Author List: Twyman, Nathan W; Proudfoot, Jeffrey Gainer; Schuetzler, Ryan M; Elkins, Aaron C.; Derrick, Douglas C.;
Journal of Management Information Systems, 2015, Volume 32, Issue 4, Page 215-245.
This study investigates the effectiveness of an automatic system for detection of deception by individuals with the use of multiple indicators of such potential deception. Deception detection research in the information systems discipline has postulated increased accuracy through a new class of screening systems that automatically conduct interviews and track multiple indicators of deception simultaneously. Understanding the robustness of this new class of systems and the limitations of its theoretical improved performance is important for refinement of the conceptual design. The design science proof-of-concept study presented here implemented and evaluated the robustness of these systems for automated screening for deception detection. A large experiment was used to evaluate the effectiveness of a constructed multiple-indicator system, both under normal conditions and with the presence of common types of countermeasures (mental and physical). The results shed light on the relative strength and robustness of various types of deception indicators within this new context. The findings further suggest the possibility of increased accuracy through the measurement of multiple indicators if classification algorithms can compensate for human attempts to counter effectiveness. > >
Keywords: automated screening systems ;deception countermeasures; deception detection; design science ;humanÐcomputer interaction ;human risk assessment ;human screening
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#7 0.531 detection deception assessment credibility automated fraud fake cues detecting results screening study detect design indicators science important theory performance improved
#77 0.132 information systems paper use design case important used context provide presented authors concepts order number various underlying implementation framework nature
#95 0.061 learning mental conceptual new learn situated development working assumptions improve ess existing investigates capture advanced proposes types context building acquisition
#180 0.055 multiple elements process environments complex integrated interdependencies design different developing integration order approach dialogue framework capabilities settings building focus distinct