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Intelligent Data Science Lab
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The lab analyzes large-scale time-series data in real time to predict the future.

AboutAbout the lab
Transforming society through future prediction
The Intelligent Data Science Lab (Sakurai-Matsubara Lab) researches technologies that use large-scale data to analyze the temporal evolution of natural and social phenomena in real time and optimize social activities.
The lab develops technologies that find important patterns in large-scale time-series data obtained from sources such as IoT devices and predict future events.
The lab conducts joint research with many companies and also focuses on transferring the technologies it develops to industry.
The lab belongs to the Institute of Scientific and Industrial Research (SANKEN) at the University of Osaka, and accepts students as a cooperating chair of the Graduate School of Information Science and Technology.
Key terms
- Time-series data
- Data recorded in sequence along the flow of time. Sensor measurements are one example.
- IoT
- A mechanism that connects various devices to a network and collects data from them.
- Cooperating chair (kyoryoku koza)
- A framework in which a lab belonging to a research institute accepts students as a graduate school chair.
NewsLab news
Yasuko Matsubara received the 57th Ichimura Academic Award (Contribution Award).
A master's student received the Excellent Paper Award at DEIM2024.
Yasushi Sakurai and Yasuko Matsubara received the Prize for Science and Technology (Research Category) in the Commendation for Science and Technology by the Minister of Education, Culture, Sports, Science and Technology.
Assistant Professor Koki Kawabata received the Kambayashi Young Researcher Award from the Database Society of Japan.
A master's student received the Student Presentation Award at DEIM2024.
ResearchResearch themes
The lab aims to develop technologies that analyze natural and social phenomena that change over time, using large-scale data in real time, and optimize social activities. The lab keeps asking "what makes a technology truly practical?" and also works on introducing its technologies into society.
*Illustrative imageReal-time future prediction technology
For large-scale time-series data from sources such as IoT devices, the lab analyzes and learns how phenomena change over time using nonlinear dynamical models. It develops technologies that discover important patterns and predict future events with high accuracy and speed.
*Illustrative imagePrediction technology that runs on small devices
The lab develops lightweight, fast, and memory-efficient prediction technologies that run on small devices and embedded systems without requiring a PC. It is extending this work to the use of sensor data in manufacturing and to data analysis in healthcare.
MembersFaculty
The members of the Intelligent Data Science Lab (Sakurai-Matsubara Lab) consist of faculty, project researchers, technical managers, project administrative staff, and doctoral, master's, and undergraduate students (including working-professional doctoral students).As of 2026
- ProfessorYasushi Sakurai
- ProfessorYasuko Matsubara
- Project Associate ProfessorZheng Chen
- Assistant ProfessorKoki Kawabata
- Project Assistant ProfessorTasuku Kimura
- Project Assistant ProfessorSheng Hu
- Project Assistant ProfessorRen Fujiwara
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Report an errorAbout the images
The top and research theme images are illustrative and were not taken at the lab. They are cropped from Wikimedia Commons images. Cropped CC BY-SA images are provided under the same CC BY-SA license as the original (version shown on each line).
- Top image: “August 2010, Monitors displaying real-time data transmitted from the CTD ( )” USEPA Environmental-Protection-Agency / Public domain (cropped)
- Real-time future prediction technology: “LPMDL-110X IoT pressure monitoring data logger” Niau33 / CC BY-SA 4.0 (cropped)
- Prediction technology that runs on small devices: “Intel” Ioan Sameli / CC BY-SA 2.0 (cropped)
- Related lab (Intelligent Integrated Systems Lab): “Microchip Technology PIC16C558 EPROM DIP Microcontroller” Binarysequence / CC0 (cropped)
- Related lab (Quantum Information Systems Lab): “Alice and Bob Cryostat” Nilhope / CC BY-SA 4.0 (cropped)
- Related lab (Advanced Thin-Film Functional Properties Lab): “Organic CMOS logic circuit” Yasunori Takeda et al. / CC BY 4.0 (cropped)
- Related lab (Information Systems Synthesis Lab): “Embedded World 2014 Atmel Acqua A5” Ordercrazy / CC0 (cropped)
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