--- title: "Using Sequence Modeling to Detect Android Malware in Highly Imbalanced Datasets" url: https://daily.dev/posts/using-sequence-modeling-to-detect-android-malware-in-highly-imbalanced-datasets-cgq6knhde source_url: https://systemweakness.com/using-sequence-modeling-to-detect-android-malware-in-highly-imbalanced-datasets-b765edeb0f71 type: article source: "System Weakness" published: 2024-02-02T16:35:53.122Z updated: 2024-05-09T09:21:59.549Z tags: ["cyber", "deep-learning", "android", "malware", "bert"] reading_time: 3 upvotes: 2 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Using Sequence Modeling to Detect Android Malware in Highly Imbalanced Datasets **[System Weakness](https://daily.dev/sources/systemweakness)** · 3 min read · 2 upvotes · 0 comments ## Summary This post explores using sequence modeling, specifically LSTM and BERT, to detect Android malware in highly imbalanced datasets. The application of BERT achieves excellent results with an F1 score of 0.919 on imbalanced malware detection. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 0 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments - [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments - [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments --- Tags: [#cyber](https://daily.dev/tags/cyber), [#deep-learning](https://daily.dev/tags/deep-learning), [#android](https://daily.dev/tags/android), [#malware](https://daily.dev/tags/malware), [#bert](https://daily.dev/tags/bert) [View this post on daily.dev](https://daily.dev/posts/using-sequence-modeling-to-detect-android-malware-in-highly-imbalanced-datasets-cgq6knhde)