Diagnose model performance before deployment for Amazon Fraud Detector

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{"value":"With the growth in adoption of online applications and the rising number of internet users, digital fraud is on the rise year over year. [Amazon Fraud Detector](https://aws.amazon.com/fraud-detector/) provides a fully managed service to help you better identify potentially fraudulent online activities using advanced machine learning (ML) techniques, and more than 20 years of fraud detection expertise from Amazon.\n\nTo help you catch fraud faster across multiple use cases, [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) offers specific models with tailored algorithms, enrichments, and feature transformations. The model training is fully automated and hassle-free, and you can follow the instructions in the [user guide](https://docs.aws.amazon.com/frauddetector/latest/ug/what-is-frauddetector.html) or related [blog posts](https://aws.amazon.com/fraud-detector/resources/?blog-posts-cards.sort-by=item.additionalFields.createdDate&blog-posts-cards.sort-order=desc) to get started. However, with trained models, you need to decide whether the model is ready for deployment. This requires certain knowledge in ML, statistics, and fraud detection, and it may be helpful to know some typical approaches.\n\nThis post will help you to diagnose model performance and pick the right model for deployment. We walk through the metrics provided by [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), help you diagnose potential issues, and provide suggestions to improve model performance. The approaches are applicable to both Online Fraud Insights (OFI) and Transaction Fraud Insights (TFI) model templates.\n\n\n#### **Solution overview**\n\nThis post provides an end-to-end process to diagnose your model performance. It first introduces all the model metrics shown on the [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) console, including AUC, score distribution, confusion matrix, ROC curve, and model variable importance. Then we present a three-step approach to diagnose model performance using different metrics. Finally, we provide suggestions to improve model performance for typical issues.\n\n\n#### **Prerequisites**\n\n\nBefore diving deep into your [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) model, you need to complete the following prerequisites:\n\n1. Create an AWS account.\n2. [Create an event dataset](https://docs.aws.amazon.com/frauddetector/latest/ug/create-event-dataset.html#gather-event-data) for model training.\n3. [Upload your data](https://docs.aws.amazon.com/frauddetector/latest/ug/uploading-to-an-s3-bucket.html) to [Amazon Simple Storage Service](http://aws.amazon.com/s3) ([Amazon S3](https://aws.amazon.com/cn/s3/?trk=cndc-detail)) or [ingest your event data into Amazon Fraud Detector](https://docs.aws.amazon.com/frauddetector/latest/ug/storing-event-data-afd.html).\n4. [Build an Amazon Fraud Detector model](https://docs.aws.amazon.com/frauddetector/latest/ug/part-a.html).\n\n\n#### **Interpret model metrics**\n\n\nAfter model training is complete, [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) evaluates your model using part of the modeling data that wasn’t used in model training. It returns the evaluation metrics on the **Model version** page for that model. Those metrics reflect the model performance you can expect on real data after deploying to production.\n\nThe following screenshot shows example model performance returned by [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail). You can choose different thresholds on score distribution (left), and the confusion matrix (right) is updated accordingly.\n\n[![ML8887image001.gif](1)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image001.gif)\n\nYou can use the following findings to check performance and decide on strategy rules:\n\n- **AUC (area under the curve)** – The overall performance of this model. A model with AUC of 0.50 is no better than a coin flip because it represents random chance, whereas a “perfect” model will have a score of 1.0. The higher AUC, the better your model can distinguish between frauds and legitimates.\n- **Score distribution** – A histogram of model score distributions assuming an example population of 100,000 events. [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) generates model scores between 0–1000, where the lower the score, the lower the fraud risk. Better separation between legitimate (green) and fraud (blue) populations typically indicates a better model. For more details, see [Model scores](https://docs.aws.amazon.com/frauddetector/latest/ug/model-scores.html).\n- **Confusion matrix** – A table that describes model performance for the selected given score threshold, including true positive, true negative, false positive, false negative, true positive rate (TPR), and false positive rate (FPR). The count on the table assumes an example population of 100,0000 events. For more details, see [Model performance metrics](https://docs.aws.amazon.com/frauddetector/latest/ug/training-performance-metrics.html).\n- **ROC (Receiver Operator Characteristic) curve** – A plot that illustrates the diagnostic ability of the model, as shown in the following screenshot. It plots the true positive rate as a function of false positive rate over all possible model score thresholds. View this chart by choosing **Advanced Metrics**. If you have trained multiple versions of one model, you can select different FPR thresholds to check the performance change.\n\n[![ML8887image002.gif](2)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image002.gif)\n\n- **Model variable importance** – The rank of model variables based on their contribution to the generated model, as shown in the following screenshot. The model variable with the highest value is more important to the model than the other model variables in the dataset for that model version, and is listed at the top by default. For more details, see [Model variable importance](https://docs.aws.amazon.com/frauddetector/latest/ug/model-variable-importance.html).\n[![image.png](3)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image004.gif)\n\n\n#### **Diagnose model performance**\n\n\nBefore deploying your model into production, you should use the metrics [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) returned to understand the model performance and diagnose the possible issues. The common problems of ML models can be divided into two main categories: data-related issues and model-related issues. [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) has taken care of the model-related issues by carefully using validation and testing sets to evaluate and tune your model on the backend. You can complete the following steps to validate if your model is ready for deployment or has possible data-related issues:\n\n1. Check overall model performance (AUC and score distribution).\n2. Review business requirements (confusion matrix and table).\n3. Check model variable importance.\n\n[![image.png](4)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image006.png)\n\n\n#### **Check overall model performance: AUC and score distribution**\n\n\nMore accurate prediction of future events is always the primary goal of a predictive model. The AUC returned by [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) is calculated on a properly sampled test set not used in training. In general, a model with an AUC greater than 0.9 is considered to be a good model.\n\nIf you observe a model with performance less than 0.8, it usually means the model has room for improvement (we discuss common issues for low model performance later in this post). Note that the definition of “good” performance highly depends on your business and the baseline model. You can still follow the steps in this post to improve your [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) model even though its AUC is greater than 0.8.\n\nOn the other hand, if the AUC is over 0.99, it means the model can almost perfectly separate the fraud and legitimate events on the test set. This is sometimes a “too good to be true” scenario (we discuss common issues for very high model performance later in this post).\n\nBesides the overall AUC, the score distribution can also tell you how well the model is fitted. Ideally, you should see the bulk of legitimate and fraud located on the two ends of the scale, which indicates the model score can accurately rank the events on the test set.\n\nIn the following example, the score distribution has an AUC of 0.96.\n\n[![image.png](5)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image008.gif)\n\nIf the legitimate and fraud distribution overlapped or concentrated in the center, it probably means the model doesn’t perform well on distinguishing fraud events from legitimate events, which might indicate historical data distribution changed or that you need more data or features.\n\nThe following is an example of score distribution with an AUC of 0.64.\n\n[![image.png](6)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image010.gif)\n\nIf you can find a split point that can almost perfectly split fraud and legitimate events, there is a high chance that the model has a label leakage issue or the fraud patterns are too easy to detect, which should catch your attention.\n\nIn the following example, the score distribution has an AUC of 1.0.\n\n[![image.png](7)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image012.gif)\n\n\n#### **Review business requirements: Confusion matrix and table**\n\n\nAlthough AUC is a convenient indicator of model performance, it may not directly translate to your business requirement. [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) also provides metrics such as fraud capture rate (true positive rate), percentage of legitimate events that are incorrectly predicted as fraud (false positive rate), and more, which are more commonly used as business requirements. After you train a model with a reasonably good AUC, you need to compare the model with your business requirement with those metrics.\n\nThe confusion matrix and table provide you with an interface to review the impact and check if it meets your business needs. Note that the numbers depend on the model threshold, where events with scores larger than then threshold are classified as fraud and events with scores lower than the threshold are classified as legit. You can choose which threshold to use depending on your business requirements.\n\nFor example, if your goal is to capture 73% of frauds, then (as shown in the example below) you can choose a threshold such as 855, which allows you to capture 73% of all fraud. However, the model will also mis-classify 3% legitimate events to be fraudulent. If this FPR is acceptable for your business, then the model is good for deployment. Otherwise, you need to improve the model performance.\n\nAnother example is if the cost for blocking or challenging a legitimate customer is extremely high, then you want a low FPR and high precision. In that case, you can choose a threshold of 950, as shown in the following example, which will miss-classify 1% of legitimate customers as fraud, and 80% of identified fraud will actually be fraudulent.\n\nIn addition, you can choose multiple thresholds and assign different outcomes, such as block, investigate, pass. If you can’t find proper thresholds and rules that satisfy all your business requirements, you should consider training your model with more data and attributes.\n\n[![image.png](8)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image014.gif)\n\n\n#### **Check model variable importance**\n\n\nThe **Model variable importance** pane displays how each variable contributes to your model. If one variable has a significantly higher importance value than the others, it might indicate label leakage or that the fraud patterns are too easy to detect. Note that the variable importance is aggregated back to your input variables. If you observe slightly higher importance of ```IP_ADDRESS```, ```CARD_BIN```, ```EMAIL_ADDRESS```, ```PHONE_NUMBER```, ```BILLING_ZIP```, ```or SHIPPING_ZIP```, it might because of the power of enrichment.\n\nThe following example shows model variable importance with a potential label leakage using ```investigation_status```.\n\n[![image.png](10)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image018.gif)\n\nModel variable importance also gives you hints of what additional variables could potentially bring lift to the model. For example, if you observe low AUC and seller-related features show high importance, you might consider collecting more order features such as ```SELLER_CATEGORY```, ```SELLER_ADDRESS```, and ```SELLER_ACTIVE_YEARS```, and add those variables to your model.\n\n\n#### **Common issues for low model performance**\n\n\nIn this section, we discuss common issues you may encounter regarding low model performance.\n\n\n##### **Historical data distribution changed**\n\n\nHistorical data distribution drift happens when you have a big business change or a data collection issue. For example, if you recently launched your product in a new market, the ```IP_ADDRESS```, ```EMAIL```, and ```ADDRESS``` related features could be completely different, and the fraud modus operandi could also change. [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) uses ```EVENT_TIMESTAMP``` to split data and evaluate your model on the appropriate subset of events in your dataset. If your historical data distribution changes significantly, the evaluation set could be very different from the training data, and the reported model performance could be low.\n\nYou can check the potential data distribution change issue by exploring your historical data:\n\n1. Use the [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) Data Profiler tool to check if the fraud rate and the missing rate of the label changed over time.\n\n[![image.png](11)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image020.gif)\n\n2. Check if the variable distribution over time changed significantly, especially for features with high variable importance.\n3. Check the variable distribution over time by target variables. If you observe significantly more fraud events from one category in recent data, you might want to check if the change is reasonable using your business judgments.\n\nIf you find the missing rate of the label is very high or the fraud rate consistently dropped during the most recent dates, it might be an indicator of labels not fully matured. You should exclude the most recent data or wait longer to collect the accurate labels, and then retrain your model.\n\nIf you observe a sharp spike of fraud rate and variables on specific dates, you might want to double-check if it is an outlier or data collection issue. In that case, you should delete those events and retrain the model.\n\nIf you find the outdated data can’t represent your current and future business, you should exclude the old period of data from training. If you’re using stored events in [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), you can simply retrain a new version and select the proper date range while configuring the training job. That may also indicate that the fraud modus operandi in your business changes relatively quickly over time. After model deployment, you may need to re-train your model frequently.\n\n\n##### **Improper variable type mapping**\n\n\n[Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) enriches and transforms the data based on the variable types. It’s important that you map your variables to the correct type so that [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) model can take the maximum value of your data. For example, if you map ```IP``` to the ```CATEGORICAL``` type instead of ```IP_ADDRESS```, you don’t get the IP-related enrichments in the backend.\n\nIn general, [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) suggests the following actions:\n\n1. Map your variables to specific types, such as ```IP_ADDRESS```, ```EMAIL_ADDRESS```, ```CARD_BIN```, and ```PHONE_NUMBER```, so that [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) can extract and enrich additional information.\n2. If you can’t find the specific variable type, map it to one of the three generic types: ```NUMERIC```, ```CATEGORICAL```, or ```FREE_FORM_TEXT```.\n3. If a variable is in text form and has high cardinality, such as a customer review or product description, you should map it to the ```FREE_FORM_TEXT``` variable type so that [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) extracts text features and embeddings on the backend for you. For example, if you map ```url_string``` to ```FREE_FORM_TEXT```, it’s able to tokenize the URL and extract information to feed into the downstream model, which will help it learn more hidden patterns from the URL.\n\nIf you find any of your variable types are mapped incorrectly in variable configuration, you can change your variable type and then retrain the model.\n\n\n##### **Insufficient data or features**\n\n\n[Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) requires at least 10,000 records to train an Online Fraud Insights (OFI) or Transaction Fraud Insights (TFI) model, with at least 400 of those records identified as fraudulent. TFI also requires that both fraudulent records and legitimate records come from at least 100 different entities each to ensure the diversity of the dataset. Additionally, [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) requires the modeling data to have at least two variables. Those are the minimum data requirements to build a useful [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) model. However, using more records and variables usually helps the ML models better learn the underlying patterns from your data. When you observe a low AUC or can’t find thresholds that meet your business requirement, you should consider retraining your model with more data or add new features to your model. Usually, we find ```EMAIL_ADDRESS```, ```IP```, ```PAYMENT_TYPE```, ```BILLING_ADDRESS```, ```SHIPPING_ADDRESS```, and ```DEVICE``` related variables are important in fraud detection.\n\nAnother possible cause is that some of your variables contain too many missing values. To see if that is happening, check the model training messages and refer to [Troubleshoot training data issues](https://docs.aws.amazon.com/frauddetector/latest/ug/troubleshoot.html) for suggestions.\n\n\n#### **Common issues for very high model performance**\n\n\nIn this section, we discuss common issues related to very high model performance.\n\n\n##### **Label leakage**\n\n\nLabel leakage occurs when the training datasets use information that would not be expected to be available at prediction time. It overestimates the model’s utility when run in a production environment.\n\nHigh AUC (close to 1), perfectly separated score distribution, and significantly higher variable importance of one variable could be indicators of potential label leakage issues. You can also check the correlation between the features and the label using the [Data Profiler](https://github.com/aws-samples/aws-fraud-detector-samples/tree/master/profiler). The **Feature and label correlation** plot shows the correlation between each feature and the label. If one feature has over 0.99 correlation with the label, you should check if the feature is used properly based on business judgments. For example, to build a risk model to approve or decline a loan application, you shouldn’t use the features like ```AMOUNT_PAID```, because the payments happen after the underwriting process. If a variable isn’t available at the time you make prediction, you should remove that variable from model configuration and retrain a new model.\n\nThe following example shows the correlation between each variable and label. ```investigation_status``` has a high correlation (close to 1) with the label, so you should double-check if there is a label leakage issue.\n\n[![image.png](13)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image022.gif)\n\n\n##### **Simple fraud patterns**\n\n\nWhen the fraud patterns in your data are simple, you might also observe very high model performance. For example, suppose all the fraud events in the modeling data come through the same Internal Service Provider; it’s straightforward for the model to pick the ```IP-```related variables and return a “perfect” model with high importance of ```IP```.\n\nSimple fraud patterns don’t always indicate a data issue. It could be true that the fraud modus operandi in your business is easy to capture. However, before making a conclusion, you need to make sure the labels used in model training are accurate, and the modeling data covers as many fraud patterns as possible. For example, if you label your fraud events based on rules, such as labeling all applications from a specific ```BILLING_ZIP``` plus ```PRODUCT_CATEGORY``` as fraud, the model can easily catch those frauds by simulating the rules and achieving a high AUC.\n\nYou can check the label distribution across different categories or bins of each feature using the [Data Profiler](https://github.com/aws-samples/aws-fraud-detector-samples/tree/master/profiler). For example, if you observe that most fraud events come from one or a few product categories, it might be an indicator of simple fraud patterns, and you need to confirm that it’s not a data collection or process mistake. If the feature is like ```CUSTOMER_ID```, you should exclude the feature in model training.\n\nThe following example shows label distribution across different categories of ```product_category```. All fraud comes from two product categories.\n\n[![image.png](14)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image024.gif)\n\n\n##### **Improper data sampling**\n\n\nImproper data sampling may happen when you sampled and only sent part of your data to [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail). If the data isn’t sampled properly and isn’t representative of the traffic in production, the reported model performance will be inaccurate and the model could be useless for production prediction. For example, if all fraud events in the modeling data are sampled from Asia and all legit events are sampled from the US, the model might learn to separate fraud and legit based on ```BILLING_COUNTRY```. In that case, the model is not generic to be applied to other populations.\n\nUsually, we suggest sending all the latest events without sampling. Based on the data size and fraud rate, [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) does sampling before model training for you. If your data is too large (over 100 GB) and you decide to sample and send only a subset, you should randomly sample your data and make sure the sample is representative of the entire population. For TFI, you should sample your data by entity, which means if one entity is sampled, you should include all its history so that the entity level aggregates are calculated correctly. Note that if you only send a subset of data to [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), the real-time aggregates during inference might be inaccurate if the previous events of the entities aren’t sent.\n\nAnother improper data sampling could be only using a short period of data, like one day’s data, to build the model. The data might be biased, especially if your business or fraud attacks have seasonality. We usually recommend including at least two cycles’ (such as 2 weeks or 2 months) worth of data in the modeling to ensure the diversity of fraud types.\n\n\n#### **Conclusion**\n\n\nAfter diagnosing and resolving all the potential issues, you should get a useful [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) model and be confident about its performance. For the next step, you [can create a detector with the model and your business rules](https://docs.aws.amazon.com/frauddetector/latest/ug/part-b.html#step-1-create-app), and be ready to deploy it to production for a shadow mode evaluation.\n\n\n#### **Appendix**\n\n\n##### **How to exclude variables for model training**\n\n\nAfter the deep dive, you might identify a variable leak target information, and want to exclude it from model training. You can retrain a model version excluding the variables you don’t want by completing the following steps:\n\n1. On the [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) console, in the navigation pane, choose **Models**.\n2. On the **Models** page, choose the model you want to retrain.\n3. On the **Actions** menu, choose **Train new version**.\n4. Select the date range you want to use and choose **Next**.\n5. On the **Configure training** page, deselect the variable you don’t want to use in model training.\n6. Specify your fraud labels and legitimate labels and how you want [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) to use unlabeled events, then choose **Next**.\n7. Review the model configuration and choose **Create and train model**.\n\n\n##### **How to change event variable type**\n\n\nVariables represent data elements used in fraud prevention. In [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), all variables are global and are shared across all events and models, which means one variable could be used in multiple events. For example, IP could be associated with sign-in events, and it could also be associated with transaction events. Naturally, [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) locked the variable type and data type once a variable is created. To delete an existing variable, you need to first delete all associated event types and models. You can check the resources associated with the specific variable by navigating to [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), choosing **Variables** in the navigation pane, and choosing the variable name and **Associated resources**.\n\n\n###### **Delete the variable and all associated event types**\n\n\nTo delete the variable, complete the following steps:\n\n1. On the [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) console, in the navigation pane, choose **Variables**.\n2. Choose the variable you want to delete.\n3. Choose **Associated resources** to view a list of all the event types used this variable.\nYou need to delete those associated event types before deleting the variable.\n4. Choose the event types in the list to go to the associated event type page.\n5. Choose** Stored events** to check if any data is stored under this event type.\n6. If there are events stored in [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), choose **Delete stored events** to delete the stored events.\nWhen the delete job is complete, the message “The stored events for this event type were successfully deleted” appears.\n7. Choose **Associated resources**.\n8. If detectors and models are associated with this event type, you need to delete those resources first.\n - Choose the detector to go to the **Detector details** page.\n - In the **Model versions** pane, choose the detector’s version.\n - On the detector version page, choose **Actions**.\n - If the detector version is active, choose **Deactivate**, choose** Deactivate this detector version without replacing it with a different version**, and choose **Deactivate detector version**.\n - After the detector version is deactivated, choose **Actions** and then **Delete**.\n - Repeat these steps to delete all detector versions.\n - On the **Detector details** page, choose **Associated rules**.\n - Choose the rule to delete.\n - Choose **Actions** and **Delete rule version**.\n - Enter the rule name to confirm and choose **Delete version**.\n - Repeat these steps to delete all associated rules.\n - After all detector versions and associated rules are deleted, go to the **Detector details** page, choose **Actions**, and choose **Delete detector**.\n - Enter the detector’s name and choose **Delete detector**.\n - Repeat these steps to delete the next detector.\n9. If any models are associated with the event type, complete the following steps to delete them:\n - Choose the name of the model.\n - In the **Model versions** pane, choose the version.\n - If the model status is ```Active```, choose **Actions** and **Undeploy model version**.\n - Enter ```undeploy``` to confirm and choose **Undeploy model version**.\n The status changes to ```Undeploying```. The process takes a few minutes to complete.\n - After the status becomes ```Ready to deploy```, choose Actions and Delete.\n - Repeat these steps to delete all model versions.\n - On the Model details page, choose Actions and Delete model.\n - Enter the name of the model and choose Delete model.\n - Repeat these steps to delete the next model.\n10. After all associated detectors and models are deleted, choose **Actions** and **Delete event type** on the **Event details** page.\n11. Enter the name of the event type and choose **Delete event type**.\n12. In the navigation pane, choose **Variables**, and choose the variable you want to delete.\n13. Repeat the earlier steps to delete all event types associated with the variable.\n14. On the **Variable details** page, choose **Actions** and **Delete**.\n15. Enter the name of the variable and choose **Delete variable**.\n\n\n###### **Create a new variable with the correct variable type**\n\n\nAfter you have deleted the variable and all associated event types, stored events, models, and detectors from [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), you can create a new variable of the same name and map it to the correct variable type.\n\n1. On the [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) console, in the navigation pane, choose **Variables**.\n2. Choose **Create**.\n3. Enter the variable name you want to modify (the one you deleted earlier).\n4. Select the correct variable type you want to change to.\n5. Choose **Create variable**.\n\n\n###### **Upload data and retrain the model**\n\n\nAfter you update the variable type, you can upload the data again and train a new model. For instructions, refer to [Detect online transaction fraud with new Amazon Fraud Detector features](https://aws.amazon.com/blogs/machine-learning/detect-online-transaction-fraud-with-new-amazon-fraud-detector-features/).\n\n\n##### **How to add new variables to an existing event type**\n\n\nTo add new variables to the existing event type, complete the following steps:\n\n1. Add the new variables to the previous training CVS file.\n2. Upload the new training data file to an S3 bucket. Note the [Amazon S3](https://aws.amazon.com/cn/s3/?trk=cndc-detail) location of your training file (for example, ```s3://bucketname/path/to/some/object.csv```) and your role name.\n3. On the [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) console, in the navigation pane, choose **Events**.\n4. On the **Event types** page, choose the name of the event type you want to add variables.\n5. On the **Event type** details page, choose **Actions**, then **Add variables**.\n6. Under **Choose how to define this event’s variables**, choose **Select variables from a training dataset**.\n7. For IAM role, select an existing IAM role or create a new role to access data in [Amazon S3](https://aws.amazon.com/cn/s3/?trk=cndc-detail).\n8. For **Data location**, enter the S3 location of the new training file and choose **Upload**.\nThe new variables not present in the existing event type should show up in the list.\n9. Choose **Add variables**.\n\nNow, the new variables have been added to the existing event type. If you’re using stored events in [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail), the new variables of the stored events are still missing. You need to import the training data with the new variables to [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) and then retrain a new model version. When uploading the new training data with the same ```EVENT_ID``` and ```EVENT_TIMESTAMP```, the new event variables overwrite the previous event variables stored in [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail).\n\n\n##### **About the Authors**\n\n![image.png](15)\n\n**Julia Xu** is a Research Scientist with [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail). She is passionate about solving customer challenges using Machine Learning techniques. In her free time, she enjoys hiking, painting, and exploring new coffee shops.\n\n![image.png](16)\n\n**Hao Zhou** is a Research Scientist with [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail). He holds a PhD in electrical engineering from Northwestern University, USA. He is passionate about applying machine learning techniques to combat fraud and abuse.\n\n[![image.png](17)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/08/abhishek.png)\n\n**Abhishek Ravi** is a Senior Product Manager with [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail). He is passionate about leveraging technical capabilities to build products that delight customers.","render":"<p>With the growth in adoption of online applications and the rising number of internet users, digital fraud is on the rise year over year. <a href=\\"https://aws.amazon.com/fraud-detector/\\" target=\\"_blank\\">Amazon Fraud Detector</a> provides a fully managed service to help you better identify potentially fraudulent online activities using advanced machine learning (ML) techniques, and more than 20 years of fraud detection expertise from Amazon.</p>\\n<p>To help you catch fraud faster across multiple use cases, Amazon Fraud Detector offers specific models with tailored algorithms, enrichments, and feature transformations. The model training is fully automated and hassle-free, and you can follow the instructions in the <a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/what-is-frauddetector.html\\" target=\\"_blank\\">user guide</a> or related <a href=\\"https://aws.amazon.com/fraud-detector/resources/?blog-posts-cards.sort-by=item.additionalFields.createdDate&amp;blog-posts-cards.sort-order=desc\\" target=\\"_blank\\">blog posts</a> to get started. However, with trained models, you need to decide whether the model is ready for deployment. This requires certain knowledge in ML, statistics, and fraud detection, and it may be helpful to know some typical approaches.</p>\\n<p>This post will help you to diagnose model performance and pick the right model for deployment. We walk through the metrics provided by Amazon Fraud Detector, help you diagnose potential issues, and provide suggestions to improve model performance. The approaches are applicable to both Online Fraud Insights (OFI) and Transaction Fraud Insights (TFI) model templates.</p>\n<h4><a id=\\"Solution_overview_7\\"></a><strong>Solution overview</strong></h4>\\n<p>This post provides an end-to-end process to diagnose your model performance. It first introduces all the model metrics shown on the Amazon Fraud Detector console, including AUC, score distribution, confusion matrix, ROC curve, and model variable importance. Then we present a three-step approach to diagnose model performance using different metrics. Finally, we provide suggestions to improve model performance for typical issues.</p>\n<h4><a id=\\"Prerequisites_12\\"></a><strong>Prerequisites</strong></h4>\\n<p>Before diving deep into your Amazon Fraud Detector model, you need to complete the following prerequisites:</p>\n<ol>\\n<li>Create an AWS account.</li>\n<li><a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/create-event-dataset.html#gather-event-data\\" target=\\"_blank\\">Create an event dataset</a> for model training.</li>\\n<li><a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/uploading-to-an-s3-bucket.html\\" target=\\"_blank\\">Upload your data</a> to <a href=\\"http://aws.amazon.com/s3\\" target=\\"_blank\\">Amazon Simple Storage Service</a> ([Amazon S3](https://aws.amazon.com/cn/s3/?trk=cndc-detail)) or <a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/storing-event-data-afd.html\\" target=\\"_blank\\">ingest your event data into Amazon Fraud Detector</a>.</li>\\n<li><a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/part-a.html\\" target=\\"_blank\\">Build an Amazon Fraud Detector model</a>.</li>\\n</ol>\n<h4><a id=\\"Interpret_model_metrics_23\\"></a><strong>Interpret model metrics</strong></h4>\\n<p>After model training is complete, Amazon Fraud Detector evaluates your model using part of the modeling data that wasn’t used in model training. It returns the evaluation metrics on the <strong>Model version</strong> page for that model. Those metrics reflect the model performance you can expect on real data after deploying to production.</p>\\n<p>The following screenshot shows example model performance returned by Amazon Fraud Detector. You can choose different thresholds on score distribution (left), and the confusion matrix (right) is updated accordingly.</p>\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image001.gif\\" target=\\"_blank\\"><img src=\\"data:image/gif;base64,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YRxa44IwfrLSHe4Yu+uikn5e2j4a77DiJp5PZt9epF25645PXXjHrtNuuO8LNte7i6yHHnhzunqu+u/DIEd+y2sDf3rzLwvk+6u66Ps989LlTr/2o2Be//ffDz+496tbzvbr4y5NPPfKQog/y58eX73r36bu+vvy/0/8++Pzvpvz+/QugyPRnNfjpjn3+c18BjXdA/HEvPdJzlQMZGDwFds2AtkNgtCw4NgF6cIAQzN4HR+gvDsoNc/E7X+9E+Lv7qTCE47NfCsn2vwUyz4U0NOHeSMhDcumQcD0M4pz/fmi+GcKOiChs4AupE0HZ4fCIBLwgBWunQdDBsH5CzOIQo9hBLXpRJDWU4g2NWEEunvBqZHSeGXeIRiXmcI1ATN4ExwjFKwLwi14MYxfxiEc9nhGDVJxj+FYYwxamEVt+ZCMgJ1fFUsGxiG6sIxNZyMceJjKOlRTgJSGZQUHK8ZFJ7OQSdyZG9R0SWpsMZSBHmbRMZjGVrtQiLBd5PlY2MXxPLKMdbWjKSOpykoWc3in5BspYvhKJxhTiLKfISE+2r5i0zOEogYfJBOZSjbsspQx9iU1gYjGZmkQmOHm4TDqK8o3Z3CMza4lOb95xm+eUJCnVac5VtnOefxznCMup/89wQnOd0rxnK+vZTFtSUoLXRKQ4AXpEgwazn9/jJ0T5J1FDclOh/yQoO+VJTU7aU54D7WU8f4lPRU40gBU9qfZSitBh9iyjIv0oSUMKT5l2s6TV3GBCUblQlYKPpT7tJExrWlCB3lKOOyVmOvOp0YCC9KjtS+pLl2rSoG4PqFZ1aEf+gAEAzCCnHpIq73Y5hgAQggAt8GhRn+qRPzThAoTQgQb+oMq1kvRlf1gDAgihhgj8YAyA0ENKYmrXm2bIDhFoQyACMIABbKABARBCHeia1UDqTw91uMAM0NMDPvxDDWoAwAAO4IfKNpN+NAgAAETQAUIoQAfoSQsA2qAAJ/8I86I87Z4fBEAIMTD2KW0gRAR2QFlcunSswNRDA4IrBgBIRyPL0YAPSqup0ln3utjNrnP+wN3ubhGGezhBBJSynBYQwgSEaIBGIuCE4opkD9qNr3znS1/g1OG++K2ebtHQgdYuhQKEALB6CVEANrg3JHUgQ30XzOAGS0gMEI4wGgABBvT14QoRGMJ/A5xeQtiAAoMlSR3E4OASm3jBQEixitHwhwpf9gUNKING0IveGCtgB2IpyYhPzOMeX1fFK6aw+/yQhhIAQMZLCUQeKHCCORwYwST2sZSnbCIgp5jFNfTDGTwAABoBIBAAOAN1dRxlKpv5zL+xMhDQMKOR9GH/DAC4QAciEIEJAAAAaVjJjtHM5ymrmc1u4KAdXHABEoyABz4QgQomq5I99/nRJ/7zH5pjgTD9oQ4zWMMa9rCHNcxhzGS28mdBS2oVq8ElZVBxGUgNWki7Ojx/9oOLl/qPHnCXI7fWsxis/JQhiKEpbUixbU72alfH+gu/wYM7ealrK7N6OUBQAyHaoAZoa2Xaalh1sbf9jz/34Qtd+IeyK9DRrzhazWnJAxCGMIRuS9tL7eY2t/+8hy9QoQvK3hVYAbFnNf+6t1ZOCx9SrBFUy7vY9P5CFaigbAuU2yv9tvIeomLlNvxm19deimcPDuk/68ELVKiCHf5xgYcfZcdq/9YwIVJtao2gQcViYDcbNFIGjj/a41ygAhXs0IeSQ9UjKLdyHggxCCAjWQ1p5jVfbd7nP9ch5zvfg88PKmKMA1kIGmGDqqGLhq4PgQxqEIMVFNtbpvP5z3PQgs7psAeH/7wjI1ZzcAkxBBXPnSmgZYqSzX52K6NhDllYu9RNPpRLW93UbKi5qtnA+MbHXA154EMeas53NP+ZDViYAhXkMPi3A8LwlQ89gy6f+c3rYeoPHQnoRc/64Px5DVhggulR/02SrL71rX89FpYwBTmcnvBCuT3uRf9nNMR+CnH4veeFP/zKF38KvE/+BQKxfEc33/l+PwP0lyB94K/k0gq+fv/oIyzhM0hhCUzofvUtLv4J5eH98O+6meEf/zMoAf3qp7pILp2H9k/IKe9nZk6BBvaXBOmnfPoXEvznfwzDH/JHZQNYgAdIe+9kEgvIgEwXgUqQBNyHgKm3f3XQfxgYNEvxgFOmgRwYByPnfSpxgSN4cCjIfXYwfdUngi9IMCYoZTGogjSYgG0VgjcIg01BgBsogz34gQoYgk1hBMCRAk74hEXgFJd2X20wB6PjFFbQAfUFIg/oFGrgBHeHX/i1JIFABpQHHGoQCMDBBxuHKERogNJHfT64VUrIFEz4G08IhU5BAwjQhwaAAFfYFD2AAIJwYk4xCB5AcgmAXnnQh47/iADPVQYPsAAJMAEWVwYMgAESIIIT8APyUoISGIc1uIRNmIcpEIVNwYeBsIpqKDpOMYiFOF8DiAZOIQQIMAe9hQDSxoqBUAIT0BQV4AGBwAcWkIgk4AL/4AEz0G0SgIOheHpyiIQ/OHR2WIp5iIpMwYdN8QFOcAIhEAgnYAEQkAFjwFcfsBwhEARoQQISsAEhQIiG2BQ/AIn/0Ii0qHELAFsliABINoh8wAE58A8q0AL/YAE84IwbOIHRWHuqV4dLcYf/YIqnuIf/0HjPgQALYAI0EAgy4ARjsAEVkIvUuAA2QAglAAFAEAQZAI+yOIT3yBR8MAEYIAYlgAFNMQMM/zBsQACJGqEGulgCJ0AIG2ADQyABg5BgaoiCCjmK1YiHpoiNS0ED/+CIJIYAJSmICSCSGkGShLAAAVlrLGliThEDEPAACNADevcAMNAUOoAAj9EGCCAGbAABEFABfJABOQAEDLABEuAHSimKc4hrDqkRECmRUKkRUmkvhIAAN7AUKvAADAABeyUGCDCSNlAHcfkbsEhfXPiSS1EDEJAHgSCVnvgbO1CZTWGLnkUIaKCLGqEH/yAGDxAIGxCQGICWQ/iMR8iQIEiND2mNepiK/bGYjUkIPIAAQ8AHNjCZt7iVNhAIZ6mZYelgTsEBJEAdGFACwFEBIuAUbIAAVvAbOv+QAKupERxgA/8wAe32ATTwl9DIlL/plNdIkU3BmBqxnHXABySwV635nEFglYSQARbQBnXwjrEoX7PoFCYAAdKGiVL5D7ZYcxpRByQwdBmAAdQmASPAFJKohh4QA4EgARkHigkJmNJIh75JmMDphIdJCDWwJP+gj3kwARj5jkSHAX0YAhLQmHkgATUKiPEIkxzgiCTQihuQAUzhBLFJCHlwAX24ARunESAgA79RBhCwAInonrtZgSXhgvEFgAA4bNDVYLOoIHygWNOiEa34G2zoNGqqIG+4lIH5eUAYhNympQvJpbZXp3b6Ib+Rgz6GpzXYp9smqHPqpUFYphCYmyX/CpssaIF8SqiQZqgnKpg2aKeKeoKMCofveaiRmqhNEYCLyhRxaqK8mYTs16f0936A2mOrmgel2qmVSqepaqev2qo8dqu6mafMBqmXCqpMIaqaSqq7OqiEmqk6uKlyOquIKql8RqmnOo2SiqyBqqymqqcN+avOimbQiq29Oa1DgqtBSqKcuqW92qWfuq1n1q3nuqcpSghPABwoMK/0CgVSWAdu0hR80AP/sRQ94KgtSapsti1LkQdOUAZJuRRiWAdrmoZr2IY7OIO8qk2+2hTx+hv0Wq97CKT/1xQ+4Jpi0AO/0Yjoma9MwQNldl1O0QIIAJkhUJ+PqAP/gImayIml/4koZ3AFRciDE0tP3zeY8CqvGYsC9pqKHNuxTGFxhPACHwAcVrgmToEBD+qmrDmwVLsDCxBlz4UWq+gBdvkPx5iMywgEzfiJNEcESJCCEgufGnGx/zC0RLuxaqqmLlABFbBZUTECEsABM1AC5sgHMTABD/ABz/kB5SgDNNACFYABQzADGDABsKWG4kiOfHACC1AB3BibHCABHsAGoeMUFnAChtICm2ieATmQBXmQZrtyR5C2RtizTPWz7+q2cFu02bhXaKERI1ABu4YAWvEBEhAEQFABEiCSQIABBikG0Pm7D3ADQ1ABCQADQzCkq9iRH1kBgcADCwACPOASCDADZf/gtZ0pMxqBADnAAzEABP2KmAjgA48BlEJJlEaJlIhSBmirtuZKseg6u0KbsbYblR8CnVgXoC/wBwjAAxoxA8VLmUMnAh+gpr5LCB/QnYQAA2Vri46qET2QlYTgAO1JCDFQcv9gBQjgB1DbFHqAkSBAAljqFB1gAQsgAcE1l3V5l3m5l33pFGVwBElQro+6vxbbvxornEn7iAgAA3BZHgqslQ4Mwb9LwUtMCCQMm48ZmbjrwRqxn48oprgqhb77G0LwD+ynrxJAAksBm7JJm7aJmxzKw5yqb1/Bf0GMsUP7v4j5IXwQl3qXAPq4xAxMCE2MFhE8wQlcvFKMAHpwnMn/uZwa4cG/4QIaUDpOwQBUKsYzqyAhsAFNcZ7puZ4f3MYcOIE/7K5z/LZ1vLFdVwZnEAgYoAFDVwfBJQIPoAM6MAELjJolIMOiOchQbMhTjJ/6ibsSEAL5OQRnuYpkQK2r2wIPUAZ8YAINcGkVGgg/kJ9CsAAxwKGzmYwgKqI6zMP454HRiqKlXLtOUQOOOJVosAYV0IcLoBWB0AIYIAIh8IuUqQe9xQAIUKSDvKGEEMUkvAcz+qPPgZ58/A8x4IgOtydS2LQIAAFWQAhKKgZ8QAGOaAKtKKWVbKVYWr/gLMrGil25q3FzIKaArIVOsaYEqxHvOtJq2gblSSPiqiB//2CDaLGGaJqmN12/rot84uytSait2eUUOkADPuACX6yuVFsGPZ1/zJquQ90UYiACGpCOo1qCVpusHNrD0ffT7ZqtSt1nOhzKvefV+uuu4CqwAtgUZcCBmud7FPjV3xrW3MrW6Kd5dGDWPqtnQj2C43vVNMd7ghfXZy1ifY2BAHjYJabDTKB5Ued2c8pvtRqEt5rVPvaqZeDYjz3KJAFf/7CwdTAHou0SjKdpawBaXZeDZ0jX/3AGrv3aqvzaqY0GoKVpZrAFOqdzdtB5kY1r3cVdfhDcnCZYdhDac1DamsbaezLbXWfabBAHoq12ub1zBcnZB0JXvx3cfdAHeyBYmP9l3MfdeIyn3M5h2s4t3mwg2nNwX1B3b10wcoS914fz28DtB9w93IIlhuS9J+qt3mIoWCCX2/hW3Z43RJ+X3fZ9393t3SsIHOG3384B2nbg3XpQbyHXBeE2btZtEt1B38Gd4JzGaRAuOhQuWCFeb1WA4ckGHAUOJQeO4No94td14pz2bSq+4nDsN7pC33/w4dq93f/QB8CBBg0+4jS+B9y93X3w4bO24uTW4lBCKv/A48Hh48Et48Ch5Epe5Vbe5Nu54dzRHcBB5Vi+J1ZuwiYC5WAUH2VOX9wVaPWh5iPB4vrV5tb12xIi53NO53ZOOjzu5cGh57bnXbbS5wzyB3DEEOhy8AZvkOe9zTaGLjrcBejOoeaEtOaRvieTnuaPXueC1EiB7kgTFOqF/iqhjiJvQeqHc+p0ziGpo+p1bkXwwueVHuuDQusTkuqtvuq4LuW17uh7fumePi7hcetsvutRfuwrhOrG7uu5ThL/gAPCXuqs3uvN3uu1/l3Zfu3E/uvYXibVTjrUTjp3UO7l/g8sEOfDLjrczuzrPjrNjunh3u6tHu7wTu97EgZhEBwrkOnXFwVRwO/+3nx0WfAQ0AADL3oBAQAh+QQBLQB/ACwqAuIAuAABAYYnKS0rLjQuMTczMzMxNDo1OD44Oz43O0A6PUI9QUVFRUVCRElESE1LTE9LTVJOUFRRUVJSVVlWWV1YWl5aXWFeYGVgY2ZiZGlmaGxoam5rbXFucXRxc3ZzdXl2eHx4en56fYByqzYqgMF+gIRymJV4mZ+AgoWDhYiGiIuKi46LjpGOkJORk5aUlpmXmJuZm52Cma+Mnq6dnqCfoaOUvLyio6Wlp6mmqKmqqqqtr7CusLKxsrK1tri2uLm6u7yfssSUv9+Tv+Cgs8WitcmjuMymvNGov9S8vsC31Zq41Jqpwdetxt2tyN6+wMG4xM+0xdW1x9i6xtG6y9uuyeG7zuG90ubBwsPFxsjGyMjKzM3FzNTLztDF0dzO0NDL09vS1NTS1trV2Nva29zA1erP2OHP3+7R2uPV3uja3eHW4erd4OPb4+vc5vHk5ebi5erl6e3s7Ozm7PDp7fLs8PXs8vj09PT39/j2+fv8/f0AAAAAAAAAAAAAAAAAAAAAAAAAAAAH/4B3gl+ChYaHiImKi2Jzi4+QkZKHjZOWl5N4mpucm3SfOJ+io6SlpqeoPG6orK1vYrCxsrO0tWJZYLa6u7y9ujgNwcE4nXiioa3Jyqaqy850b3DF09TTcHfV2drb3Jw728fP4q1gcePJ0d3ddert7tvf2uHn9PXO6e/5+vvZ8dnz9gIKJIWPn8GD7/xVAzjwWbmGowoiZIewIjWF1BhCVNZsIzRpFq9ZHOkNHCiPzjpulHhQJEmSGKdpRInqoUeWBim+HBmz2EyaQE3hxPOnqNGjO5NW69npZ9Cnn4Yenfpn2h+Q6opy0qp0azWjTqHSKYqSayeqSM9yrcptKlGz3f/gxv1K9qRYU3U3ytWE1mgxv0SxtX3Ll5Pgv2wJu0uM2Jjdu6TyQtz7ti9itn+wue3LGW1lz26zMT6rKSxUyQ0pd75cmOrnzqthh/6q7Y9pyHpH8+XMehPv11pDB7c8PC3d2WAf436q+vdWuL9Bpy3umjplr9SS00G2/BPqgc0tq8WseLN0wNZ3E16rm3T2vNy7fxcY3vP42LKnV83vWvR7+N2JMl9A9fV3H3W78YfZfgwSB5h/8ii33ID2XKdPe+tZ2JVvJm0XIHMYkjTbhrRF6OGHQGk4kookFmZifBPa5hGL7YTY4nEu/iMhbhTWQ2NWNt7ok3dEdQgjjzLmtmL/kEJyImCRL6LYIz0/ztVkN08yeRuKPra32pUIZWkklzQVOKJvBr5TpTpiRvnhlOeYadxzZ9bI5DttWgXgm0lO5qVzz6mX452KjZTnZVum2Gdqf4qnlnq8+WUdoe0c+miiZS4KXqP2HdggfsC9ZCl2mJL5jJwP0inpgtKVRymbRAaZ5JGmEshpmmg+Ctyqrooaq4Ha0XoXnOOg2pyLxYU6nKCGxnpcqTNqSt+tdfY66XmpVjQqmrNKKa2tejoaaIYJrorenNo6G263fJb16jbv3rhtUzvWWmG8YB40r5P12kslvvnys68n/YpFrDhrwhuwifuN2W60Sy68kLo6nhjg/8GnAvyexBlRPLHF8n1774ocdzwWlBUL62+xGpcM68laFrxyxi5vOHBpMoPoLsk18wvzszkHhbEzChZt9NFId4po0IrOfMrQkOEaKLS5OY2XyFxKzaFjIFvttb1ab0X112Qr+mVlYzNatndYe4sunWlvuvZYbfP5NrdxTzs31MNW+1netu5d98V++6zy3Iibna1MTCfu+LR309s1koJbHbbh3lbu9OUETx714KbybXDhnR+u89qin0Y6zp4/7jqjkWP++uy5xV565qiDHqPtrJsutO5ZA/957MHiXnbqIBK/J+Gaz3y5VoDTLr2AhbMV/fTSc07U9f82v7JseDfurv/3/j6/fMjkg139+TGmX2vYR3GP/evac+37/PhHtrr9xpON/O+849/Djie8vgVQfixzX+j2h0CEFZB5m2Og+PKHv/o1kIK5O+AEq5Y7y0mwdaNTIJm0xy4IEtCDyish+joYwRReEIP+W50KYUhD6vFuhpRjofNgc5YXLuN/n0Ph4nq4QT+JMHg39KEygNg3IaoIhzWEoQWLGMXHTRGEqjui24YouftlSot246LsTBhDJ8YMi6c7YQvFeLsqRvGKXnQj/T4Yx2iBkXAaROPv7hiyPNaRg2rcYRKpKDcdfm99UJTj/MyXSEVOj4RKTAYTQ7jGJ0ayFZPMYiWVtj1C6s3/kOWT4SVZkck0HnKQenSk6yDpSVV6DY79+1op/eTHWL7ygaqr5QDLuEmHkVGWuEweG3vnSgrCspgVpKMtPWhGX64wkKccpgB/ectmimaUqJhl03r5H2wi04BiLN43scfKVH4RlOpD5R+NiM738VBsrbwXH3c3zEZqEpqhVOc4ySnKeO5zgbqkJjO5mbJlRtCaBd0lMBH6sXWqrZ0AlaY3/6k4Fk2Uou4K6DN5KUiJ+rN7EB2hMhVaTYI21KA7ZKhVLorR2oWTfS1FHCNZOgptnrOjT2zCR+MUzBziVFYfsI1DC4nPdAKKKBAoCg5sKsmeBtGk61LAVGIquBt2hqoE/7Qqg/7WxJAiUZp/QRsli+rOALpHO7RMmlrXyta29mUOcKWbWRvGKnS49a54zateqaIGLkhhrkWqayvUgIW9GvawiM2PFaxwhCwAlq7EUoMVEkvZyiZ2BzvIgWPBClm0okKylg2taN2KWc2alVuePQVoR8va1iqotJv9EVqWsVrX2va2U4FtAI0ygPjRdrK4De5tdVvPDnTgDxyYqjJqK9zmila3bPhDA44DhurWwLfLBS5md3CUL3h3B03wrnj/sN0swCK2zk1vX6D7hwccB65zCMXQVrvdafjgC52YA2bbwIk2qPe/VIHtFNbwBwjUJm30xewfxAsS8HpXDJpQw/8OrICHOsBCE8AFMIBhu4Q1xMG916Qic4uyXXb4l7w7MDFmIQyHorBDDBrWMIfX8AZO2vOzGSaxgjFMYmnUwQeYlQaM/8DfGsf4v7pNQ40PLOIco3gHb8BDi8lL4U10IcV4CMOK8TCHIyM5s1lYwhncICsE53i7PtCEY7fr3QYLeb9S9rJ6dTvmMjf5KNvl7x2evN0q+4C/cMDsi+WcXtgqwQxk1onJHFrb7fZAE1rGLBa+sFj+4mEHWSCKd3lM6ObC1ghmUAMEFM04c5Ki0VvGA5AxG4ZORLrFmzByp4UL2yKQQQ1/qAOpuziOOaB6B18Iw5ox6wMxREMMVtgusNv/0IYvzNq5tfYCGnK96zE6w9dOfra20QJbIkib2gl9Bra3Te71gtnb09Z1tYkpjnGX+91Gge0QvABjdZ+03SOG97blTW9q14EzY3O3vsstby2EwcW67kvA8z3wWcNWCAa/SsIVXkRfF7bh5F5sY38QcThMfLYVV8OQMS4bZrehC10IrsmzAHEwSPzfFDe1KHx9YpK/Ew/MDu4mWK4Fl3sc5iCX+SdobnPwaQLlOldzy18O8JDXvOiE3jnHff5xqiz86VA3ENJxu/OWQ+DrSY35Oome9agrvecvB7pyhU4Hspdd6ynnupqnnnax91oNWH87gKWO9p+rHbtjx7tZgkAV/xEYHggP6vIf1MB4tW6iCRZArJXj/qAvHAHC/W0s0CPMeMZTBA5f0AkcpmycLNDd73bH94k3QfipGF4EiDdLC4oSgNo7XhM4CIAdRruJO1wgABAQwAc2YYI/IKAAGjBL7ZdfAzxkoQARWIClGaADA5m+7+pOvbgFn5jWH+X1sU9MCwLg79vjIfe7N+zkH9SDAKABD1YIAH5tQADgTnkT6r6AA1rcgRP84QIsQF4L0CnXR3VVB3h3t3qa4H1GAX4PMn5mgQFH8AcaUAcg8AAJIAFXgAdfgAEgoQE8UGEdsAAUoAG6x3uaoAMBIA1tEAAp9wAgoA0mIH2aUAEz8AcjUP98D3ADBHh62Rd0gaeAeMCAReGAshcAYZCE7BAABPABLVAHK3AEV0ABDgB/AWBpBPACeOABCbADPCABJ6h+R0d5mwAHDPAHVuABEUB7M3ADKrADe9YJs5cDFOEBMUgBL+ADC3AHhKV2fGeAfydO2yeERPgHRih+f7B8kxUAL/AgOCAAVmhpf9CIBDADuBeGorUJKpAACBAAS+UGTJgBHUAAFzAaFvAABLAAEBYGCZAA+ycBM7ADBUABCyAHD1KAdQeECTh4hXd4DwgAyicDmzACx5cAVRF/WPgCahAAVYZ+h7V+ZuECCdAGdTB+OtBl3PUH7Yd5nQAHC9ABm+AG8If/AHVAATcYAUtlFriIerqoerzoer4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alt=\\"ML8887image001.gif\\" rel=\\"1\\" /></a></p>\\n<p>You can use the following findings to check performance and decide on strategy rules:</p>\n<ul>\\n<li><strong>AUC (area under the curve)</strong> – The overall performance of this model. A model with AUC of 0.50 is no better than a coin flip because it represents random chance, whereas a “perfect” model will have a score of 1.0. The higher AUC, the better your model can distinguish between frauds and legitimates.</li>\\n<li><strong>Score distribution</strong> – A histogram of model score distributions assuming an example population of 100,000 events. [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) generates model scores between 0–1000, where the lower the score, the lower the fraud risk. Better separation between legitimate (green) and fraud (blue) populations typically indicates a better model. For more details, see <a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/model-scores.html\\" target=\\"_blank\\">Model scores</a>.</li>\\n<li><strong>Confusion matrix</strong> – A table that describes model performance for the selected given score threshold, including true positive, true negative, false positive, false negative, true positive rate (TPR), and false positive rate (FPR). The count on the table assumes an example population of 100,0000 events. For more details, see <a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/training-performance-metrics.html\\" target=\\"_blank\\">Model performance metrics</a>.</li>\\n<li><strong>ROC (Receiver Operator Characteristic) curve</strong> – A plot that illustrates the diagnostic ability of the model, as shown in the following screenshot. It plots the true positive rate as a function of false positive rate over all possible model score thresholds. View this chart by choosing <strong>Advanced Metrics</strong>. If you have trained multiple versions of one model, you can select different FPR thresholds to check the performance change.</li>\\n</ul>\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image002.gif\\" target=\\"_blank\\"><img src=\\"data:image/gif;base64,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\\" alt=\\"ML8887image002.gif\\" rel=\\"2\\" /></a></p>\\n<ul>\\n<li><strong>Model variable importance</strong> – The rank of model variables based on their contribution to the generated model, as shown in the following screenshot. The model variable with the highest value is more important to the model than the other model variables in the dataset for that model version, and is listed at the top by default. For more details, see <a href=\\"https://docs.aws.amazon.com/frauddetector/latest/ug/model-variable-importance.html\\" target=\\"_blank\\">Model variable importance</a>.<br />\\n<a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image004.gif\\" target=\\"_blank\\"><img src=\\"data:image/png;base64,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\\" alt=\\"image.png\\" rel=\\"3\\" /></a></li>\\n</ul>\n<h4><a id=\\"Diagnose_model_performance_45\\"></a><strong>Diagnose model performance</strong></h4>\\n<p>Before deploying your model into production, you should use the metrics Amazon Fraud Detector returned to understand the model performance and diagnose the possible issues. The common problems of ML models can be divided into two main categories: data-related issues and model-related issues. Amazon Fraud Detector has taken care of the model-related issues by carefully using validation and testing sets to evaluate and tune your model on the backend. You can complete the following steps to validate if your model is ready for deployment or has possible data-related issues:</p>\n<ol>\\n<li>Check overall model performance (AUC and score distribution).</li>\n<li>Review business requirements (confusion matrix and table).</li>\n<li>Check model variable importance.</li>\n</ol>\\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image006.png\\" target=\\"_blank\\"><img 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\\" alt=\\"image.png\\" rel=\\"4\\" /></a></p>\\n<h4><a id=\\"Check_overall_model_performance_AUC_and_score_distribution_57\\"></a><strong>Check overall model performance: AUC and score distribution</strong></h4>\\n<p>More accurate prediction of future events is always the primary goal of a predictive model. The AUC returned by Amazon Fraud Detector is calculated on a properly sampled test set not used in training. In general, a model with an AUC greater than 0.9 is considered to be a good model.</p>\n<p>If you observe a model with performance less than 0.8, it usually means the model has room for improvement (we discuss common issues for low model performance later in this post). Note that the definition of “good” performance highly depends on your business and the baseline model. You can still follow the steps in this post to improve your Amazon Fraud Detector model even though its AUC is greater than 0.8.</p>\n<p>On the other hand, if the AUC is over 0.99, it means the model can almost perfectly separate the fraud and legitimate events on the test set. This is sometimes a “too good to be true” scenario (we discuss common issues for very high model performance later in this post).</p>\n<p>Besides the overall AUC, the score distribution can also tell you how well the model is fitted. Ideally, you should see the bulk of legitimate and fraud located on the two ends of the scale, which indicates the model score can accurately rank the events on the test set.</p>\n<p>In the following example, the score distribution has an AUC of 0.96.</p>\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image008.gif\\" target=\\"_blank\\"><img src=\\"data:image/png;base64,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\\" alt=\\"image.png\\" rel=\\"5\\" /></a></p>\\n<p>If the legitimate and fraud distribution overlapped or concentrated in the center, it probably means the model doesn’t perform well on distinguishing fraud events from legitimate events, which might indicate historical data distribution changed or that you need more data or features.</p>\n<p>The following is an example of score distribution with an AUC of 0.64.</p>\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image010.gif\\" target=\\"_blank\\"><img src=\\"data:image/png;base64,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\\" alt=\\"image.png\\" rel=\\"6\\" /></a></p>\\n<p>If you can find a split point that can almost perfectly split fraud and legitimate events, there is a high chance that the model has a label leakage issue or the fraud patterns are too easy to detect, which should catch your attention.</p>\n<p>In the following example, the score distribution has an AUC of 1.0.</p>\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image012.gif\\" target=\\"_blank\\"><img src=\\"data:image/png;base64,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\\" alt=\\"image.png\\" rel=\\"7\\" /></a></p>\\n<h4><a id=\\"Review_business_requirements_Confusion_matrix_and_table_85\\"></a><strong>Review business requirements: Confusion matrix and table</strong></h4>\\n<p>Although AUC is a convenient indicator of model performance, it may not directly translate to your business requirement. Amazon Fraud Detector also provides metrics such as fraud capture rate (true positive rate), percentage of legitimate events that are incorrectly predicted as fraud (false positive rate), and more, which are more commonly used as business requirements. After you train a model with a reasonably good AUC, you need to compare the model with your business requirement with those metrics.</p>\n<p>The confusion matrix and table provide you with an interface to review the impact and check if it meets your business needs. Note that the numbers depend on the model threshold, where events with scores larger than then threshold are classified as fraud and events with scores lower than the threshold are classified as legit. You can choose which threshold to use depending on your business requirements.</p>\n<p>For example, if your goal is to capture 73% of frauds, then (as shown in the example below) you can choose a threshold such as 855, which allows you to capture 73% of all fraud. However, the model will also mis-classify 3% legitimate events to be fraudulent. If this FPR is acceptable for your business, then the model is good for deployment. Otherwise, you need to improve the model performance.</p>\n<p>Another example is if the cost for blocking or challenging a legitimate customer is extremely high, then you want a low FPR and high precision. In that case, you can choose a threshold of 950, as shown in the following example, which will miss-classify 1% of legitimate customers as fraud, and 80% of identified fraud will actually be fraudulent.</p>\n<p>In addition, you can choose multiple thresholds and assign different outcomes, such as block, investigate, pass. If you can’t find proper thresholds and rules that satisfy all your business requirements, you should consider training your model with more data and attributes.</p>\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image014.gif\\" target=\\"_blank\\"><img src=\\"data:image/png;base64,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\\" alt=\\"image.png\\" rel=\\"8\\" /></a></p>\\n<h4><a id=\\"Check_model_variable_importance_101\\"></a><strong>Check model variable importance</strong></h4>\\n<p>The <strong>Model variable importance</strong> pane displays how each variable contributes to your model. If one variable has a significantly higher importance value than the others, it might indicate label leakage or that the fraud patterns are too easy to detect. Note that the variable importance is aggregated back to your input variables. If you observe slightly higher importance of <code>IP_ADDRESS</code>, <code>CARD_BIN</code>, <code>EMAIL_ADDRESS</code>, <code>PHONE_NUMBER</code>, <code>BILLING_ZIP</code>, <code>or SHIPPING_ZIP</code>, it might because of the power of enrichment.</p>\\n<p>The following example shows model variable importance with a potential label leakage using <code>investigation_status</code>.</p>\\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image018.gif\\" target=\\"_blank\\"><img src=\\"data:image/png;base64,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\\" alt=\\"image.png\\" rel=\\"10\\" /></a></p>\\n<p>Model variable importance also gives you hints of what additional variables could potentially bring lift to the model. For example, if you observe low AUC and seller-related features show high importance, you might consider collecting more order features such as <code>SELLER_CATEGORY</code>, <code>SELLER_ADDRESS</code>, and <code>SELLER_ACTIVE_YEARS</code>, and add those variables to your model.</p>\\n<h4><a id=\\"Common_issues_for_low_model_performance_113\\"></a><strong>Common issues for low model performance</strong></h4>\\n<p>In this section, we discuss common issues you may encounter regarding low model performance.</p>\n<h5><a id=\\"Historical_data_distribution_changed_119\\"></a><strong>Historical data distribution changed</strong></h5>\\n<p>Historical data distribution drift happens when you have a big business change or a data collection issue. For example, if you recently launched your product in a new market, the <code>IP_ADDRESS</code>, <code>EMAIL</code>, and <code>ADDRESS</code> related features could be completely different, and the fraud modus operandi could also change. [Amazon Fraud Detector](https://aws.amazon.com/cn/fraud-detector/?trk=cndc-detail) uses <code>EVENT_TIMESTAMP</code> to split data and evaluate your model on the appropriate subset of events in your dataset. If your historical data distribution changes significantly, the evaluation set could be very different from the training data, and the reported model performance could be low.</p>\\n<p>You can check the potential data distribution change issue by exploring your historical data:</p>\n<ol>\\n<li>Use the Amazon Fraud Detector Data Profiler tool to check if the fraud rate and the missing rate of the label changed over time.</li>\n</ol>\\n<p><a href=\\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image020.gif\\" target=\\"_blank\\"><img 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