urbanism) | R. Sanatani, T. Nagakura, D. Tsai |
2022 conference
|
presentation video (SIGraDi) |
| The Tourist's Image of the City: A comparative analysis of the visual features and textual themes of interest across three global metropolises
|
| |
| [ML] | (urbanism) | N. H. (Charles) Wu |
2022 SMarchS thesis |
| Reasoning about Space Video via Pattern Language of Human Behavior by Extracting MultiAction Activities via Machine Learning Video |
| |
| [ML] | (heritage) | Paloma Gonzalez, T. Nagakura |
2020 conference |
2021 PhD thesis |
demo video |
| AI Visitor: Tracking and simulating pedestrian trajectories in Machu Picchu |
| |
| [ML] | (architecture) | R. Villalon |
2017 PhD thesis |
|
| Data mining, inference, and predictive analytics for the built environment with images, text, and WiFi data |
| |
| [ML] | (architecture) | X. Zhang, T. Nagakura |
2024 Conferece (p97) |
|
| Eye-tracking Architects: Investigating design intentions in plan drawings |
| |
| [ML] | (architecture) | X. Zhang |
2021 SMarchS thesis |
|
| Envisage: Investigating Design Intentions, Visual Perception through Eye Tracking of Architectural Sketches |
| |
| [ML] | (architecture) | Juhong Park |
2015 PhD thesis |
|
| Synthetic tutor : profiling students and mass-customizing learning processes dynamically in design scripting education |
| |
| [ML] | (urbanism) | Qianhui Liang, M. Wang, T. Nagakura |
2020 conference |
2020 SMarchS thesis |
video |
| Urban Immersion: A Web-based Crowdsourcing Platform for Collecting Urban Space Perception Data. |
| |
| [ML] | (architecture) | J. Peraino |
2020 SMarchS thesis |
|
| Architectural epidemiology : a computational framework |
| |
| [ML] | (architecture) | Yuxuan Liu |
2020 SMarchS thesis |
|
| Measuring the immeasurable : an experiment for a machine to map low-level features to high-level semantic representation of architectural space using a single view photo |
| |
| [ML] | (urbanism) | T. Sun |
2020 SMarchS thesis |
|
| Synthesizing 3D morphology from a collection of urban design concepts |
| |
| [ML] | (ornament) | Hunmin Koh |
2018 SMarchS thesis |
|
| Shape analysis for digital representation of East Asian silk patterns |
| |
| [expert system] | (architecture) | Wangli Yi |
2024 SMarchS thesis |
|
| Data-driven Home Workspace Design: Interactive DIY Platform Mediating the User and Expert Literature |
| |
| [crowdsourcing] | (architecture) | J. Zhang |
2023 UG thesis |
|
| Crowdsourcing Feedback and Augmenting 3D Visualizations: Online Collaboration Tools for Gamified Participatory Design Workshops |
| |
| [affective comp.] |
(architecture) |
N. Vlavianos |
2023 PhD thesis |
2021 conference |
|
|
Measuring the Psychological and Physiological Responses of Humans Experiencing Sacred Architectural Space in XR: a Case Study at the Monastery of Simonos Petra
|
| |
| [affective comp.] |
(architecture) |
H. Tu |
2023 SMarchS thesis |
|
|
Analyzing Affective Responses to Virtual Spaces Using Physiological Sensors and Verbal Descriptions
|
| |
| [affective comp.] |
(urban design) |
G. Varinlioglu, H. Tu, T. Nagakura |
2023 conference |
|
|
Affective Computing for Game User Research
|
| |
| [data mining] | (architecture) | T. Nagakura, W. Peng, Y. Lei |
2021 conference |
|
| Representing Cultural Heritage Places through AR in Museums: Learning from the usage data sampled at the exhibition of Alva Aalto's Baker House |
| |
| [crowdsourcing] | (architecture) | I. As, T. Nagakura |
2016 Journal |
|
|
ARCHITECTURE FOR THE CROWD BY THE CROWD: A NEW MODEL FOR DESIGN ACQUISITION
|
| |
| [crowdsourcing] | (architecture) | I. As, T. Nagakura |
2017 conference |
|
|
Crowdsourcing the Obama Presidential Center: An Alternative Design Delivery Model: Democratizing Architectural Design
|
| |
| [crowdsourcing] | (urbanism) | Y. Yoshimura, S. He, G Hack, T Nagakura, C Ratti |
2020 conference |
2014 SMarchS thesis (Shan He) |
| Quantifying Memories: Mapping Urban Perception |
| |
| [data visualilzation] | (urbanism) | X. Chen |
2011 SMarchS thesis |
demo video (Singapore) |
demo video (Paris) |
| Seeing differently : cartography for subjective maps based on dynamic urban data |
| |
| [data visualization] | (urbanism) | N. Chen |
2016 SMarchS thesis |
|
| Urban data mining : social media data analysis as a complementary tool for urban design |
| |
| [data mining] | (architecture) | S. Zhang |
2020 MArch thesis |
|
| Value in design? Features, pricing, and design strategies |
| |
| [AI] | (VR) | Chang Liu |
2018 SMarchS thesis |
|
| PanoFrame: a crowdsourcing platform for making and editing multi-perspective narratives with panoramic video
|
| |
| [AI] | (VR) | Yuxuan Lei |
2022 SMarchS thesis |
|
| A Virtual Reality Rehabilitation Interface with Augmented Sensing, Interaction, and Visualization Techniques
|
| |
| [AI] | (architecture) | Chin-Yi Cheng |
2017 SMarchS thesis |
|
| Interactive design process based on augmented intelligence : a framework and toolkit for designers to interact and collaborate with AI algorithms |
| |
| [Media analysis] | (VR) | J. Chang |
2017 UG thesis |
|
| Designing in virtual reality : tools with the human field of vision |
| |
| [Measurment] | (handcraft) | G. Bernal |
2014 SMarchS thesis |
|
| Learning from master's muscles : EMG-based bio-feedback tool for augmenting manual fabrication and crafting |
| |
| [BIM] | (architecture) | T. Nagakura and W. Sung |
2017 conference |
|
| Spatial Typology for BIM - Preassembling for Synthetic Architectural Design |
| |
| [VR] | (architecture) | Josh Choi |
2016 SMarchS thesis |
|
| Merging three spaces : exploring user interface framework for spatial design in virtual reality |
| |
| [Participatory] | (architecture) | Josh Choi |
2014 MArch thesis |
|
| Democratic Play : crowd-sourcing through games for architectural design |
| |
| [Participatory] | (architecture) | Y. Hou |
2016 MArch thesis |
|
| Engaging public voice in big data society : an on-line participatory design experiment |
| |
| [Media analysis] | (animation) | K. Au |
2014 UG thesis |
| Animation : 2D versus 3D and their combined effect |
| |
| [Crowd simulation] | (architecture) | Taro Narahara |
2007 SMarch thesis |
demo video |
| The Space Re-Actor : walking a synthetic man through architectural space |
| |
| [Visualization Tool] | (architecture) | Onur Gun |
2006 SMarch thesis |
| Narration of light : computational tools for framing the tonal imagination |
| |
| [Film-making Tool] | (architecture) | P. Chatzitsakyris and T. Narahara |
2005 SMarch thesis |
2006 conference |
2006 Paper |
demo video |
| The man with the movie camera : an event-driven approach to architectural design |
| |
| [Media analysis] | (architecture) | F. Vairani |
2001 SMarchS thesis |
| Behind the screen : [on the perception of computer-generated architectural representations]
|
| |
| [Design Tool] | (architecture) | Fred Mbru |
2001 SMarchS thesis |
| Context modeling : extending the parametric object model with design context
|
| |