SlideShare a Scribd company logo
By nifty
Yes
40%
No
60%
1
Yes
0%
No
100%
2
3
An ornamental fish breeding system
4
5
6
Aquarium
Sensor Data
7
Aquarium
Sensor Data
8
Aquarium
Sensor Data
Movie
Machine Learning Software
Weka Version.3.6
Classification Algorithm
J48
Machine Spec
Mac mini
(OS X v10.10 Yosemite)
Ground Truth Data
5minutes movie
data of each state
(640 480pixel, 30fps)
4 Types of Fish’s State Machine Leaning details
9
Calm Active Fear Eating
Calm 97.7% 0.0% 0.0% 2.3%
Active 1.7% 82.3% 12.0% 4.0%
Fear 0.3% 22.3% 66.0% 11.3%
Eating 0.0% 18.7% 2.3% 79.0%
Result of 5-Fold Cross-Validation
10
11
Water
temperature
Whether fish
is active
Whether fish
is scared
Time from
last bait
Salinity
concentration
“Too hot…”
“I feel painful”
“I’m scared”
“I’m fine!!”
“I’m hungry”
“It’s too cold”
“I’m bored”
No Yes
Yes
Long
Abnormal
Low High
12
Movie
Aquarium
Sensor Data
Environment
Data
Display
Display
Action
Notify
Display Contents
13
TalkingNemo
Conventional
aquarium
People who came along 212 203
People who stopped 108 32
Average observation 2min 12sec 48sec
People who fed the fish 22 3
14
Increased!
Result of Evaluation
15
Question
1
(Strongly
disagree)
2 3 4 5
(Strongly
agree)
Do you feel that the
fish are expressing
their thoughts?
1 1 11 11 12
Do you feel like you
are communicating
with fish?
4 7 7 14 4
Are you more
interested in the fish? 0 0 4 17 15
Result of questionnaire
18
Naohiro Isokawa
Graduate School of Media and Governance, Keio University
isokichi@ht.sfc.keio.ac.jp
http://www.ht.sfc.keio.ac.jp/~isokichi
19
Future Work
20
Future Work
21
Future Work
22
Future Work
23
1 2 3 4 n
White labeling of training data
24
calm active
eatingafraid
Does a fish have emotions?
25
I can feel fear

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TalkingNemo