Dataset Overview

Dataset Name

WISDM Dataset (WISDM_ar_v1.1_raw.txt)

Data Source

The dataset is downloaded from http://www.cis.fordham.edu/wisdm/dataset.php

Content

The dataset contains six human activities:

• Sitting
• Jogging
• Walking
• Descending stairs
• Ascending stairs
• Standing

Intended Use

It is used to compare the performance of three models (CNN, LSTM, CNN+LSTM) on human‑activity‑recognition tasks. Performance comparison figures are shown below:

• Loss comparison chart for the three models: link text
• Accuracy comparison chart for the three models: link text