New paper in Cognition: Modelling processing of rhythmic patterns

New paper in Cognition: Modelling processing of rhythmic patterns

When you listen to rhythm, you can predict the timing of sounds by learning the pattern of longer and shorter sounds (like morse code). But how do we represent a rhythmic pattern in our minds? We used a probabilistic model of musical predictions to figure this out. Across three different tasks, we found that listeners primarily rely on abstract and imprecise representations: instead of “this interval was 400 ms and the next is 350 ms” we seem to represent rhythmic patterns more like “long, a bit longer, a bit shorter, shortish” – we rely on ratios and contour mostly!

Full paper in Cognition can be found here, all code and data here.

New paper: Do Musicians Have Better Short-Term Memory Than Nonmusicians? A Multilab Study

New paper: Do Musicians Have Better Short-Term Memory Than Nonmusicians? A Multilab Study

Recently, our lab has contributed to a long-standing debate: does musical training make you smarter? There are many ways to address this somewhat controversial question, and the principal investigators on this project, Massimo Grassi and Francesca Talamini, took a very elegant one: a multi-lab study. Over 100 researchers from across the globe collected data on a very wide battery of cognitive tasks in both people with and without extensive musical training. While a correlational design, it does help answer pertinent questions, since if no difference is present between musicians and non-musicians, than causation is not likely either. The study resulted in a beautiful dataset, with nuanced results. Do musicians have better working-memory than non-musicians? Well, “maybe”, and “it depends”… We did find an effect, but it was very small. I am very happy and proud that we could contribute to this great effort from Leiden!

Full paper in Advances in Methods and Practices in Psychological Science can be found here.

New paper in Cerebral Cortex: EEG responses to rhythm at different tempi

New paper in Cerebral Cortex: EEG responses to rhythm at different tempi

New paper out in Cerebral Cortex, spearheaded by Atser Damsma. When you listen to rhythm, you can often feel a regular beat. If a rhythm slows down or speeds up, your perception of the beat changes. We set out to test whether we can detect this in EEG. The answer is yes. The neural synchronisation with the beat shifts to a different level in the rhythm if we change the tempo. But then things got more interesting: we tried modelling this shift, using an entrainment model, and a simple model of evoked responses. Turns out both models can mimic the metrical shift that happens with a tempo-change! So what does neural synchronisation to beat-specific frequencies mean? We argue that evoked responses can explain more than we may have thought…

Full paper in Cerebral Cortex can be found here and all code and data can be found here.

New chapter out: how to use ERPs to study beat perception

New chapter out: how to use ERPs to study beat perception

Now officially out: our updated chapter on how to probe beat perception in human adults, newborns, and nonhuman primates. With Henkjan Honing and Gábor Háden, and with many thanks to Hugo Merchant for inviting us to update our chapter from 10 years ago. We discuss what the different aspects of rhythm are that can be probed with ERPs, and how to design stimuli that induce a beat in various ways. We also review how this has been done in human adults, newborns, and nonhuman primates.

The chapter can be found here: https://link.springer.com/chapter/10.1007/978-3-031-60183-5_13. An open access preprint of the chapter (identical to the published version) is available on OSF: https://osf.io/preprints/psyarxiv/azk9q.

Preprint: “A silent disco: Persistent entrainment of low-frequency neural oscillations underlies beat-based, but not pattern-based temporal expectations”

Is something special about beat-based expectations in rhythm? In this paper, we try to find out! The preprint is now fully updated with all the latest analyses, and online on bioRxiv:

Bouwer, F.L., Fahrenfort, J.J., Millard, S.K., Kloosterman, N.A., Slagter, H.A. (preprint). A silent disco: Persistent entrainment of low-frequency neural oscillations underlies beat-based, but not pattern-based temporal expectations. bioRxiv, 2020.01.08.899278; doi: https://doi.org/10.1101/2020.01.08.899278

Temporal expectations (e.g., predicting “when”) facilitate sensory processing, and are suggested to rely on entrainment of low frequency neural oscillations to regular rhythmic input, such as a beat in music (“beat-based” expectations). However, temporal expectations can also be based on predictable repeated patterns (“pattern-based” expectations). These two types of expectations often occur simultaneously, but whether they are subserved by the same neural mechanisms is currently a topic of active debate. Here, we addressed this outstanding issue by examining EEG activity and behavioral responses during silent periods following rhythmic auditory sequences designed to elicit only beat-based or pattern-based expectations, or with random timing. In Experiment 1 (N = 32), participants rated how well probe tones at various time points fitted the previous rhythm. Beat-based expectations affected fitness ratings for at least two beat-cycles, while the effects of pattern-based expectations subsided after the first expected time point in the silence window. In Experiment 2 (N = 27), using EEG, we found a Contingent Negative Variation (CNV) following the final tones of pattern-based, but not beat-based sequences. Moreover, we found enhanced power in the EEG signal at the beat frequency for beat-based sequences both during listening and the silence, while for pattern-based sequences, enhanced power at a pattern-specific frequency was only present during listening, not during the silence. Finally, we show how multivariate pattern decoding and multi scale entropy – measures sensitive to non-oscillatory components of the signal – can be used to probe temporal expectations. Taken together, we show that beat-based and pattern-based expectations affect behavior differentially, with beat-based expectations exerting longer-lasting effects than pattern-based expectations. At a neural level, climbing activity may specifically reflect pattern-based expectations, while persistent low frequency oscillations may be specific to beat-based expectations. When studying responses to complex rhythmic stimuli, like in music and language, both types of expectations should therefore be considered.

Commentary about individual differences out in Journal of Cognition

My fabulous postdoc supervisor Prof. Heleen Slagter invited me to co-author a commentary about individual differences in the Journal of Cognition. Out now!

Slagter, H. A., & Bouwer, F. L. (2021). Qualitative Versus Quantitative Individual Differences in Cognitive Neuroscience. Journal of Cognition4(1), 49. DOI: http://doi.org/10.5334/joc.170

Individual differences in cognitive performance can be quantitative or qualitative in nature. Accounting for qualitative as well as quantitative individual differences is of importance for cognitive neuroscience, where a central goal is not only to relate brain function to behavior generally, but also to understand and predict individual behavior from neural data. In turn, cognitive neuroscience can help determine the nature of individual differences by revealing the underlying neural mechanisms and uncover qualitative individual differences that are not immediately apparent from behavioral data, enhancing our understanding of why and how people behave the way they do.

Paper on rhythmic abilities in humans and animals out in Phil Trans

Two years after the fabulous workshop organised by Henkjan Honing, Sonja Kotz, Andrea Ravignani, and Michael Greenfield, the special theme issue on rhythm and rhythmic interactions came out in Philosophical Transactions B, including a paper co-authored by me on how to test rhythmic abilities in human and non-human animals. More on this in my previous post about the preprint. Note that the preprint is identical to the published version and open access.

Bouwer, F.L., Nityananda V., Rouse, A. A., & ten Cate, C. (2021). Rhythmic abilities in humans and non-human animals: a review and recommendations from a methodological perspective. Philosophical Transactions of the Royal Society B, 376, 20200335. doi: 10.1098/rstb.2020.0335

Rhythmic behaviour is ubiquitous in both human and non-human animals, but it is unclear whether the cognitive mechanisms underlying the specific rhythmic behaviours observed in different species are related. Laboratory experiments combined with highly controlled stimuli and tasks can be very effective in probing the cognitive architecture underlying rhythmic abilities. Rhythmic abilities have been examined in the laboratory with explicit and implicit perception tasks, and with production tasks, such as sensorimotor synchronization, with stimuli ranging from isochronous sequences of artificial sounds to human music. Here, we provide an overview of experimental find- ings on rhythmic abilities in human and non-human animals, while critically considering the wide variety of paradigms used. We identify several gaps in what is known about rhythmic abilities. Many bird species have been tested on rhythm perception, but research on rhythm production abilities in the same birds is lacking. By contrast, research in mammals has primarily focused on rhythm production rather than perception. Many experiments also do not differentiate between possible components of rhythmic abilities, such as processing of single temporal intervals, rhythmic patterns, a regular beat or hierarchical metrical structures. For future research, we suggest a careful choice of paradigm to aid cross-species comparisons, and a critical consideration of the multifaceted abilities that underlie rhythmic behaviour.

How can we test rhythmic abilities in human and non-human animals? New preprint on PsyArxiv!

In the summer of 2019, I was lucky to be invited to be part of a Lorentz workshop, in which an inspiring group of researchers came together to discuss rhythm from every possible angle. This workshop was instigated by a fabulous organising team:Henkjan Honing, Sonja Kotz, Andrea Ravignani, and Michael Greenfield. The results of all the fruitful discussions will be published soon in a Special Issue in Philosophical Transactions B, including a paper co-authored by me on how to test rhythmic abilities in human and non-human animals.

In the paper, co-authored by Carel ten Cate, Vivek Nityananda, and Andrew Rouse, we discuss how different paradigms are used in different species. For example, birds are often tested on their rhythm perception, while monkeys are often tested on rhythm production, making it very hard to compare their abilities. The paper is now available as a preprint on PsyArxiv!

Paper on beat-based and memory-based expectations out in Journal of Cognitive Neuroscience

Bouwer, F.L., Honing, H., & Slagter, H.A. (2020). Beat-based and Memory-based Temporal Expectations in Rhythm: Similar Perceptual Effects, Different Underlying Mechanisms

All data, experimental files, and analysis scripts are available here. An open access pre-print of the paper, which is identical in content, is available here. The publishers version can be found here.

Predicting the timing of incoming information allows the brain to optimize information processing in dynamic environments. Behaviorally, temporal expectations have been shown to facilitate processing of events at expected time points, such as sounds that coincide with the beat in musical rhythm. Yet, temporal expectations can develop based on different forms of structure in the environment, not just the regularity afforded by a musical beat. Little is still known about how different types of temporal expectations are neurally implemented and affect performance. Here, we orthogonally manipulated the periodicity and predictability of rhythmic sequences to examine the mechanisms underlying beat-based and memory-based temporal expectations, respectively. Behaviorally and using EEG, we looked at the effects of beat-based and memory-based expectations on auditory processing when rhythms were task-relevant or task-irrelevant. At expected time points, both beat-based and memory-based expectations facilitated target detection and led to attenuation of P1 and N1 responses, even when expectations were task-irrelevant (unattended). For beat-based expectations, we additionally found reduced target detection and enhanced N1 responses for events at unexpected time points (e.g., off-beat), regardless of the presence of memory-based expectations or task relevance. This latter finding supports the notion that periodicity selectively induces rhythmic fluctuations in neural excitability and furthermore indicates that, although beat-based and memory-based expectations may similarly affect auditory processing of expected events, their underlying neural mechanisms may be different.

New preprint on BioRxiv: is beat perception special?

F.L. Bouwer, H. Honing, & H.A. Slagter (2019). Beat-based and memory-based temporal expectations in rhythm: similar perceptual effects, different underlying mechanisms

Predicting the timing of incoming information allows the brain to optimize information processing in dynamic environments. Behaviorally, temporal expectations have been shown to facilitate processing of events at expected time points, such as sounds that coincide with the beat in musical rhythm. Yet, temporal expectations can develop based on different forms of structure in the environment, not just the regularity afforded by a musical beat. Little is still known about how different types of temporal expectations are neurally implemented and affect performance. Here, we orthogonally manipulated the periodicity and predictability of rhythmic sequences to examine the mechanisms underlying beat-based and memory-based temporal expectations, respectively.

(more…)