From c5c70f2a7d7ef9a60275666bb5eea1fb4c7eca15 Mon Sep 17 00:00:00 2001 From: Steffen Illium Date: Mon, 31 Mar 2025 20:28:14 +0200 Subject: [PATCH] excerpt shortening --- _posts/research/2022-02-25-rnn-memory-limits.md | 2 +- .../research/2023-02-25-autoencoder-trajectory-compression.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/_posts/research/2022-02-25-rnn-memory-limits.md b/_posts/research/2022-02-25-rnn-memory-limits.md index bbdd242f..042f14a6 100644 --- a/_posts/research/2022-02-25-rnn-memory-limits.md +++ b/_posts/research/2022-02-25-rnn-memory-limits.md @@ -2,7 +2,7 @@ layout: single title: "RNN Memory Limits" categories: research deep-learning recurrent-neural-networks sequence-modeling theoretical-ml -excerpt: "Investigated the practical limits of RNNs (vanilla, LSTM, GRU) in recalling past inputs from uncorrelated sequences via standard backpropagation." +excerpt: "Investigated memory limits of RNNs in recalling uncorrelated sequences." header: teaser: /assets/figures/22_rnn_limits.png scholar_link: "https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en" diff --git a/_posts/research/2023-02-25-autoencoder-trajectory-compression.md b/_posts/research/2023-02-25-autoencoder-trajectory-compression.md index 5480eda0..f3dfd370 100644 --- a/_posts/research/2023-02-25-autoencoder-trajectory-compression.md +++ b/_posts/research/2023-02-25-autoencoder-trajectory-compression.md @@ -2,7 +2,7 @@ layout: single title: "Autoencoder Trajectory Compression" categories: research deep-learning recurrent-neural-networks trajectory-analysis data-compression geoinformatics -excerpt: "Introduced an LSTM autoencoder approach for GPS trajectory compression, demonstrating superior reconstruction accuracy compared to Douglas-Peucker based on Fréchet distance and DTW." +excerpt: "LSTM autoencoder better DP for trajectory compression (Fréchet/DTW)." header: teaser: /assets/figures/23_trajectory_model.png scholar_link: "https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en"