LEAPS: Detecting Camouflaged Attacks with Statistical Learning Guided by Program Analysis

2015 ◽  
Author(s):  
Zhongshu Gu ◽  
Kexin Pei ◽  
Qifan Wang ◽  
Luo Si ◽  
Xiangyu Zhang ◽  
...  
Keyword(s):  
Statistical Learning ◽  
Program Analysis

Rapid Serial Auditory Presentation

2015 ◽  
Vol 62 (5) ◽  
pp. 346-351 ◽  
Author(s):  
Ana Franco ◽  
Julia Eberlen ◽  
Arnaud Destrebecqz ◽  
Axel Cleeremans ◽  
Julie Bertels
Keyword(s):  
Statistical Learning ◽  
Reaction Times ◽  
Visual Presentation ◽  
Detection Task ◽  
Speech Segmentation ◽  
Auditory Presentation ◽  
Indirect Measure ◽  
Speech Stream ◽  
Adult Participants ◽  
Presentation Procedure

Abstract. The Rapid Serial Visual Presentation procedure is a method widely used in visual perception research. In this paper we propose an adaptation of this method which can be used with auditory material and enables assessment of statistical learning in speech segmentation. Adult participants were exposed to an artificial speech stream composed of statistically defined trisyllabic nonsense words. They were subsequently instructed to perform a detection task in a Rapid Serial Auditory Presentation (RSAP) stream in which they had to detect a syllable in a short speech stream. Results showed that reaction times varied as a function of the statistical predictability of the syllable: second and third syllables of each word were responded to faster than first syllables. This result suggests that the RSAP procedure provides a reliable and sensitive indirect measure of auditory statistical learning.

Statistical Learning of Implicit Regularity Correlates With Acquisition of Chinese Literacy as a Second Language

2012 ◽  
Author(s):  
Denise H. Wu ◽  
Esther H.-Y. Shih ◽  
Ram Frost ◽  
Jun Ren Lee ◽  
Chiaying Lee ◽  
...  
Keyword(s):  
Second Language ◽  
Statistical Learning

Timing Is Everything: Effects of Attention and Modality on Statistical Learning

2007 ◽  
Author(s):  
Lauren L. Emberson ◽  
Christopher M. Conway ◽  
Morten H. Christiansen
Keyword(s):  
Statistical Learning

Perceptual constraints on visual statistical learning of multielement scenes

2006 ◽  
Author(s):  
Christopher M. Conway ◽  
Robert L. Goldstone ◽  
Morten H. Christiansen
Keyword(s):  
Statistical Learning ◽  
Visual Statistical Learning
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