Behavioural Brain Research 236 (2013) 332–343
Contents lists available at SciVerse ScienceDirect
Behavioural Brain Research
j ourna l ho me pa ge: www.elsevier.com/locate/bbr
Research report
Event-related potential correlates of emergent inference in human arbitrary
relational learning
Ting Wang, Simon Dymond
∗
Department of Psychology, Swansea University, Singleton Park, Swansea SA2 8PP, United Kingdom
h i g h l i g h t s
◮ Examined functional–anatomical correlates of emergent relational inference.
◮ Relations trained between either words and pseudowords or arbitrary symbols.
◮ EEG was recorded during presentations of related and unrelated stimulus pairs.
◮ Faster, more accurate responses on symmetry and equivalence trials.
◮ ERPs were significant at mainly frontal–parietal and occipital sites.
a r t i c l e i n f o
Article history:
Received 2 July 2012
Received in revised form 17 August 2012
Accepted 21 August 2012
Available online xxx
Keywords:
Categories
Concepts
Relational inference
Stimulus equivalence
Relatedness
Directly trained
Event-related potentials
a b s t r a c t
Two experiments investigated the functional–anatomical correlates of cognition supporting untrained,
emergent relational inference in a stimulus equivalence task. In Experiment 1, after learning a series of
conditional relations involving words and pseudowords, participants performed a relatedness task during
which EEG was recorded. Behavioural performance was faster and more accurate on untrained, indirectly
related symmetry (i.e., learn AB and infer BA) and equivalence trials (i.e., learn AB and AC and infer CB)
than on unrelated trials, regardless of whether or not a formal test for stimulus equivalence relations had
been conducted. Consistent with previous results, event related potentials (ERPs) evoked by trained and
emergent trials at parietal and occipital sites differed only for those participants who had not received a
prior equivalence test. Experiment 2 further replicated and extended these behavioural and ERP findings
using arbitrary symbols as stimuli and demonstrated time and frequency differences for trained and
untrained relatedness trials. Overall, the findings demonstrate convincingly the ERP correlates of intra-
experimentally established stimulus equivalence relations consisting entirely of arbitrary symbols and
offer support for a contemporary cognitive-behavioural model of symbolic categorisation and relational
inference.
© 2012 Elsevier B.V. All rights reserved.
1. Introduction
Traditionally, psychologists and philosophers alike have been
interested in the seemingly unique human propensity to classify,
categorise and organise linguistic stimuli. Categorisation and con-
cept formation abilities have long been considered to be defining
features of symbolic behaviour that often cannot readily be traced
to a history of direct learning. Early behavioural approaches, for
instance, emphasised the role of principles of reinforcement, dis-
crimination and generalisation in concept learning based on direct
learning [1]. Recently, behavioural psychology has developed a
fruitful and rigorous approach to the study of categorisation and
∗
Corresponding author. Tel.: +44 1792 295602; fax: +44 1792 295679.
E-mail addresses: t.wang@swansea.ac.uk (T. Wang), s.o.dymond@swansea.ac.uk
(S. Dymond).
symbolic behaviour, called derived relational responding, which is
based on Sidman’s [2] stimulus equivalence paradigm. Historically,
the phenomenon of stimulus equivalence dates back to ancient
Greece [3] and was studied by experimental psychologists, such as
stimulus–response (S–R) theorists [4] for decades until the demise
of S–R psychology [5]. However, it was not until the early 1970s
that Sidman rediscovered the topic and set about devising a coher-
ent set of experimental procedures and terminology with which to
study it [6].
Research on stimulus equivalence and other forms of derived
relational responding has generated considerable interest because
it may provide a novel approach to the investigation of unlearned
or emergent categorisation skills involving physically distinct,
arbitrarily related stimuli. The basic finding shows that when
verbally-able humans learn a series of interconnected conditional
discriminations, the stimuli often become related to one another in
ways not explicitly trained. For instance, if choosing Stimulus B in
0166-4328/$ – see front matter © 2012 Elsevier B.V. All rights reserved.
http://dx.doi.org/10.1016/j.bbr.2012.08.033