Computational Intelligence Laboratory

M. Akiyoshi

Masanori Akiyoshi
(Professor)

Office: 23-528 Ext.: 3775

e-mail: akiyoshi@kanagawa-u.ac.jp

03/1996, D.Eng., Kyoto University

03/1987, M.Eng., Kyoto University

H.Murakami

Hisashi Murakami
(Associate Professor)

Office: 23-529 Ext.:3776

e-mail:  murakami@kanagawa-u.ac.jp

03/2015, D.Sci., Kobe University

03/2012, M.S., Kobe University

Research Field

Artificial Intelligence, System Science.

Research Overview

Development of ease-of-use computational intelligence such as collaborative agents.

Research Subjects

  • 1. Organizational learning framework.
  • 2. Cloud-based e-learning.
  • 3. Bio-inspired systems.

Introduction:

Improvements in computing power and network infrastructure allow us to use computers for many everyday tasks. For instance, smartphones are used for communication and business with word processing, presentations, and e-mail, which increases our productivity. In addition, computers are expected to enhance our intelligence. Collective intelligence, based on a network infrastructure and machine learning using massive computation, is being developed. Our work focuses on the emergence of collective intelligence in organizational learning frameworks, cloud-based e-learning with individual adaptation and crowdsourcing, and robust systems inspired by collective animal behavior. We collaborate with companies and other research organizations to verify our research.

Publications
  • 1) M. Akiyoshi et al, “A generation method of case study data for DEA,” IEEJ Transactions on Electronics, Information and Systems, vol. 136(3), pp. 318–326 (2016).
  • 2) M. Akiyoshi et al, “An anomaly detection method on Web-based system by trend analysis with autoregressive model,” IEEJ Transactions on Electronics, Information and Systems, vol. 133(7), pp. 1410–1416 (2014).
  • 3)M. Akiyoshi et al, “Reference operation generation method on project manager skill-up simulator,” Communications in Computer and Information Science, vol. 415, pp. 297–307 (2013).
  • 4) H. Murakami et al, “Inherent noise appears as a Lévy walk in fish schools”, Scientific Reports, vol. 5, 10605 (2015).
  • 5) H. Murakami et al, "Collective behavior of soldier crab swarm in both ring- and round-shaped arenas ", Artificial Life Robotics, vol. 20, pp. 315–319 (2015).
  • 6)H. Murakami et al, “Emergent runaway into an avoidance area in a swarm of soldier crabs” PLoS ONE, vol. 9(5), e97870 (2014).
Affiliated Academic Organizations

M. Akiyoshi:IEEE, Japanese Society of Artificial Intelligence, Information Processing Society of Japan.
H. Murakami:Society of Instrument and Control Engineers, Japan Ethological Society, Biophysical Society of Japan.

Current members
◯ Professors: 1 ◯ Assistant Professors: 1
◯ Undergraduates: 11

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