Extraction of mismatch negativity from electroencephalography data
In this thesis, we consider three procedures to extract the mismatch negativity, a component of event-related potential, from electroencephalography data: optimal digital filtering, wavelet decomposition, and independent component analysis decomposition procedures. The procedures are compared on two different datasets, stressing their advantages over the conventional difference wave procedure. The main results of the thesis support the use of the wavelet decomposition and independent component analysis decomposition procedures to reveal the experimental effects which are expected from the literature, but not distinguishable through the traditional procedure, and show that these developed procedures may allow us to reduce the duration of an experimental session. Also, we discuss some practical issues related to the use of independent component analysis-based procedures in the extraction of the mismatch negativity. Finally, we consider a method for spatial denoising in multi-channel electroencephalography data, which can be used as a preprocessing step prior to the extraction of the mismatch negativity or any event-related potential as well.
...
ISBN
978-951-39-9384-9Contains publications
- Artikkeli I: Kalyakin, I., González Vega, N., Joutsensalo, J., Huttunen, T., Kaartinen, J., & Lyytinen, H. (2007). Optimal digital filtering versus difference waves on the mismatch negativity in an uninterrupted sound paradigm. Developmental Neuropsychology, 31(3), 429-452. DOI: 10.1080/87565640701229607
- Artikkeli II: Cong, F., Huang, Y., Kalyakin, I., Li, H., Huttunen, T., Lyytinen, H., & Ristaniemi, T. (2012). Frequency-response-based wavelet decomposition for extracting children’s mismatch negativity elicited by uninterrupted sound. Journal of Medical and Biological Engineering, 32(3), 205-214.
- Artikkeli III: Kalyakin, I., González Vega, N., & Lyytinen, H. (2008). Extraction of the Mismatch Negativity on two paradigms using independent component analysis. In 21st IEEE International Symposium on Computer-Based Medical Systems, 59-64. DOI: 10.1109/CBMS.2008.72
- Artikkeli IV: Kalyakin, I., González Vega, N., Kärkkäinen, T., & Lyytinen, H. (2008). Independent component analysis on the mismatch negativity in an uninterrupted sound paradigm. Journal of Neuroscience Methods, 174(2), 301-312. DOI: 10.1016/j.jneumeth.2008.07.012
- Artikkeli V: Kalyakin, I., González Vega, N., Ivannikov, A., & Lyytinen, H. (2009). Extraction of the Mismatch Negativity Elicited by Sound Duration Decrements: A Comparison of Three Procedures. Data & Knowledge Engineering, 68, 1411-1426. DOI: 10.1016/j.datak.2009.07.004
- Artikkeli VI: Cong, F., Kalyakin, I., Ristaniemi, T., & Lyytinen, H. (2008). Drawback of ICA Procedure on EEG: Polarity Indeterminacy at Local Optimization. In 14th Nordic-Baltic Conference on Biomedical Engineering and Medical Physics, 202-205. DOI: 10.1007/978-3-540-69367-3_55
- Artikkeli VII: Cong, F., Zhang, Z., Kalyakin, I., Huttunen-Scott, T., Lyytinen, H., & Ristaniemi, T. (2009). Non-negative matrix factorization vs. FastICA on mismatch negativity of children. In Proceedings of International Joint Conference on Neural Networks, 586-590. DOI: 10.1109/IJCNN.2009.5179068
- Artikkeli VIII: Ivannikov, A., Kalyakin, I., Hämäläinen, J., Leppänen, P. H., Ristaniemi, T., Lyytinen, H., & Kärkkäinen, T. (2009). ERP denoising in multichannel EEG data using contrasts between signal and noise subspaces. Journal of Neuroscience Methods, 180(2), 340-351. DOI: 10.1016/j.jneumeth.2009.03.021
Metadata
Show full item recordCollections
- Väitöskirjat [3532]
License
Related items
Showing items with similar title or keywords.
-
Evaluation and extraction of mismatch negativity through exploiting temporal, spectral, time-frequency, and spatial features
Cong, Fengyu (University of Jyväskylä, 2010) -
Twin studies on the association of physical activity with cognitive and cerebral outcomes
Iso-Markku, Paula; Waller, Katja; Hautasaari, Pekka; Kaprio, Jaakko; Kujala, Urho M.; Tarkka, Ina M. (Elsevier, 2020)Regular physical activity (PA) offers positive effects on the human body. However, the effects of PA on cognition and in the brain are less clear. In this paper, we narratively review the relationship of PA with cognition ... -
Newborn infants' auditory system is sensitive to Western music chord categories
Virtala, Paula; Huotilainen, Minna; Partanen, Eino; Fellman, Vineta; Tervaniemi, Mari (Frontiers Research Foundation, 2013)Neural encoding of abstract rules in the audition of newborn infants has been recently demonstrated in several studies using event-related potentials (ERPs). In the present study the neural encoding of Western music chords ... -
Extraction of event-related potentials from electroencephalography data
Ivannikov, Andriy (University of Jyväskylä, 2009) -
Depression-related alterations in deviance detection ERPs in the auditory and somatosensory modality
Topal, Volkan; Louhisto, Kasper (2022)Automaattisilla sähköfysiologisilla aivovasteilla mitatut kuulo- ja tuntoärsykemuutokset ovat potentiaalisia työkaluja masennuksen hermostollisten merkkien tunnistamiseksi. Kyseiset vasteet ovat kuitenkin saaneet osakseen ...