IEEE Consumer Electronics Magazine - March 2018 - 9

Final Decision

Images
Fe
ed
ba
ck

and Galina A. Moiseenko from the
Pavlov Institute of Physiology, RAS,
St. Petersburg, Russia. The Team
Vostok project is described as follows.
The state-of-the-art generalization of
AI systems (based on machine learning) is still highly dependent on the
data set used for training; they fail
when operating in a different environment from training conditions. Team
Vostok's approach to machine learning was anchored on the basis that any
AI p r o g r a m o r ma chi ne l e a rni ng
should work in parallel with a human
(also known as augmented AI or virtual intelligence) in solving real problems and learning from it. The AI
system could then be adjusted with a
few internal parameters to realize positive user utility. The use of EEGbased BCI was proposed to provide
feedback from the user to enhance
machine-learning algorithms. The
scheme is depicted in Figure 2.
Both positive/negative feedback and
the ground-truth decision was used
in training data sets. In case of object

Sensor Data
Solution

AI System
Machine-Learning
Algorithm

Online Learning
fiGURE 2. The EEG-based BCI for reinforcement learning.

Table 1. The results of recognizing opposite directions of covert
shift of attention.
Subject

1

2

3

4

5

6

7

Average

Accuracy (%)

79

76.7

75.9

67.4

72.9

80.3

77.7

75.7

fiGURE 3. The St. Petersburg organizing team. From right: Prof. Konstantin Glasman, Keterina Malahova, Prof. Yury Shelepin, Evgenia
Grinenko, Elena Yakimova, Eugene Shelepin, with participants Petya Vasiliev and Olga Vakhrameeva and son, in front of the bust of
Nobel laureate Ivan Pavlov.

march 2018

^

IEEE Consumer Electronics Magazine

9



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