A recent study utilized a multiclass classification model with a dataset comprising 100 samples and 5 features. The data was split into 80% for training and 20% for testing. The model employed was an XGBoost classifier, which is commonly used for its efficiency in handling various types of data. The labels for the classification were randomly assigned into three categories: ‘class_0’, ‘class_1’, and ‘class_2’. This setup was designed to test the functionality of SHAP (SHapley Additive exPlanations) values, which help in interpreting the output of machine learning models. However, the study encountered issues with the SHAP plot, suggesting potential problems with the input data rather than the code itself. This highlights the importance of data quality in machine learning applications.
To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions.
Functional
Always active
The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.
Preferences
The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.
Statistics
The technical storage or access that is used exclusively for statistical purposes.The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.
Marketing
The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.
