TY - JOUR
T1 - A pilot study on the evaluation of cognitive abilities’ cluster through game-based intelligent technique
AU - Ahmad, Faizan
AU - Ahmed, Zeeshan
AU - Shaheen, Momina
AU - Muneeb, Sara
AU - Riasat, Rubata
N1 - Publisher Copyright:
© 2023, The Author(s).
PY - 2023/4/10
Y1 - 2023/4/10
N2 - Numerous scientific studies measured cognitive abilities through administered tests. Most of these traditional tests are inappropriate for several reasons, such as cost-ineffectiveness, tiresomeness, and invasiveness. The need is to build cost-effective, exciting, and plausibly engaging techniques that could noninvasively measure cognitive abilities. This paper presents LAS, an intelligent technique that utilizes non-invasively collected game analytics to automatically evaluate the cluster of three cognitive abilities (i.e., Visual Long-term Memory (VLTM), Analytical Capability (AC), and Visual Short-term Memory in Change Detection Paradigm (VSTMiCDP)). The experimental group-based cross-generational cognitive evaluation in the game-based scenario established the potential of the proposed technique is twofold: 1) It successfully categorizes cluster of three targeted cognitive abilities within the 5-point evaluation sphere (i.e., 0–1 = very bad, 1–2 = bad, 2–3 = fair, 3–4 = good, 4–5 = excellent), and 2) It highly correlates with the results of a control group that are measured with three traditional cognitive tests.
AB - Numerous scientific studies measured cognitive abilities through administered tests. Most of these traditional tests are inappropriate for several reasons, such as cost-ineffectiveness, tiresomeness, and invasiveness. The need is to build cost-effective, exciting, and plausibly engaging techniques that could noninvasively measure cognitive abilities. This paper presents LAS, an intelligent technique that utilizes non-invasively collected game analytics to automatically evaluate the cluster of three cognitive abilities (i.e., Visual Long-term Memory (VLTM), Analytical Capability (AC), and Visual Short-term Memory in Change Detection Paradigm (VSTMiCDP)). The experimental group-based cross-generational cognitive evaluation in the game-based scenario established the potential of the proposed technique is twofold: 1) It successfully categorizes cluster of three targeted cognitive abilities within the 5-point evaluation sphere (i.e., 0–1 = very bad, 1–2 = bad, 2–3 = fair, 3–4 = good, 4–5 = excellent), and 2) It highly correlates with the results of a control group that are measured with three traditional cognitive tests.
KW - Cognitive evaluation
KW - Gamification
KW - Interactive system
KW - Non-invasive data
UR - http://www.scopus.com/inward/record.url?scp=85152648490&partnerID=8YFLogxK
U2 - 10.1007/s11042-023-15100-x
DO - 10.1007/s11042-023-15100-x
M3 - Article
AN - SCOPUS:85152648490
SN - 1380-7501
VL - 82
SP - 41323
EP - 41341
JO - Multimedia Tools and Applications
JF - Multimedia Tools and Applications
IS - 26
ER -