Encoding modeling | Seung-Goo KIM, PhD

Linear modeling with nonlinear transformation of the external information has been widely used to understand how the human brain processes real-world environment (Kim et al., 2024; Kim et al., 2023; Kim, 2022; Leahy et al., 2021) .

Fig 1. Overview of Linearized Encoding Analysis (LEA)

Methodological issues

Reverse double-dipping

Fig 2. Reserve double-dipping: data dips you, twice!

Time series prediction

Fig 3. Spurious correlation between smooth time series

Resources

Kim, 2024-09-07, Linearized Encoding Modeling: a Predictive Analysis Methodology for Music Perception, Korean Society for Music Perception and Cognition (KSMPC) Summer School 24, Session 3 lecture. [slides] [code] [repo]

References

2024

CerCor

Linguistic modulation of the neural encoding of phonemes

Seung-Goo Kim, Federico De Martino , and Tobias Overath

2024

Bib HTML PDF Code

@article{kim2024cc,
  author = {Kim, Seung-Goo and Martino, Federico De and Overath, Tobias},
  date-modified = {2024-04-25 14:43:05 +0200},
  doi = {10.1093/cercor/bhae155},
  title = {Linguistic modulation of the neural encoding of phonemes},
  year = {2024},
}

2023

ICMPC

Emotion-relevant Representations of Music Extracted by Convolutional Neural Networks Are Encoded in Medial Prefrontal Cortex

Seung-Goo Kim, Tobias Overath, and Daniela Sammler

Proceedings – The Joint Conference of the 17th International Conference on Music Perception and Cognition (ICMPC) and the 7th Conference of the Asia-Pacific Society for the Cognitive Sciences of Music (APSCOM), 2023

Bib PDF Slides

@article{kim2023icmpc,
  author = {Kim, Seung-Goo and Overath, Tobias and Sammler, Daniela},
  journal = {Proceedings -- The Joint Conference of the 17th International Conference on Music Perception and Cognition (ICMPC) and the 7th Conference of the Asia-Pacific Society for the Cognitive Sciences of Music (APSCOM)},
  date = {2023-08-01},
  date-modified = {2024-04-25 18:48:05 +0200},
  organization = {International Conference on Music Perception and Cognition (ICMPC)},
  title = {Emotion-relevant Representations of Music Extracted by Convolutional Neural Networks Are Encoded in Medial Prefrontal Cortex},
  year = {2023},
}

2022

FNsci

On the encoding of natural music in computational models and human brains

Seung-Goo Kim

Frontiers in Neuroscience, 2022

Bib HTML PDF

@article{kim2022fn,
  author = {Kim, Seung-Goo},
  date-modified = {2024-04-25 17:36:43 +0200},
  journal = {Frontiers in Neuroscience},
  title = {On the encoding of natural music in computational models and human brains},
  volume = {16},
  year = {2022},
}

2021

FNsci

An Analytical Framework of Tonal and Rhythmic Hierarchy in Natural Music Using the Multivariate Temporal Response Function

J. Leahy , Seung-Goo Kim, J. Wan , and 1 more author

Frontiers in Neuroscience, 2021

HTML PDF Code