Human and Machine Learning by Jianlong Zhou & Fang Chen

Author:Jianlong Zhou & Fang Chen
Language: eng
Format: epub
Publisher: Springer International Publishing, Cham

11.4.1 Interactive Data Analytics from An HCI Perspective

The multimodal interface trend in HCI [8] tries to build interfaces intelligent enough to actively incorporate a human’s intuitions and load. In hte case of ML-based interactive data analytics, the key HCI research questions would be (see Fig. 11.4): (1) what aspects of data would humans like to see on screen? (2) how could the desired data aspects be best visualised? and (3) how much control can be transferred for the human to adequately manipulate the visualised data? This section is concerned mainly with the first two questions. More specifically, the effects of uncertainty and correlation on user confidence in ML-based decision making are investigated in this section.

Fig. 11.4Interactive data analytics: an HCI perspective

Download

Copyright Disclaimer:
This site does not store any files on its server. We only index and link to content provided by other sites. Please contact the content providers to delete copyright contents if any and email us, we'll remove relevant links or contents immediately.