IEEE Systems, Man and Cybernetics Magazine - January 2020 - 23

Human
Intelligence
Meets
Smart
Machine
A Special Event at the
IEEE International Conference
on Systems, Man, and
Cybernetics 2018

©ISTOCKPHOTO.COM/JXFZSY

by Chang-Shing Lee,
Mei-Hui Wang, Li-Wei Ko, Yi-Hsiu Lee,
Hirofumi Ohashi, Naoyuki Kubota,
Yusuke Nojima, and Shun-Feng Su

M

achine learning is a popular approach for
cybernetics systems and has always been
considered as an important research
topic in the computational intelligence
area. The Open Go Darkforest (OGD)
cloud platform, a machine-human co-learning model, was
established to help human players learn and analyze the
game Go based on their learning behavior and performance.
To evaluate humans' learning progress, a special event-
Human and Smart Machine Co-Learning @ IEEE SMC
2018-was held at the IEEE International Conference on
Systems, Man, and Cybernetics (SMC) in Miyazaki, Japan, in
October 2018.
During this event, five professional and four amateur Go
players were invited to co-learn with a smart machine
based on Facebook open-source ELF OpenGo and the robot
Digital Object Identifier 10.1109/MSMC.2019.2948050
Date of current version: 15 January 2020

2333-942X/20©2020IEEE

Palro from Fujisoft, Japan. We utilized a novel wearable
brain-computer interface (BCI) system that can monitor
the physiological states of the Go players and reflect five
indices: attention, stress, fatigue, left-brain activation, and
right-brain activation. This novel portable BCI system comprises an innovative moisture retention sponge electroencephalography sensor, a miniaturized wireless biomedical
circuit, and a human-machine interface. This event, which
was conducted in cooperation between professional players
and smart machines, will help attract the attention of worldwide scholars to the IEEE Systems, Man, and Cybernetics
Society (SMCS) conferences. We hope to achieve the goal of
human-machine co-learning from a human's perspective
for use in educational applications in the future.
OGD Cloud Platform
Human thinking while playing Go seems to be difficult
to explain in a few words. Black has the advantage of
first move in a Go game. To compensate for this, White is
Ja nu a r y 2020

IEEE SYSTEMS, MAN, & CYBERNETICS MAGAZINE

23


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IEEE Systems, Man and Cybernetics Magazine - January 2020

Table of Contents for the Digital Edition of IEEE Systems, Man and Cybernetics Magazine - January 2020

Contents
IEEE Systems, Man and Cybernetics Magazine - January 2020 - Cover1
IEEE Systems, Man and Cybernetics Magazine - January 2020 - Cover2
IEEE Systems, Man and Cybernetics Magazine - January 2020 - Contents
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 2
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 3
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 4
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 5
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 6
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 7
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 8
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 9
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 10
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 11
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 12
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 13
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 15
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 16
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 18
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 19
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 20
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 21
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 22
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 23
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 25
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 27
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 30
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 38
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - 40
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 41
IEEE Systems, Man and Cybernetics Magazine - January 2020 - 42
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IEEE Systems, Man and Cybernetics Magazine - January 2020 - Cover3
IEEE Systems, Man and Cybernetics Magazine - January 2020 - Cover4
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