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Datasets:
4rooms
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sleeptransformer-phan-embeddings

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English
Size:
10K<n<100K
Tags:
sleep-staging
eeg
embeddings
physioex
sleeptransformer
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Update dataset card: 25 datasets

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  1. README.md +23 -4
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@@ -9,7 +9,7 @@ tags:
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  - sleeptransformer
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  pretty_name: SleepTransformer-Phan Embeddings
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  size_categories:
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- - 1K<n<10K
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  ---
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  # SleepTransformer-Phan Embeddings
@@ -32,16 +32,31 @@ path = load_embeddings("sleeptransformer-phan", "hmc", verbose=True)
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  | Dataset | Subjects | ACC | MF1 | κ | F1-W | F1-N1 | F1-N2 | F1-N3 | F1-REM |
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  |---|---|---|---|---|---|---|---|---|---|
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- | dcsm | 255 | **0.8767** | **0.7855** | **0.8202** | 0.95 | 0.45 | 0.84 | 0.83 | 0.85 |
 
 
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  | mass_ss05 | 26 | 0.8750 | 0.8138 | 0.8183 | 0.85 | 0.55 | 0.90 | 0.87 | 0.89 |
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  | mass_ss02 | 19 | 0.8714 | 0.8065 | 0.8111 | 0.83 | 0.55 | 0.92 | 0.87 | 0.87 |
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  | mass_ss04 | 40 | 0.8638 | 0.8124 | 0.8048 | 0.85 | 0.58 | 0.91 | 0.85 | 0.88 |
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  | mass_ss03 | 62 | 0.8596 | 0.8063 | 0.7918 | 0.86 | 0.56 | 0.90 | 0.82 | 0.89 |
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  | sleepedf | 153 | 0.8394 | 0.7828 | 0.7770 | 0.93 | 0.50 | 0.86 | 0.81 | 0.82 |
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  | mass_ss01 | 53 | 0.8234 | 0.7741 | 0.7503 | 0.91 | 0.53 | 0.87 | 0.70 | 0.87 |
 
 
 
 
 
 
 
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  | hmc | 151 | 0.7836 | 0.7532 | 0.7141 | 0.84 | 0.46 | 0.80 | 0.83 | 0.83 |
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-
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- *SHHS, MESA, HPAP, STAGES results pending.*
 
 
 
 
 
 
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  ## Model Details
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@@ -58,6 +73,10 @@ path = load_embeddings("sleeptransformer-phan", "hmc", verbose=True)
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  | Sleep-EDF | PhysioNet | https://physionet.org/content/sleep-edfx/1.0.0/ |
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  | HMC | PhysioNet | https://physionet.org/content/hmc-sleep-staging/1.1/ |
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  | DCSM | ERDA/KU | https://erda.ku.dk/public/archives/db553715ecbe1f3ac66c1dc569826eef/published-archive.html |
 
 
 
 
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  | MASS | CEAMS | http://ceams-carsm.ca/mass/ |
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  ## Citations
 
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  - sleeptransformer
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  pretty_name: SleepTransformer-Phan Embeddings
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  size_categories:
12
+ - 10K<n<100K
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  ---
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  # SleepTransformer-Phan Embeddings
 
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  | Dataset | Subjects | ACC | MF1 | κ | F1-W | F1-N1 | F1-N2 | F1-N3 | F1-REM |
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  |---|---|---|---|---|---|---|---|---|---|
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+ | shhs_visit1 | 5793 | **0.8861** | **0.8197** | **0.8380** | 0.92 | 0.51 | 0.90 | 0.85 | 0.91 |
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+ | shhs_visit2 | 2651 | 0.8824 | 0.8068 | 0.8336 | 0.92 | 0.47 | 0.90 | 0.85 | 0.90 |
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+ | dcsm | 255 | 0.8767 | 0.7855 | 0.8202 | 0.95 | 0.45 | 0.84 | 0.83 | 0.85 |
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  | mass_ss05 | 26 | 0.8750 | 0.8138 | 0.8183 | 0.85 | 0.55 | 0.90 | 0.87 | 0.89 |
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  | mass_ss02 | 19 | 0.8714 | 0.8065 | 0.8111 | 0.83 | 0.55 | 0.92 | 0.87 | 0.87 |
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  | mass_ss04 | 40 | 0.8638 | 0.8124 | 0.8048 | 0.85 | 0.58 | 0.91 | 0.85 | 0.88 |
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  | mass_ss03 | 62 | 0.8596 | 0.8063 | 0.7918 | 0.86 | 0.56 | 0.90 | 0.82 | 0.89 |
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  | sleepedf | 153 | 0.8394 | 0.7828 | 0.7770 | 0.93 | 0.50 | 0.86 | 0.81 | 0.82 |
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  | mass_ss01 | 53 | 0.8234 | 0.7741 | 0.7503 | 0.91 | 0.53 | 0.87 | 0.70 | 0.87 |
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+ | stages_GSDV | 232 | 0.8167 | 0.6701 | 0.7015 | 0.84 | 0.24 | 0.87 | 0.58 | 0.82 |
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+ | hpap | 247 | 0.8150 | 0.7755 | 0.7476 | 0.88 | 0.48 | 0.84 | 0.80 | 0.87 |
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+ | stages_GSBB | 30 | 0.8124 | 0.7168 | 0.7149 | 0.90 | 0.37 | 0.85 | 0.66 | 0.81 |
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+ | stages_MSMI | 63 | 0.7974 | 0.7276 | 0.6967 | 0.83 | 0.37 | 0.85 | 0.75 | 0.84 |
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+ | stages_GSSW | 105 | 0.7908 | 0.6312 | 0.6617 | 0.79 | 0.18 | 0.86 | 0.50 | 0.83 |
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+ | stages_GSLH | 45 | 0.7902 | 0.6714 | 0.6688 | 0.85 | 0.36 | 0.85 | 0.54 | 0.77 |
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+ | stages_MSQW | 153 | 0.7839 | 0.7064 | 0.6817 | 0.82 | 0.47 | 0.85 | 0.56 | 0.83 |
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  | hmc | 151 | 0.7836 | 0.7532 | 0.7141 | 0.84 | 0.46 | 0.80 | 0.83 | 0.83 |
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+ | mesa | 2056 | 0.7772 | 0.6932 | 0.6810 | 0.84 | 0.40 | 0.82 | 0.61 | 0.79 |
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+ | stages_GSSA | 26 | 0.7767 | 0.5691 | 0.6179 | 0.75 | 0.10 | 0.84 | 0.38 | 0.77 |
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+ | stages_STLK | 158 | 0.7737 | 0.6601 | 0.6563 | 0.80 | 0.33 | 0.83 | 0.52 | 0.82 |
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+ | stages_STNF | 460 | 0.6409 | 0.5803 | 0.5182 | 0.71 | 0.18 | 0.65 | 0.74 | 0.61 |
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+ | stages_MSTR | 285 | 0.5862 | 0.4573 | 0.3601 | 0.51 | 0.05 | 0.69 | 0.52 | 0.51 |
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+ | stages_MSNF | 38 | 0.5448 | 0.4035 | 0.2983 | 0.55 | 0.10 | 0.66 | 0.38 | 0.33 |
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+ | stages_BOGN | 85 | 0.5311 | 0.4027 | 0.2819 | 0.49 | 0.14 | 0.64 | 0.34 | 0.39 |
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+ | stages_MSTH | 31 | 0.4917 | 0.2057 | 0.0492 | 0.22 | 0.00 | 0.66 | 0.09 | 0.06 |
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  ## Model Details
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  | Sleep-EDF | PhysioNet | https://physionet.org/content/sleep-edfx/1.0.0/ |
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  | HMC | PhysioNet | https://physionet.org/content/hmc-sleep-staging/1.1/ |
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  | DCSM | ERDA/KU | https://erda.ku.dk/public/archives/db553715ecbe1f3ac66c1dc569826eef/published-archive.html |
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+ | SHHS | NSRR | https://sleepdata.org/datasets/shhs |
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+ | MESA | NSRR | https://sleepdata.org/datasets/mesa |
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+ | HomePAP | NSRR | https://sleepdata.org/datasets/homepap |
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+ | STAGES | NSRR | https://sleepdata.org/datasets/stages |
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  | MASS | CEAMS | http://ceams-carsm.ca/mass/ |
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  ## Citations