"Approximate number system" training: A perceptual learning approach

被引:11
作者
Cochrane, Aaron [1 ]
Cui, Lucy [2 ]
Hubbard, Edward M. [3 ]
Green, C. Shawn [1 ]
机构
[1] Univ Wisconsin, Dept Psychol, 1202 W Johnson St, Madison, WI 53706 USA
[2] Univ Calif Los Angeles, Dept Psychol, 502 Portola Plaza, Los Angeles, CA 90095 USA
[3] Univ Wisconsin, Dept Educ Psychol, 1025 W Johnson St, Madison, WI 53706 USA
关键词
Approximate number system; Number sense; Perceptual learning; Arithmetic; INDIVIDUAL-DIFFERENCES; SENSE; ORIENTATION; NUMEROSITY; REPRESENTATIONS; DISCRIMINATION; ACUITY; SPECIFICITY; PRESCHOOLERS; ACHIEVEMENT;
D O I
10.3758/s13414-018-01636-w
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Recent research suggests that humans perceive quantity using a non-symbolic number sense. This sense is then thought to provide a foundation for understanding symbolic numbers in formal education. Given this link, there has been interest in the extent to which the approximate number system (ANS) can be improved via dedicated training, as this could provide a route to improving performance in symbolic mathematics. However, current evidence regarding the trainability of the ANS comes largely from studies that have used short training durations, leaving open the question of whether improvements occur over a longer time span. To address this limitation, we utilized a perceptual learning approach to investigate the extent to which long-term (8,000+ trials) training modifies the ANS. Consistent with the general methodological approach common in the domain of perceptual learning (where learning specificity is commonly observed), we also examined whether ANS training generalizes to: (a) untrained locations in the visual field; (b) an enumeration task; (c) a higher-level ratio comparison task; and (d) arithmetic ability. In contrast to previous short-term training studies showing that ANS learning quickly asymptotes, our long-term training approach revealed that performance continued to improve even after thousands of trials. We further found that the training generalized to untrained visual locations. At post-test there was non-significant evidence for generalization to a low-level enumeration task, but not to our high-level tasks, including ratio comparison, multi-object tracking, and arithmetic performance. These results demonstrate the potential utility of long-term psychophysical training, but also suggest that ANS training alone (even long-duration training) may be insufficient to modify higher-level math skills.
引用
收藏
页码:621 / 636
页数:16
相关论文
共 86 条
[1]   ATTENTIONAL CONTROL OF EARLY PERCEPTUAL-LEARNING [J].
AHISSAR, M ;
HOCHSTEIN, S .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1993, 90 (12) :5718-5722
[2]   The reverse hierarchy theory of visual perceptual learning [J].
Ahissar, M ;
Hochstein, S .
TRENDS IN COGNITIVE SCIENCES, 2004, 8 (10) :457-464
[3]   COMPUTATIONAL SURVEY OF UNIVARIATE AND MULTIVARIATE LEARNING-CURVE MODELS [J].
BADIRU, AB .
IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 1992, 39 (02) :176-188
[4]   DIRECTION-SPECIFIC IMPROVEMENT IN MOTION DISCRIMINATION [J].
BALL, K ;
SEKULER, R .
VISION RESEARCH, 1987, 27 (06) :953-965
[5]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[6]   Expertise in tactile pattern recognition [J].
Behrmann, M ;
Ewell, C .
PSYCHOLOGICAL SCIENCE, 2003, 14 (05) :480-486
[7]   Action video game play facilitates the development of better perceptual templates [J].
Bejjanki, Vikranth R. ;
Zhang, Ruyuan ;
Li, Renjie ;
Pouget, Alexandre ;
Green, C. Shawn ;
Lu, Zhong-Lin ;
Bavelier, Daphne .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (47) :16961-16966
[8]   The psychophysics toolbox [J].
Brainard, DH .
SPATIAL VISION, 1997, 10 (04) :433-436
[9]   Motor Task Variation Induces Structural Learning [J].
Braun, Daniel A. ;
Aertsen, Ad ;
Wolpert, Daniel M. ;
Mehring, Carsten .
CURRENT BIOLOGY, 2009, 19 (04) :352-357
[10]   A visual sense of number [J].
Burr, David ;
Ross, John .
CURRENT BIOLOGY, 2008, 18 (06) :425-428