♦Introduction
Welcome to the web page of G.Tanaka Laboratory at Nagoya Institute of Technology (NITECH)! We are conducting research activities in
– Graduate School of Engineering, Computer Science Program,
– Department of Computer Science.
Our main research aims are as follows:
(1) to develop machine learning methods for temporal information processing;
(2) to explore novel computing paradigm by leveraging complex systems;
(3) to understand complex phenomena in the real world based on mathmatical modeling and apply them to solving various social problems.
In particular, we are interested in dynamical (time-varying) phenomena and time series data.
♦For applicants
Applicants who hope to join our laboratory should refer to the following information:
♦Annoucements
The 3rd International Workshop on Reservoir Computing in ICANN 2025 @ Kaunas
(submission deadline: May 1, 2025 May 15, 2025).
Special session on Reservoir computing in the deep learning era in IJCNN 2025 @ Rome, Italy (submission deadline: Jan. 15, 2025 Jan. 30, 2025).
The 2nd International Workshop on Reservoir Compupting in ICANN 2024 @ Lugano, Switzerland (submission deadline: Mar. 15, 2024 Mar. 25, 2024).
Special session on “Reservoir Computing: Progress in Methods, Applications, and Implementations” in WCCI/IJCNN 2024 @ Yokohama (submission deadline: Jan. 15, 2024 Jan. 29, 2024).
Special Issue on “New Frontiers in Extremely Efficient Reservoir Computing“, IEEE-TNNLS, 2022.
Book “Reservoir computing” (IN JAPANESE, Morikita Publishing, 2021), on sale!
News
- Jul. 01-05, 2025: K.Nogami gave an oral presentation, and Z.Li and T.Fujioka gave poster presentations in IJCNN 2025.
- Apr. 02 2025: We are recruiting a postdoc researcher for the CREST project (details at JREC-IN site).
- Apr. 02 2025: A paper on network structure estimation from binary dynamics has been published online from Chaos, Soliton, & Fractals.
- Apr. 01 2025: A paper on color image recognition with color-opponency-type filters and an SNN has been published online from NOLTA Journal.
- Apr. 01 2025: Five new members have joined our lab.
- Mar. 05 2024: G.Tanaka gave a talk at Workshop for Slow Electronics in AIST.
- Nov. 28 2024: A paper on ‘slow’ but efficient brain-inspired information processing has been published online from Advanced Materials.
- Nov. 06 2024: G.Tanaka gave a keynote talk at IS-PALD 2024.
- Oct. 24, 2024: T.Fujioka and K.Nogami gave poster presentations at 2024 IRCN Retreat.
- Oct. 04, 2024: We are recruiting a project research (see JREC-IN site for details).
- Sep. 19, 2024: G.Tanaka gave an invited talk in a symposium in the 85th JSAP Autumn Meeting 2024.
- Sep. 09, 2024: G.Tanaka gave a keynote talk in 2nd International Workshop on Deep Learning meets Neuromorphic Hardware.
- Sep. 09, 2024: A international conference paper on topology optimization of multi-reservoir computing models has been published (IJCNN).
- Jul. 19, 2024: A paper on graph NN for epidemic forecasting has been published online from KBS.
- Jul. 18, 2024: A Seminar on Reservoir Computing and Its Applications has been held in NITECH.
- Jul. 1-5, 2024: The Special Session on RC was held in WCCI 2024.
- May 01, 2024: A new assistant staff joined our lab.
- Apr. 01, 2024: Three undergraduate students joined our lab.
- Feb. 14, 2024: We are recruiting a project researcher (see JREC-IN site for details).
- Jan. 01, 2024: A paper on RC-based anomaly detection has been published online from NOLTA Journal (open access).
- Nov. 26, 2023: An international conference paper on dynamical graph ESN has been published (ICONIP).
- Oct. 25, 2023: G.Tanaka gave a research talk at International Conference on Neuromorphic, Natural, and Physical Computing.
- Sep. 22, 2023: G.Tanaka gave an invited talk at the 15th Nagoya Open Innovation Seminar ogranized by Nagoya Industries Promotion Corporation.
- Sep. 22, 2023: An international conference paper on identity recognition with blood pressure data has been published (ICANN).
- Aug. 14, 2023: G.Tanaka was appointed a Project Manager of IPA Mitou program.
- Aug. 02, 2023: An international conference paper on spin-wave-based RC has been published (IEEE IJCNN).
- Jul. 24, 2023: An international conference paper on spiking RC has been published from IEEE Symposium on VLSI Technology and Circuits.
- Jul. 21, 2023: G.Tanaka gave a lecture at a technical seminar of IPA Mitou program.
- Jun. 28, 2023: G.Tanaka gave a special lecture at Future University Hakodate.
- Jun. 20, 2023: G.Tanaka organized Special Session on “Reservoir Computing: theory, models, applications” in IJCNN 2023 with A.Ceni and C.Gallicchio.
- Apr. 01, 2023: Prof. Tanaka joined NITECH.