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sizes="(max-width: 1920px) 100vw, 1920px" /> <div class="b-block-single__head-image-author"> <p>Photo by <a href="https://unsplash.com/@simonppt?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">SIMON LEE</a> on <a href="https://unsplash.com/photos/OdnXv9hJOEI?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a></p> </div> </header> <div class="c-article-primary__container"> <div class="c-article-primary__meta"> <div class="container container--medium-one"> <div class="c-breadcrumbs"> <p class="breadcrumbs"><span><span><a href="https://dagshub.com/glossary/">Glossary</a></span> 禄 <span class="breadcrumb_last" aria-current="page">Recall</span></span></p></div> <h4 class="c-article-primary__tagline">Dagshub Glossary</h4> <h1 class="c-article-primary__title">Recall</h1> </div> </div> <div class="c-article-primary__body"> <div class="container container--medium-one"> <div class="c-article-primary__content"> <p>Recall, often referred to as sensitivity or the true positive rate, holds a prime position in the evaluation metrics used for classification models. Primarily, it answers a critical question: “Of all the actual positive instances, how many were correctly predicted by the model?” This page provides an in-depth understanding of the recall metric and its significance.</p> <h2 class="wp-block-heading">What is Recall?</h2> <p>Recall is one of the core metrics in binary classification tasks. It is designed to quantify how well a model can identify and predict positive cases. Mathematically, it’s represented as:</p> <p>$$ Recall = \frac{\text{True Positives (TP)}}{\text{True Positives (TP)} + \text{False Negatives (FN)}} $$ </p> <p>Where:</p> <ul class="wp-block-list"> <li><strong>True Positives (TP):</strong> Actual positive instances that were rightly predicted by the model.</li> <li><strong>False Negatives (FN):</strong> Actual positive instances that the model incorrectly predicted as negative.</li> </ul> <h2 class="wp-block-heading"><strong>Significance of Recall</strong></h2> <p>The metric becomes of paramount importance in situations where missing out on a positive instance is particularly costly. Consider a scenario where we’re testing for a life-threatening disease: failing to identify a patient with the disease (a false negative) could have dire consequences, making recall an essential metric. Here, maximizing recall is often prioritized to ensure that as few positive cases as possible are missed.</p> <section id="cta-section-block_f54380d85681afa014743a54b1a67709" class="cta-section alignfull alignfull wp-block-dagshub-cta-section" style="--cta-bg-color:#0E0D2A"> <div class="container containter-wrap"> <div class="content-side "> <div class="cta-title"> <h2 class="title_2">Improve your data <br /> quality for better AI</h3> </div> <div class="cta-description"> <p class="p">Easily curate and annotate your vision, audio, <br /> and document data with a single platform</p> </div> <a href="https://dagshub.com/book-a-demo/" class="btn btn__lg btn--primary">Book A Demo</a> </div> <div class="media-side"> <img decoding="async" src="https://dagshub.com/wp-content/uploads/2024/11/Data_Engine-1.png" alt="https://dagshub.com/wp-content/uploads/2024/11/Data_Engine-1.png"> </div> </div> </section> <div style="height:var(--wp--preset--spacing--70)" aria-hidden="true" class="wp-block-spacer"></div> <h2 class="wp-block-heading"><strong>Trade-off with Precision</strong></h2> <p>Recall and precision often find themselves on opposite sides of a balance. As recall is increased (by predicting more instances as positive), there’s a likelihood that many of these predictions are incorrect, thus potentially reducing precision. In real-world applications, the choice between optimizing recall or precision is generally based on the specific costs associated with false negatives versus false positives.</p> <h2 class="wp-block-heading"><strong>Recall in Imbalanced Datasets</strong></h2> <p>Recall is especially noteworthy when dealing with imbalanced datasets. If one class vastly outnumbers the other, models can be biased towards predicting the majority class. In such contexts, even a high-accuracy model can have a low recall for the minority class, making it imperative to monitor recall closely.</p> <h2 class="wp-block-heading"><strong>Application in Multi-class Classification</strong></h2> <p>While the focus has primarily been on binary classification, recall is equally relevant in multi-class scenarios. In such situations, recall can be computed for each class individually by considering that class as positive and grouping all other classes as negative. An average recall score, either macro or weighted by the number of true instances for each class, can provide an overall picture of the model’s performance.</p> <h2 class="wp-block-heading"><strong>Tools and Libraries</strong></h2> <p>For those working with Python, the <code>scikit-learn</code> library is an excellent resource, offering the <code>recall_score</code> function, which can compute recall for both binary and multi-class classification tasks.</p> <section id="cta-section-block_f54380d85681afa014743a54b1a67709" class="cta-section alignfull alignfull wp-block-dagshub-cta-section" style="--cta-bg-color:#0E0D2A"> <div class="container containter-wrap"> <div class="content-side "> <div class="cta-title"> <h2 class="title_2">Improve your data <br /> quality for better AI</h3> </div> <div class="cta-description"> <p class="p">Easily curate and annotate your vision, audio, <br /> and document data with a single platform</p> </div> <a href="https://dagshub.com/book-a-demo/" class="btn btn__lg btn--primary">Book A Demo</a> </div> <div class="media-side"> <img decoding="async" src="https://dagshub.com/wp-content/uploads/2024/11/Data_Engine-1.png" alt="https://dagshub.com/wp-content/uploads/2024/11/Data_Engine-1.png"> </div> </div> </section> <div style="height:var(--wp--preset--spacing--70)" aria-hidden="true" class="wp-block-spacer"></div> <div class="c-list-tags c-list-tags--alt"> <h3 class="c-list-tags__title">Related terms</h3> <ul class="c-list-tags__list"> <li class="c-list-tags__item"> <a class="c-list-tags__link" href="https://dagshub.com/glossary/f1-score/"> F1 Score </a> </li> <li class="c-list-tags__item"> <a class="c-list-tags__link" href="https://dagshub.com/glossary/precision/"> Precision </a> </li> <li class="c-list-tags__item"> <a class="c-list-tags__link" href="https://dagshub.com/glossary/experiment-tracking/"> Experiment Tracking </a> </li> </ul> </div> </div> </div> </div> </div> </article> </main> <a href="#page" class="c-arrow-top"><div class="c-arrow-top__tooltip">Back to top</div><svg width="36" height="36" viewBox="0 0 36 36" fill="none" xmlns="http://www.w3.org/2000/svg"><rect width="36" height="36" rx="12" fill="#E2E8F0"/><path fill-rule="evenodd" clip-rule="evenodd" d="M17.5286 13.5286C17.7889 13.2683 18.2111 13.2683 18.4714 13.5286L21.8047 16.862C22.0651 17.1223 22.0651 17.5444 21.8047 17.8048C21.5444 18.0651 21.1223 18.0651 20.8619 17.8048L18.6667 15.6095V22C18.6667 22.3682 18.3682 22.6667 18 22.6667C17.6318 22.6667 17.3333 22.3682 17.3333 22V15.6095L15.1381 17.8048C14.8777 18.0651 14.4556 18.0651 14.1953 17.8048C13.9349 17.5444 13.9349 17.1223 14.1953 16.862L17.5286 13.5286Z" fill="#172D32"/></svg></a> </div> <div class="site-pre-footer"> <div class="container"> <div class="content-wrapper"> <h3 class="title"> Manage your unstructured data. 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