質問編集履歴
3
ライブラリの読み込み、MNISTからのデータのダウンロードや読み込みなどの部分を追加しました。
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```R
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library(ggplot2)
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library(dplyr)
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#install.packages("R.utils")
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library(R.utils) # unzip()を使う
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library(gclus)
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library(MASS)
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#install.packages("recommenderlab")
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library("recommenderlab")
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#download data from http://yann.lecun.com/exdb/mnist/
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#download.file("http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz",
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# "train-images-idx3-ubyte.gz")
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#download.file("http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz",
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# "train-labels-idx1-ubyte.gz")
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#download.file("http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz",
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# "t10k-images-idx3-ubyte.gz")
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#download.file("http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz",
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# "t10k-labels-idx1-ubyte.gz")
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# gunzip the file
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#R.utils::gunzip("train-images-idx3-ubyte.gz")
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#R.utils::gunzip("train-labels-idx1-ubyte.gz")
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#R.utils::gunzip("t10k-images-idx3-ubyte.gz")
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#R.utils::gunzip("t10k-labels-idx1-ubyte.gz")
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# load image files
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load_image_file = function(filename) {
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ret = list()
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f = file(filename, 'rb')
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readBin(f, 'integer', n = 1, size = 4, endian = 'big')
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n = readBin(f, 'integer', n = 1, size = 4, endian = 'big')
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nrow = readBin(f, 'integer', n = 1, size = 4, endian = 'big')
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ncol = readBin(f, 'integer', n = 1, size = 4, endian = 'big')
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x = readBin(f, 'integer', n = n * nrow * ncol, size = 1, signed = FALSE)
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close(f)
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data.frame(matrix(x, ncol = nrow * ncol, byrow = TRUE))
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}
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# load label files
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load_label_file = function(filename) {
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f = file(filename, 'rb')
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readBin(f, 'integer', n = 1, size = 4, endian = 'big')
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n = readBin(f, 'integer', n = 1, size = 4, endian = 'big')
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y = readBin(f, 'integer', n = n, size = 1, signed = FALSE)
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close(f)
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y
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}
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# load images
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train = load_image_file("train-images-idx3-ubyte")
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test = load_image_file("t10k-images-idx3-ubyte")
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# load labels
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train$y = as.factor(load_label_file("train-labels-idx1-ubyte"))
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test$y = as.factor(load_label_file("t10k-labels-idx1-ubyte"))
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# helper function for visualization
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show_digit = function(arr784, col = gray(12:1 / 12), ...) {
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test
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test
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```
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-
と試したりしましたが、う
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と試したりしましたが、3と4が混ざったような画像が出力されるだけで教師なし分類ができません。
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1
誤字訂正
test
CHANGED
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File without changes
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test
CHANGED
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@@ -226,6 +226,8 @@
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と試したりしましたが、うまくいきません。
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### 補足情報（FW/ツールのバージョンなど）
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