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@@ -37,22 +37,21 @@ Glass-Identification/
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  ## Usage (pre-split; optimal parameters)
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  Here is an example of how to load the dataset using PrismRCL:
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-
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  ```bash
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  C:\PrismRCL\PrismRCL.exe chisquared rclticks=18 boxdown=1 channelpick=5 data=C:\path\to\Glass-Identification\train_data testdata=C:\path\to\Glass-Identification\test_data savemodel=C:\path\to\models\mymodel.classify log=C:\path\to\log_files stopwhendone
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  ```
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- Explanation:
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- - `C:\PrismRCL\PrismRCL.exe`: classification application
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- - `chisquared`: training evaluation method
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- - `rclticks=18`: RCL training parameter
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- - `boxdown=1`: RCL training parameter
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- - channelpick=5 : RCL training parameter
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- - `data=C:\path\to\Glass-Identification\train_data`: path to training data
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- - `testdata=C:\path\to\Glass-Identification\test_data`: path to testing data
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- - `savemodel=C:\path\to\models\mymodel.classify`: path to save resulting model
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- - `log=C:\path\to\log_files`: path to logfiles
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- - `stopwhendone`: ends the PrismRCL session when training is done
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  ## License
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  This dataset is licensed under the Creative Commons Attribution 4.0 International License. See the LICENSE file for more details.
 
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  ## Usage (pre-split; optimal parameters)
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  Here is an example of how to load the dataset using PrismRCL:
 
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  ```bash
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  C:\PrismRCL\PrismRCL.exe chisquared rclticks=18 boxdown=1 channelpick=5 data=C:\path\to\Glass-Identification\train_data testdata=C:\path\to\Glass-Identification\test_data savemodel=C:\path\to\models\mymodel.classify log=C:\path\to\log_files stopwhendone
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  ```
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+ Explanation of Command:
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+ - `C:\PrismRCL\PrismRCL.exe`: Path to the PrismRCL executable for classification
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+ - `chisquared`: Specifies Chi-squared as the training evaluation method
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+ - `rclticks=18`: Sets the number of RCL iterations during training to 18
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+ - `boxdown=1`: Configuration parameter for training behavior
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+ - `channelpick=5`: RCL training parameter
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+ - `data=C:\path\to\Glass-Identification\train_data`: Path to the training data for Glass Identification classification
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+ - `testdata=C:\path\to\Glass-Identification\test_data`: Path to the testing data for evaluation
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+ - `savemodel=C:\path\to\models\mymodel.classify`: Path to save the resulting trained model
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+ - `log=C:\path\to\log_files`: Directory path for storing log files of the training process
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+ - `stopwhendone`: Instructs PrismRCL to end the session once training is complete
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  ## License
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  This dataset is licensed under the Creative Commons Attribution 4.0 International License. See the LICENSE file for more details.