Sentiment Analysis

  1. Evaluation and Metrics
    1. Dataset Preparation
      1. Data Collection
        1. Annotation Process
          1. Annotation Guidelines
            1. Annotator Training
              1. Quality Control
              2. Inter-Annotator Agreement
                1. Cohen's Kappa
                  1. Fleiss' Kappa
                    1. Krippendorff's Alpha
                    2. Dataset Statistics
                      1. Data Splits
                      2. Evaluation Metrics
                        1. Classification Metrics
                          1. Accuracy
                            1. Precision
                              1. Recall
                                1. F1-Score
                                  1. Macro vs Micro Averaging
                                  2. Ranking Metrics
                                    1. Mean Average Precision
                                      1. Normalized Discounted Cumulative Gain
                                      2. Regression Metrics
                                        1. Mean Absolute Error
                                          1. Root Mean Square Error
                                            1. Correlation Coefficients
                                            2. Advanced Metrics
                                              1. Matthews Correlation Coefficient
                                                1. Area Under ROC Curve
                                                  1. Area Under Precision-Recall Curve
                                                2. Cross-Validation
                                                  1. K-Fold Cross-Validation
                                                    1. Stratified Cross-Validation
                                                      1. Time Series Cross-Validation
                                                        1. Leave-One-Out Cross-Validation
                                                        2. Statistical Significance Testing
                                                          1. Paired t-test
                                                            1. McNemar's Test
                                                              1. Bootstrap Testing
                                                                1. Effect Size Measures
                                                                2. Error Analysis
                                                                  1. Confusion Matrix Analysis
                                                                    1. Error Categorization
                                                                      1. Qualitative Analysis
                                                                        1. Failure Case Studies
                                                                        2. Benchmark Datasets
                                                                          1. Movie Reviews
                                                                            1. Product Reviews
                                                                              1. Social Media Data
                                                                                1. News Articles
                                                                                  1. Comparative Evaluation

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                                                                                8. Advanced Topics and Challenges

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                                                                                10. Practical Implementation and Deployment