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← ScienceWhich outcome results when adaptive traffic light control system sensor data are represented using non-linear activation functions?
A)Improved pattern recognition accuracy✓
B)Reduced computational resource utilization
C)Increased system latency
D)Decreased overall network bandwidth
💡 Explanation
Improved pattern recognition accuracy results from non-linear activation functions, because they allow the system to model complex relationships between input sensor data and traffic patterns via function approximation, therefore a more accurate response, rather than with linear functions limited to linear relationships.
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