Relating EEG to continuous speech using deep neural networks: a review.
Objective. When a person listens to continuous speech, a corresponding response is elicited
in the brain and can be recorded using electroencephalography (EEG). Linear models are …
in the brain and can be recorded using electroencephalography (EEG). Linear models are …
A hierarchy of linguistic predictions during natural language comprehension
Understanding spoken language requires transforming ambiguous acoustic streams into a
hierarchy of representations, from phonemes to meaning. It has been suggested that the …
hierarchy of representations, from phonemes to meaning. It has been suggested that the …
Neural tracking as a diagnostic tool to assess the auditory pathway
When a person listens to sound, the brain time-locks to specific aspects of the sound. This is
called neural tracking and it can be investigated by analysing neural responses (eg …
called neural tracking and it can be investigated by analysing neural responses (eg …
Parallel processing in speech perception with local and global representations of linguistic context
Speech processing is highly incremental. It is widely accepted that human listeners
continuously use the linguistic context to anticipate upcoming concepts, words, and …
continuously use the linguistic context to anticipate upcoming concepts, words, and …
[HTML][HTML] Neural tracking of linguistic and acoustic speech representations decreases with advancing age
Background: Older adults process speech differently, but it is not yet clear how aging affects
different levels of processing natural, continuous speech, both in terms of bottom-up acoustic …
different levels of processing natural, continuous speech, both in terms of bottom-up acoustic …
Subcortical responses to music and speech are alike while cortical responses diverge
Music and speech are encountered daily and are unique to human beings. Both are
transformed by the auditory pathway from an initial acoustical encoding to higher level …
transformed by the auditory pathway from an initial acoustical encoding to higher level …
Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
The human brain tracks amplitude fluctuations of both speech and music, which reflects
acoustic processing in addition to the encoding of higher-order features and one's cognitive …
acoustic processing in addition to the encoding of higher-order features and one's cognitive …
Eelbrain, a Python toolkit for time-continuous analysis with temporal response functions
Even though human experience unfolds continuously in time, it is not strictly linear; instead,
it entails cascading processes building hierarchical cognitive structures. For instance, during …
it entails cascading processes building hierarchical cognitive structures. For instance, during …
Introducing MEG-MASC a high-quality magneto-encephalography dataset for evaluating natural speech processing
The “MEG-MASC” dataset provides a curated set of raw magnetoencephalography (MEG)
recordings of 27 English speakers who listened to two hours of naturalistic stories. Each …
recordings of 27 English speakers who listened to two hours of naturalistic stories. Each …
Decoding of the speech envelope from EEG using the VLAAI deep neural network
To investigate the processing of speech in the brain, commonly simple linear models are
used to establish a relationship between brain signals and speech features. However, these …
used to establish a relationship between brain signals and speech features. However, these …