Title :
A quantitative measure for information transfer in human-machine control systems
Author :
Bakaev, Maxim ; Avdeenko, Tatiana
Author_Institution :
Econ. Inf. Dept., Novosibirsk State Tech. Univ., Novosibirsk, Russia
Abstract :
This study is an exploration in measuring quantities of information transferred in the course of interaction in human-machine systems, which deemed necessary as fundamental support for interface design. We put forwards several possible measures found in previous research works, including the infamous Hick´s law, and validate their applicability with dedicated experiment with 33 users performing selection tasks. The results suggest that interface “effective information capacity” factor, incorporating number of alternative targets (N) and logarithm of their vocabulary size (K, possible different symbols), provided better fit to the observed performance time, while Hick´s law model and “interface message length” (IML) based models were clearly inferior. ANOVA suggested strong effect of interaction between N, K, and IML, but building corresponding conclusive model would require further theoretical research. We also calculated selection tasks throughput, which amounted to 59.0 bit/s in the experiment, steadily increasing per K and decreasing with age. Our findings might aid interface designers, in particular ones developing human-machine control systems that seek to maximize overall operating efficiency and minimize costly human errors.
Keywords :
human computer interaction; man-machine systems; statistical analysis; ANOVA; Hicks law; IML based model; alternative targets; effective information capacity factor; human-machine control system; human-machine system; information transfer; interface designer; interface message length; operating efficiency; quantitative measure; vocabulary size; Analysis of variance; Computers; Control systems; Error analysis; Man machine systems; Throughput; Vocabulary; Hick-Hyman Law; Information Complexity; Interface Design; Model Human Processor; Throughput;
Conference_Titel :
Control and Communications (SIBCON), 2015 International Siberian Conference on
Conference_Location :
Omsk
Print_ISBN :
978-1-4799-7102-2
DOI :
10.1109/SIBCON.2015.7146989