Publications

論文誌 (国際) Deciding to Stop Early or Continue the Experiment After Checking p-Values at Interim Points: Introducing Group Sequential Designs to UI-Based Comparative Studies

Shota Yamanaka

International Journal of Human–Computer Interaction (IJHCI)

2024.10.9

Null hypothesis significance testing (NHST) is widely used in the field of Human-Computer Interaction (HCI), and caution has been advised against deciding whether to stop or continue an experiment based on checking p-values. However, in clinical trials, NHST with interim analysis is commonly employed by adjusting the alpha levels to control Type I error rates. This approach, known as a group sequential design, can also be beneficial in the HCI field. We analyzed existing datasets of target-pointing tasks using group sequential designs and experimentally demonstrated that, depending on the $\alpha$-level correction method, we could reduce the number of participants by 40.4-56.5%.

Paper : Deciding to Stop Early or Continue the Experiment After Checking p-Values at Interim Points: Introducing Group Sequential Designs to UI-Based Comparative Studies新しいタブまたはウィンドウで開く (外部サイト)