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"source": [
"## Feature selection using sisPCA on the Breast Cancer Wisconsin dataset\n",
"\n",
"In this tutorial, we will showcase how sisPCA can be used as a plug-in replacement of PCA to get better disentangled data representation."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "da546b1a-4fbd-4db2-899f-7318ef9ada85",
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"from lightning.pytorch import seed_everything\n",
"torch.set_default_dtype(torch.float32)\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn.metrics import silhouette_score\n",
"from scipy.linalg import subspace_angles\n",
"from plotnine import *\n",
"\n",
"from sispca.utils import normalize_col, delta_kernel, hsic_gaussian, hsic_linear\n",
"from sispca import Supervision, SISPCADataset, SISPCA"
]
},
{
"cell_type": "markdown",
"id": "d848ea31-4935-4652-80d9-c081b671c925",
"metadata": {},
"source": [
"### Load and preprocess the breast cancer dataset\n",
"The [Kaggle Breast Cancer Wisconsin (Diagnostic) Data Set](https://www.kaggle.com/datasets/uciml/breast-cancer-wisconsin-data?resource=download) contains 569 samples with 30 real-valued summary features calculated from imaging data of breast mass. Here our goals include:\n",
"\n",
"1.\tLearn a representation for predicting diagnosis status ('Malignant' or 'Benign', not used during training).\n",
"2.\tUnderstand how original features contribute to data variability, the learned representation, and diagnosis potential."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9f0ded8e-c889-4d8e-97d7-c0483a034ac3",
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" id diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n",
"0 842302 M 17.99 10.38 122.80 1001.0 \n",
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"3 0.14250 0.28390 0.2414 0.10520 \n",
"4 0.10030 0.13280 0.1980 0.10430 \n",
"\n",
" ... texture_worst perimeter_worst area_worst smoothness_worst \\\n",
"0 ... 17.33 184.60 2019.0 0.1622 \n",
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"2 ... 25.53 152.50 1709.0 0.1444 \n",
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" compactness_worst concavity_worst concave points_worst symmetry_worst \\\n",
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},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# kaggle datasets download -d uciml/breast-cancer-wisconsin-data\n",
"data_raw = pd.read_csv('./data/breast_cancer.csv')\n",
"data_raw.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "eedcd77d-5e00-4c3d-b488-d8f47065573b",
"metadata": {},
"outputs": [],
"source": [
"# remove the id and diagnosis columns\n",
"data = data_raw.drop(['Unnamed: 32','id','diagnosis'], axis = 1)"
]
},
{
"cell_type": "markdown",
"id": "59c3aec6-3db3-434e-84ee-999cb28296b9",
"metadata": {},
"source": [
"Each one of the 30 features are computed from a digitized image of a fine needle aspirate (FNA) of a breast mass. They describe characteristics of the cell nuclei present in the image, such as radius (mean of distances from center to points on the perimeter), texture (standard deviation of gray-scale values), perimeter and area. Note that the feature set is somewhat redundant. For example, 'perimeter' features are highly correlated with 'radius' features."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "98050189-d4c3-4af9-b498-922df49d74e4",
"metadata": {},
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{
"data": {
"text/plain": [
"0.997855281493811"
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"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"torch.corrcoef(\n",
" normalize_col(torch.from_numpy(\n",
" data_raw[['radius_mean', 'perimeter_mean']].to_numpy()\n",
" ), center=True, scale=True).T\n",
")[0][1].item()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6de3bc02-9c69-4606-9800-478eaf99b570",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9651365139559879"
]
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"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"torch.corrcoef(\n",
" normalize_col(torch.from_numpy(\n",
" data_raw[['radius_mean', 'perimeter_worst']].to_numpy()\n",
" ), center=True, scale=True).T\n",
")[0][1].item()"
]
},
{
"cell_type": "markdown",
"id": "7dd1984d-7722-4732-8b28-8a5763314673",
"metadata": {},
"source": [
"### Principal component analysis (PCA)\n",
"Let us first try the unsupervised PCA to select features that best capture the data. This can be done by running `torch.linalg.svd`, or equivalently, running `SISPCA` with a single unsupervised subspace."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c0ab5987-20f1-4cbd-9d84-d8377909f54d",
"metadata": {},
"outputs": [],
"source": [
"# first normalize the data\n",
"x = torch.from_numpy(data.to_numpy()) # (569, 30)\n",
"x = normalize_col(x, center=True, scale = True)\n",
"\n",
"# then solve PCA by SVD\n",
"u, s, vh = torch.linalg.svd(x, full_matrices=False)\n",
"pca_rep_1 = (u @ torch.diag(s)).numpy() # the svd-based pca scores, (569, 30)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9e0e4515",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: True (mps), used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"HPU available: False, using: 0 HPUs\n",
"/Users/jysumac/miniforge3/envs/sispca/lib/python3.10/site-packages/lightning/pytorch/trainer/setup.py:177: PossibleUserWarning: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
"/Users/jysumac/miniforge3/envs/sispca/lib/python3.10/site-packages/lightning/pytorch/core/optimizer.py:182: UserWarning: `LightningModule.configure_optimizers` returned `None`, this fit will run with no optimizer\n",
"\n",
" | Name | Type | Params | Mode\n",
"---------------------------------------------\n",
" | other params | n/a | 300 | n/a \n",
"---------------------------------------------\n",
"0 Trainable params\n",
"300 Non-trainable params\n",
"300 Total params\n",
"0.001 Total estimated model params size (MB)\n",
"0 Modules in train mode\n",
"0 Modules in eval mode\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 supervision variables provided for 1 subspaces. The last subspace will be unsupervised.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jysumac/miniforge3/envs/sispca/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: PossibleUserWarning: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=7` in the `DataLoader` to improve performance.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6a4f030f85034731ae2bcacff2b6c9ab",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: | | 0/? [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# or alternatively, solve PCA as a special case of SISPCA\n",
"model = SISPCA(\n",
" SISPCADataset(x, target_supervision_list=[]),\n",
" n_latent_sub = [10],\n",
" solver = 'eig',\n",
")\n",
"model.fit(batch_size = -1, max_epochs = 20)\n",
"pca_rep_2 = model.get_latent_representation()"
]
},
{
"cell_type": "markdown",
"id": "6c76ad10",
"metadata": {},
"source": [
"We can see that the two solutions are essentially the same."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5522540d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(2.679780878067073e-06)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.linalg.norm(subspace_angles(pca_rep_1[:, :10], pca_rep_2[:, :10]))"
]
},
{
"cell_type": "markdown",
"id": "c77b3549-ba65-4158-a76a-793963895f11",
"metadata": {},
"source": [
"#### Examine variances explained by each PC\n",
"To determine the number of PCs to include, we can check the elbow of the variance explained curve."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8885e65e-4ee6-4387-9ec1-ad28527bbd7e",
"metadata": {},
"outputs": [
{
"data": {
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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"df_var = pd.DataFrame({\n",
" 'pc': np.arange(len(s)) + 1,\n",
" 'var_explained_ratio': (s / s.sum()).numpy()\n",
"})\n",
"\n",
"(\n",
" ggplot(df_var, aes(x = 'pc', y = 'var_explained_ratio')) + \n",
" geom_point() + \n",
" geom_line() + \n",
" labs(x = 'PC', y = 'Variance proportion\\nexplained by each PC') + \n",
" theme_classic() + \n",
" theme(figure_size=(4,3))\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "198f55aa-b5ba-4050-9164-f7cfcdc2e851",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The top 6 PCs collectively explain 61.6% of total variance.\n"
]
}
],
"source": [
"n_dim = 6\n",
"print(f\"The top {n_dim} PCs collectively explain {s[:n_dim].sum() / s.sum() * 100 :.1f}% of total variance.\")"
]
},
{
"cell_type": "markdown",
"id": "2b94ff63-a424-40c0-9553-0624a2866cff",
"metadata": {},
"source": [
"#### Visualize and quantify the quality of PCA representations\n",
"From the plot, it appears that the malignant and benign samples are well separated according to PC1 and PC2, while there is also strong within-group variation."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "38e2b16f-d007-4064-8a79-fbea0167659d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"df_sample = data_raw.copy()\n",
"df_sample['PC_1'] = pca_rep_1[:, 0]\n",
"df_sample['PC_2'] = pca_rep_1[:, 1]\n",
"\n",
"(\n",
" ggplot(df_sample, aes(x = 'PC_1', y = 'PC_2')) + \n",
" geom_point(aes(color = 'diagnosis')) + \n",
" labs(title = 'PCA') + \n",
" theme_classic() + \n",
" theme(figure_size=(4,3))\n",
")"
]
},
{
"cell_type": "markdown",
"id": "a6efcae3-badd-4da2-834a-63b7aa216c17",
"metadata": {},
"source": [
"To quantitatively evaluate the quality of our representation, we can measure the prediction power regarding malignancy status using the Sihouette score. A higher score means that malignant and benign samples are more separated in the corresponding latent space."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7e7732ae",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silhouette score (PCA - PC1-3) 0.294\n",
"Silhouette score (PCA - PC4-6) 0.013\n",
"Silhouette score (PCA - PC1-6) 0.160\n"
]
}
],
"source": [
"print(f\"Silhouette score (PCA - PC1-3) {silhouette_score(u[:, :3], data_raw['diagnosis']):.3f}\")\n",
"print(f\"Silhouette score (PCA - PC4-6) {silhouette_score(u[:, 3:6], data_raw['diagnosis']):.3f}\")\n",
"print(f\"Silhouette score (PCA - PC1-6) {silhouette_score(u[:, :6], data_raw['diagnosis']):.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "498a2d15-20fa-4257-a976-1e11eac44ff1",
"metadata": {},
"source": [
"#### Extract top features that contribute to PC1\n",
"Using the PCA loading matrix, we can rank features based on their contributions to each PC. Here, we focus on the first PC where malignant and benign samples are best separated. From the above plot, it is clear that malignancy-specific features should contribute *negatively* to PC1."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "993ee6bc-a56e-46bb-b73a-c1515d774741",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
name
\n",
"
loading_pc1
\n",
"
loading_pc2
\n",
"
loading_pc3
\n",
"
\n",
" \n",
" \n",
"
\n",
"
8
\n",
"
symmetry_mean
\n",
"
-0.223110
\n",
"
0.112699
\n",
"
-0.223739
\n",
"
\n",
"
\n",
"
0
\n",
"
radius_mean
\n",
"
-0.218902
\n",
"
-0.103725
\n",
"
-0.227537
\n",
"
\n",
"
\n",
"
23
\n",
"
area_worst
\n",
"
-0.182579
\n",
"
0.098787
\n",
"
-0.116649
\n",
"
\n",
"
\n",
"
15
\n",
"
compactness_se
\n",
"
-0.150584
\n",
"
-0.157842
\n",
"
-0.114454
\n",
"
\n",
"
\n",
"
26
\n",
"
concavity_worst
\n",
"
-0.131527
\n",
"
-0.017357
\n",
"
-0.115415
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name loading_pc1 loading_pc2 loading_pc3\n",
"8 symmetry_mean -0.223110 0.112699 -0.223739\n",
"0 radius_mean -0.218902 -0.103725 -0.227537\n",
"23 area_worst -0.182579 0.098787 -0.116649\n",
"15 compactness_se -0.150584 -0.157842 -0.114454\n",
"26 concavity_worst -0.131527 -0.017357 -0.115415"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_project = pd.DataFrame({\n",
" 'name': data.columns,\n",
" 'loading_pc1': vh[:, 0].numpy(),\n",
" 'loading_pc2': vh[:, 1].numpy(),\n",
" 'loading_pc3': vh[:, 2].numpy(),\n",
"})\n",
"df_project.sort_values('loading_pc1', ascending=True).head()"
]
},
{
"cell_type": "markdown",
"id": "ee864435-560a-4352-aa70-9e7f5480c557",
"metadata": {},
"source": [
"Let's visualize the top 2 features, namely 'symmetry_mean' and 'radius_mean'."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "66ebdc54-166e-47e6-8af3-e72e40e7f656",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"(\n",
" ggplot(df_sample, aes(x = 'PC_1', y = 'PC_2')) + \n",
" geom_point(aes(color = 'radius_mean')) + \n",
" labs(title = 'PCA') + \n",
" theme_classic() + \n",
" theme(figure_size=(4,3))\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "6804379d-155b-4b86-ba7b-6220c310db1a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"(\n",
" ggplot(df_sample, aes(x = 'PC_1', y = 'PC_2')) + \n",
" geom_point(aes(color = 'symmetry_mean')) + \n",
" labs(title = 'PCA') + \n",
" theme_classic() + \n",
" theme(figure_size=(4,3))\n",
")"
]
},
{
"cell_type": "markdown",
"id": "0c09b845-1e1e-484e-9f8b-99686c469ad2",
"metadata": {},
"source": [
"### Supervised PCA (sPCA)\n",
"In practice, we often want to build representations that reflect specific aspects of the data. For example, the two top contributors to PC1, 'symmetry_mean' and 'radius_mean', each represents different quantities (\"shape\" vs \"size\" of the cell nucleus, respectively). [sPCA (Barshan, Elnaz, et al.)](https://www.sciencedirect.com/science/article/pii/S0031320310005819) extends PCA by allowing us to provide supervision information to guide the learning of the desired latent space."
]
},
{
"cell_type": "markdown",
"id": "bb57a60a-1073-4a2b-acfb-f130b5d0e13f",
"metadata": {},
"source": [
"#### Model fitting\n",
"We can again fit the sPCA model as a special case of `SISPCA` with a single supervised subspace. To do that, we will first need to create a `SISPCADataset` object that contains the data and the supervision information."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "43f32ca5-ce55-4bd8-a300-54bff2b3735f",
"metadata": {},
"outputs": [],
"source": [
"# select the target variables for each subspace\n",
"y_radius = normalize_col(torch.from_numpy(\n",
" data[['radius_mean', 'radius_se']].to_numpy()\n",
"), center=True, scale=True)\n",
"y_sym = normalize_col(torch.from_numpy(\n",
" data[['symmetry_mean', 'symmetry_se']].to_numpy()\n",
"), center=True, scale=True)\n",
"\n",
"# remove the target variables from the data\n",
"data_sub = data.drop(\n",
" ['radius_mean', 'radius_se',\n",
" 'symmetry_mean', 'symmetry_se',], \n",
" axis = 1\n",
")\n",
"x_sub = normalize_col(torch.from_numpy(data_sub.to_numpy()), center=True, scale=True)\n",
"\n",
"# prepare the model inputs\n",
"sdata = SISPCADataset(\n",
" data = x_sub.float(),\n",
" target_supervision_list = [\n",
" Supervision(target_data=y_radius, target_type='continuous', target_name='radius'),\n",
" Supervision(target_data=y_sym, target_type='continuous', target_name='symmetry'),\n",
" ]\n",
")"
]
},
{
"cell_type": "markdown",
"id": "965661e1-0d4a-401a-ad90-82699d7df4b6",
"metadata": {},
"source": [
"The first subspace is the radius subspace, and the second is the symmetry subspace. Here we use linear kernel for both subspaces since the supervisions are continuous. Each subspace has an effective dimension of 2, since the rank of target kernel (Y.T @ Y) is 2. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a861061e-15b7-4d64-9ced-47b63e789e2c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The radius subspace has 2 effective dimensions.\n",
"The symmetry subspace has 2 effective dimensions.\n"
]
}
],
"source": [
"print(f\"The radius subspace has {sdata.target_kernel_list[0].rank()} effective dimensions.\")\n",
"print(f\"The symmetry subspace has {sdata.target_kernel_list[1].rank()} effective dimensions.\")"
]
},
{
"cell_type": "markdown",
"id": "5ec24a94-1509-4830-9de7-5ff590d1f2ef",
"metadata": {},
"source": [
"Now let's run the model fitting based on pytorch lightning."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "34bc24a5-2b34-4017-af55-5c95d65ecb90",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Seed set to 42\n",
"GPU available: True (mps), used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"HPU available: False, using: 0 HPUs\n",
"/Users/jysumac/miniforge3/envs/sispca/lib/python3.10/site-packages/lightning/pytorch/trainer/setup.py:177: PossibleUserWarning: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
"/Users/jysumac/miniforge3/envs/sispca/lib/python3.10/site-packages/lightning/pytorch/core/optimizer.py:182: UserWarning: `LightningModule.configure_optimizers` returned `None`, this fit will run with no optimizer\n",
"\n",
" | Name | Type | Params | Mode\n",
"---------------------------------------------\n",
" | other params | n/a | 156 | n/a \n",
"---------------------------------------------\n",
"0 Trainable params\n",
"156 Non-trainable params\n",
"156 Total params\n",
"0.001 Total estimated model params size (MB)\n",
"0 Modules in train mode\n",
"0 Modules in eval mode\n",
"/Users/jysumac/miniforge3/envs/sispca/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: PossibleUserWarning: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=7` in the `DataLoader` to improve performance.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d527ace552e044a48b6aec0f4c74fb46",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: | | 0/? [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=5` reached.\n"
]
}
],
"source": [
"# each subspace will have dimension 3\n",
"n_latent_sub = [3, 3]\n",
"lambda_contrast = 0\n",
"kernel_subspace = 'linear'\n",
"solver = 'eig'\n",
"\n",
"seed_everything(42, workers=True)\n",
"\n",
"spca = SISPCA(\n",
" sdata, \n",
" n_latent_sub=n_latent_sub, \n",
" lambda_contrast=lambda_contrast,\n",
" kernel_subspace=kernel_subspace,\n",
" solver=solver\n",
")\n",
"spca.fit(batch_size = -1, max_epochs = 5)"
]
},
{
"cell_type": "markdown",
"id": "e046c550-a243-496c-9ad6-0f196c0fced3",
"metadata": {},
"source": [
"#### Visualize and quantify the quality of sPCA representations"
]
},
{
"cell_type": "markdown",
"id": "4bdb92b3-0661-4c43-8e38-71ad3be5475a",
"metadata": {},
"source": [
"The 'radius' and 'symmetry' subspaces are concatenated together after training."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "ad81d32b-0388-4087-9c5e-5d06ef6e8810",
"metadata": {},
"outputs": [],
"source": [
"spca_rep = spca.get_latent_representation()\n",
"\n",
"df_sample = data_raw.copy()\n",
"df_sample['PC_radius_1'] = spca_rep[:, 0]\n",
"df_sample['PC_radius_2'] = spca_rep[:, 1]\n",
"df_sample['PC_sym_1'] = spca_rep[:, 3]\n",
"df_sample['PC_sym_2'] = spca_rep[:, 4]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "f0e9ce9a-4e9e-4e8f-91c2-c806be343ee6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"(\n",
" ggplot(df_sample, aes(x = 'PC_radius_1', y = 'PC_radius_2')) + \n",
" geom_point(aes(color = 'diagnosis')) + \n",
" labs(title = 'sPCA (radius)') + \n",
" theme_classic() + \n",
" theme(figure_size=(4,3))\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "fe3708b9-f49d-4541-b9ad-d83c5a296712",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"(\n",
" ggplot(df_sample, aes(x = 'PC_sym_1', y = 'PC_sym_2')) + \n",
" geom_point(aes(color = 'diagnosis')) + \n",
" labs(title = 'sPCA (symmetry)') + \n",
" theme_classic() + \n",
" theme(figure_size=(4,3))\n",
")"
]
},
{
"cell_type": "markdown",
"id": "c8389492",
"metadata": {},
"source": [
"From the above sPCA plots, both subspaces seem to contain sample variations related to disease status. \n",
"We can further quantify the observation by calculating the silhouette scores."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "7d0d1b50",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silhouette score (sPCA - radius) 0.471\n",
"Silhouette score (sPCA - symmetry) 0.407\n",
"Silhouette score (sPCA - overall) 0.437\n"
]
}
],
"source": [
"print(f\"Silhouette score (sPCA - radius) {silhouette_score(spca_rep[:, :3], data_raw['diagnosis']):.3f}\")\n",
"print(f\"Silhouette score (sPCA - symmetry) {silhouette_score(spca_rep[:, 3:6], data_raw['diagnosis']):.3f}\")\n",
"print(f\"Silhouette score (sPCA - overall) {silhouette_score(spca_rep[:, :6], data_raw['diagnosis']):.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "ba3d0d24-15ac-45c4-93f1-e2b084cfc1cc",
"metadata": {},
"source": [
"#### Extract top features that contribute to each subspace\n",
"\n",
"Now we can look at the top features that contribute to each subspace. Because we did not explicitly ask the two subspaces to be disentangled, the two spaces still capture overlapping information even under distinct supervision. For example, the PC2 loadings of the two subspaces are highly correlated."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "39b4c0e1-3b77-4797-93cd-bab3eb6bee0f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 300
}
},
"output_type": "display_data"
}
],
"source": [
"vh = spca.U.detach()\n",
"\n",
"df_project = pd.DataFrame({\n",
" 'name': data_sub.columns,\n",
" 'loading_pc_radius_1': vh[:, 0].numpy(),\n",
" 'loading_pc_radius_2': vh[:, 1].numpy(),\n",
" 'loading_pc_sym_1': vh[:, 3].numpy(),\n",
" 'loading_pc_sym_2': vh[:, 4].numpy(),\n",
"})\n",
"\n",
"(\n",
" ggplot(df_project, aes(x = 'loading_pc_radius_2', y = 'loading_pc_sym_2')) + \n",
" geom_point() + \n",
" # geom_text(aes(label = 'name')) + \n",
" labs(title = f\"Pearson R = {np.corrcoef(vh[:, 1].numpy(), vh[:, 4].numpy())[0][1]:.3f}\") + \n",
" theme_classic() + \n",
" theme(figure_size=(3,3))\n",
")"
]
},
{
"cell_type": "markdown",
"id": "c5994f11-f41a-4273-87f7-11417a4db036",
"metadata": {},
"source": [
"In the PC2 loadings, we see that 'smoothness_se' strongly contributes to both subspaces, which may not be ideal."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "cd498ff7-5838-4546-b2f2-d64b4913fec4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"