Classification

¹ Tree-based Learning

#Classification #Supervised Learning #Statistical Learning #Basics #Decision Tree

Tree-based learning

¹ Naive Bayes

#Machine Learning #Classification #Bayesian

Naive Bayes

¹ Confusion Matrix (Contingency Table)

#Statistical Learning #Basics #Learning Metrics #Classification

Confusion Matrix It is much easier to understand the confusion matrix if we use a binary …

¹ Linear Methods

#Classification #Supervised Learning #Statistical Learning #Basics #Linear Models

linear methods

³ Logistic Regression

#Unsupervised Learning #Statistical Learning #Basics #Linear Models #Supervised Learning #Classification

logistics regression is a simple model for classification

¹² Classification

#Machine Learning #Classification

Valid Confidence Sets in Multiclass and Multilabel Prediction

#statistics #classification #multilabel #multiclass #conformal inference

Ask for valid confidence: “Valid”: validate for test data, train data, or the …

Hierarchical Classification

#machine learning #supervised learning #classification #multilabel #multiclass

Hierarchical Classification Problem Hierarchical classification labels involves hierarchical class …

Classifier Chains for Multilabel Classification

#machine learning #supervised learning #classification #multilabel

Classifier chains is a method to predict hierarchical class labels