行列分解を用いたゴミ残渣発生における空間的特徴の分析 12. 1 4
R
R
I I
J J
X U
V
地域メッシュ
ゴミの残渣
観測された数
×
~~X
R
R
I I
J J
X U
V
地域メッシュ
ゴミの残渣
観測された数
×
~~ U
8 2
3
3
⇡<latexit sha1_base64="zSeINC7mBfKT7PUA/yJdG943/8Q=">AAAB7XicbVBNSwMxEJ2tX7V+VT16CRbBU9kVQb0VvXis4NpCu5Rsmm1Ds0lIsmJZ+iO8eFDx6v/x5r8xbfegrQ8GHu/NMDMvVpwZ6/vfXmlldW19o7xZ2dre2d2r7h88GJlpQkMiudTtGBvKmaChZZbTttIUpzGnrXh0M/Vbj1QbJsW9HSsapXggWMIItk5qdbFSWj71qjW/7s+AlklQkBoUaPaqX92+JFlKhSUcG9MJfGWjHGvLCKeTSjczVGEywgPacVTglJoon507QSdO6aNEalfCopn6eyLHqTHjNHadKbZDs+hNxf+8TmaTyyhnQmWWCjJflGQcWYmmv6M+05RYPnYEE83crYgMscbEuoQqLoRg8eVlEp7Vr+rB3XmtcV2kUYYjOIZTCOACGnALTQiBwAie4RXePOW9eO/ex7y15BUzh/AH3ucP/zWPig==</latexit><latexit sha1_base64="zSeINC7mBfKT7PUA/yJdG943/8Q=">AAAB7XicbVBNSwMxEJ2tX7V+VT16CRbBU9kVQb0VvXis4NpCu5Rsmm1Ds0lIsmJZ+iO8eFDx6v/x5r8xbfegrQ8GHu/NMDMvVpwZ6/vfXmlldW19o7xZ2dre2d2r7h88GJlpQkMiudTtGBvKmaChZZbTttIUpzGnrXh0M/Vbj1QbJsW9HSsapXggWMIItk5qdbFSWj71qjW/7s+AlklQkBoUaPaqX92+JFlKhSUcG9MJfGWjHGvLCKeTSjczVGEywgPacVTglJoon507QSdO6aNEalfCopn6eyLHqTHjNHadKbZDs+hNxf+8TmaTyyhnQmWWCjJflGQcWYmmv6M+05RYPnYEE83crYgMscbEuoQqLoRg8eVlEp7Vr+rB3XmtcV2kUYYjOIZTCOACGnALTQiBwAie4RXePOW9eO/ex7y15BUzh/AH3ucP/zWPig==</latexit><latexit sha1_base64="zSeINC7mBfKT7PUA/yJdG943/8Q=">AAAB7XicbVBNSwMxEJ2tX7V+VT16CRbBU9kVQb0VvXis4NpCu5Rsmm1Ds0lIsmJZ+iO8eFDx6v/x5r8xbfegrQ8GHu/NMDMvVpwZ6/vfXmlldW19o7xZ2dre2d2r7h88GJlpQkMiudTtGBvKmaChZZbTttIUpzGnrXh0M/Vbj1QbJsW9HSsapXggWMIItk5qdbFSWj71qjW/7s+AlklQkBoUaPaqX92+JFlKhSUcG9MJfGWjHGvLCKeTSjczVGEywgPacVTglJoon507QSdO6aNEalfCopn6eyLHqTHjNHadKbZDs+hNxf+8TmaTyyhnQmWWCjJflGQcWYmmv6M+05RYPnYEE83crYgMscbEuoQqLoRg8eVlEp7Vr+rB3XmtcV2kUYYjOIZTCOACGnALTQiBwAie4RXePOW9eO/ex7y15BUzh/AH3ucP/zWPig==</latexit><latexit sha1_base64="zSeINC7mBfKT7PUA/yJdG943/8Q=">AAAB7XicbVBNSwMxEJ2tX7V+VT16CRbBU9kVQb0VvXis4NpCu5Rsmm1Ds0lIsmJZ+iO8eFDx6v/x5r8xbfegrQ8GHu/NMDMvVpwZ6/vfXmlldW19o7xZ2dre2d2r7h88GJlpQkMiudTtGBvKmaChZZbTttIUpzGnrXh0M/Vbj1QbJsW9HSsapXggWMIItk5qdbFSWj71qjW/7s+AlklQkBoUaPaqX92+JFlKhSUcG9MJfGWjHGvLCKeTSjczVGEywgPacVTglJoon507QSdO6aNEalfCopn6eyLHqTHjNHadKbZDs+hNxf+8TmaTyyhnQmWWCjJflGQcWYmmv6M+05RYPnYEE83crYgMscbEuoQqLoRg8eVlEp7Vr+rB3XmtcV2kUYYjOIZTCOACGnALTQiBwAie4RXePOW9eO/ex7y15BUzh/AH3ucP/zWPig==</latexit>
R
R
I I
J J
X U
V
地域メッシュ
ゴミの残渣
観測された数
×
~~
V
14. 1 4,
4, 1
p(U, V|X) / p(X|U, V)p(U)p(V)<latexit sha1_base64="nmnghZFgKOVTCLYYPEYunq+NXME=">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</latexit><latexit sha1_base64="nmnghZFgKOVTCLYYPEYunq+NXME=">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</latexit>
U ⇠ N(0, I)+
V ⇠ N(0, I)+<latexit sha1_base64="XY5RoJwPBkJzijqXz7Dlq7tMUNE=">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</latexit><latexit sha1_base64="XY5RoJwPBkJzijqXz7Dlq7tMUNE=">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</latexit>
N(X|UVT
, I)<latexit sha1_base64="MVxYKsXOa1R8AI2ENu1Sc5C2BLU=">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</latexit><latexit sha1_base64="MVxYKsXOa1R8AI2ENu1Sc5C2BLU=">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</latexit>
15. 1
R = {2, 4, 6, 8, 10, 16, 32}<latexit sha1_base64="NhbqTFC4AXXIWvi+RBFsWjDUYnw=">AAACAHicbVBNS8NAEN3Ur1q/ol4EL4tF8BBKUkutB6HoxWMVYwtNKJvttl262YTdjVBCvfhXvHhQ8erP8Oa/cdvmoK0PBh7vzTAzL4gZlcq2v43c0vLK6lp+vbCxubW9Y+7u3csoEZi4OGKRaAVIEkY5cRVVjLRiQVAYMNIMhlcTv/lAhKQRv1OjmPgh6nPaoxgpLXXMg1t4Ab20bFWsqlWzHNtyqtZp2Rt3zKJdsqeAi8TJSBFkaHTML68b4SQkXGGGpGw7dqz8FAlFMSPjgpdIEiM8RH3S1pSjkEg/nX4whsda6cJeJHRxBafq74kUhVKOwkB3hkgN5Lw3Ef/z2onq1fyU8jhRhOPZol7CoIrgJA7YpYJgxUaaICyovhXiARIIKx1aQYfgzL+8SNxy6bzk3FSK9cssjTw4BEfgBDjgDNTBNWgAF2DwCJ7BK3gznowX4934mLXmjGxmH/yB8fkDBcaS9w==</latexit><latexit sha1_base64="NhbqTFC4AXXIWvi+RBFsWjDUYnw=">AAACAHicbVBNS8NAEN3Ur1q/ol4EL4tF8BBKUkutB6HoxWMVYwtNKJvttl262YTdjVBCvfhXvHhQ8erP8Oa/cdvmoK0PBh7vzTAzL4gZlcq2v43c0vLK6lp+vbCxubW9Y+7u3csoEZi4OGKRaAVIEkY5cRVVjLRiQVAYMNIMhlcTv/lAhKQRv1OjmPgh6nPaoxgpLXXMg1t4Ab20bFWsqlWzHNtyqtZp2Rt3zKJdsqeAi8TJSBFkaHTML68b4SQkXGGGpGw7dqz8FAlFMSPjgpdIEiM8RH3S1pSjkEg/nX4whsda6cJeJHRxBafq74kUhVKOwkB3hkgN5Lw3Ef/z2onq1fyU8jhRhOPZol7CoIrgJA7YpYJgxUaaICyovhXiARIIKx1aQYfgzL+8SNxy6bzk3FSK9cssjTw4BEfgBDjgDNTBNWgAF2DwCJ7BK3gznowX4934mLXmjGxmH/yB8fkDBcaS9w==</latexit><latexit sha1_base64="NhbqTFC4AXXIWvi+RBFsWjDUYnw=">AAACAHicbVBNS8NAEN3Ur1q/ol4EL4tF8BBKUkutB6HoxWMVYwtNKJvttl262YTdjVBCvfhXvHhQ8erP8Oa/cdvmoK0PBh7vzTAzL4gZlcq2v43c0vLK6lp+vbCxubW9Y+7u3csoEZi4OGKRaAVIEkY5cRVVjLRiQVAYMNIMhlcTv/lAhKQRv1OjmPgh6nPaoxgpLXXMg1t4Ab20bFWsqlWzHNtyqtZp2Rt3zKJdsqeAi8TJSBFkaHTML68b4SQkXGGGpGw7dqz8FAlFMSPjgpdIEiM8RH3S1pSjkEg/nX4whsda6cJeJHRxBafq74kUhVKOwkB3hkgN5Lw3Ef/z2onq1fyU8jhRhOPZol7CoIrgJA7YpYJgxUaaICyovhXiARIIKx1aQYfgzL+8SNxy6bzk3FSK9cssjTw4BEfgBDjgDNTBNWgAF2DwCJ7BK3gznowX4934mLXmjGxmH/yB8fkDBcaS9w==</latexit><latexit sha1_base64="NhbqTFC4AXXIWvi+RBFsWjDUYnw=">AAACAHicbVBNS8NAEN3Ur1q/ol4EL4tF8BBKUkutB6HoxWMVYwtNKJvttl262YTdjVBCvfhXvHhQ8erP8Oa/cdvmoK0PBh7vzTAzL4gZlcq2v43c0vLK6lp+vbCxubW9Y+7u3csoEZi4OGKRaAVIEkY5cRVVjLRiQVAYMNIMhlcTv/lAhKQRv1OjmPgh6nPaoxgpLXXMg1t4Ab20bFWsqlWzHNtyqtZp2Rt3zKJdsqeAi8TJSBFkaHTML68b4SQkXGGGpGw7dqz8FAlFMSPjgpdIEiM8RH3S1pSjkEg/nX4whsda6cJeJHRxBafq74kUhVKOwkB3hkgN5Lw3Ef/z2onq1fyU8jhRhOPZol7CoIrgJA7YpYJgxUaaICyovhXiARIIKx1aQYfgzL+8SNxy6bzk3FSK9cssjTw4BEfgBDjgDNTBNWgAF2DwCJ7BK3gznowX4934mLXmjGxmH/yB8fkDBcaS9w==</latexit>
= 1
5 1
R
L(X, U, V) =
1
2
kX UVT
k2
+
1
2
(kUk2
2 + kVk2
2) +
1
2
log 2⇡
s.t.U > 0, V > 0<latexit sha1_base64="DAYuY0DB+XLlR/3rKR1DST+UXlc=">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</latexit><latexit sha1_base64="DAYuY0DB+XLlR/3rKR1DST+UXlc=">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</latexit><latexit sha1_base64="DAYuY0DB+XLlR/3rKR1DST+UXlc=">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</latexit><latexit sha1_base64="DAYuY0DB+XLlR/3rKR1DST+UXlc=">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</latexit>