Optimizing Self-Organizing Timbre Maps: Two Approaches. - Petri Toiviainen (Joint International Conference on Cognitive and Systematic Musicology, 1996)

Symbolic AI versus Connectionism in Music Research. - Petri Toiviainen (Readings in Music and Artificial Intelligence, 2000)

MIR In Matlab: The MIDI Toolbox. - Tuomas Eerola; Petri Toiviainen (ISMIR, 2004)

Classification of Musical Metre with Autocorrelation and Discriminant Functions. - Petri Toiviainen; Tuomas Eerola (ISMIR, 2005)

Visualization of tonal content with self-organizing maps and self-similarity matrices. - Petri Toiviainen (Comput. Entertain., 2005)

A Matlab Toolbox for Music Information Retrieval. - Olivier Lartillot; Petri Toiviainen; Tuomas Eerola (GfKl, 2007)

MIR in Matlab (II): A Toolbox for Musical Feature Extraction from Audio. - Olivier Lartillot; Petri Toiviainen (ISMIR, 2007)

Music cognition research amidst the boreal forest. - Petri Toiviainen; Jaakko Erkkilä; Tuomas Eerola; Geoff Luck; Olivier Lartillot (Cogn. Process., 2007)

Multi-Feature Modeling of Pulse Clarity: Design, Validation and Optimization. - Olivier Lartillot; Tuomas Eerola; Petri Toiviainen; José Fornari (ISMIR, 2008)

Prediction of Multidimensional Emotional Ratings in Music from Audio Using Multivariate Regression Models. - Tuomas Eerola; Olivier Lartillot; Petri Toiviainen (ISMIR, 2009)

The psychology of electronic music. - Petri Toiviainen (The Cambridge Companion to Electronic Music, 2012)

Analysis of ongoing EEG elicited by natural music stimuli using nonnegative tensor factorization. - Fengyu Cong; Anh Huy Phan 001; Qibin Zhao; Asoke K. Nandi; Vinoo Alluri; Petri Toiviainen; Hanna Poikonen; Minna Huotilainen; Andrzej Cichocki; Tapani Ristaniemi (EUSIPCO, 2012)

Large-scale brain networks emerge from dynamic processing of musical timbre, key and rhythm. - Vinoo Alluri; Petri Toiviainen; Iiro P. Jääskeläinen; Enrico Glerean; Mikko Sams; Elvira Brattico (NeuroImage, 2012)

Music cognition: Bridging computation and insights from cognitive neuroscience. - Marcus T. Pearce; Martin Rohrmeier; Petri Toiviainen; Elvira Brattico; Psyche Loui; Edward W. Large; Ji-Chul Kim (CogSci, 2013)

Dimension reduction for individual ica to decompose FMRI during real-world experiences: principal component analysis vs. canonical correlation analysis. - Valeri Tsatsishvili; Fengyu Cong; Tuomas Puoliväli; Vinoo Alluri; Petri Toiviainen; Asoke K. Nandi; Elvira Brattico; Tapani Ristaniemi (ESANN, 2013)

Semi-blind independent component analysis of functional MRI elicited by continuous listening to music. - Tuomas Puoliväli; Fengyu Cong; Vinoo Alluri; Qiu-Hua Lin; Petri Toiviainen; Asoke K. Nandi; Elvira Brattico; Tapani Ristaniemi (ICASSP, 2013)

Diffusion map for clustering fMRI spatial maps extracted by independent component analysis. - Tuomo Sipola; Fengyu Cong; Tapani Ristaniemi; Vinoo Alluri; Petri Toiviainen; Elvira Brattico; Asoke K. Nandi (MLSP, 2013)

From Vivaldi to Beatles and back: Predicting lateralized brain responses to music. - Vinoo Alluri; Petri Toiviainen; Torben Ellegaard Lund; Mikkel Wallentin; Peter Vuust; Asoke K. Nandi; Tapani Ristaniemi; Elvira Brattico (NeuroImage, 2013)

Linking Brain Responses to Naturalistic Music Through Analysis of Ongoing EEG and Stimulus Features. - Fengyu Cong; Vinoo Alluri; Asoke K. Nandi; Petri Toiviainen; Rui Fa; Basel Abu-Jamous; Liyun Gong; Bart G. W. Craenen; Hanna Poikonen; Minna Huotilainen; Tapani Ristaniemi (IEEE Trans. Multim., 2013)

Generation of stimulus features for analysis of FMRI during natural auditory experiences. - Valeri Tsatsishvili; Fengyu Cong; Tapani Ristaniemi; Petri Toiviainen; Vinoo Alluri; Elvira Brattico; Asoke K. Nandi (EUSIPCO, 2014)

Capturing the musical brain with Lasso: Dynamic decoding of musical features from fMRI data. - Petri Toiviainen; Vinoo Alluri; Elvira Brattico; Mikkel Wallentin; Peter Vuust (NeuroImage, 2014)

Combining PCA and multiset CCA for dimension reduction when group ICA is applied to decompose naturalistic fMRI data. - Valeri Tsatsishvili; Fengyu Cong; Petri Toiviainen; Tapani Ristaniemi (IJCNN, 2015)

Exploiting ongoing EEG with multilinear partial least squares during free-listening to music. - Deqing Wang; Fengyu Cong; Qibin Zhao; Petri Toiviainen; Asoke K. Nandi; Minna Huotilainen; Tapani Ristaniemi; Andrzej Cichocki (MLSP, 2016)

The reliability of continuous brain responses during naturalistic listening to music. - Iballa Burunat; Petri Toiviainen; Vinoo Alluri; Brigitte Bogert; Tapani Ristaniemi; Mikko Sams; Elvira Brattico (NeuroImage, 2016)

Increasing Stability of EEG Components Extraction Using Sparsity Regularized Tensor Decomposition. - Deqing Wang; Xiaoyu Wang; Yongjie Zhu; Petri Toiviainen; Minna Huotilainen; Tapani Ristaniemi; Fengyu Cong (ISNN, 2018)

Neuroanatomical substrate of noise sensitivity. - Marina Kliuchko; Tuomas Puoliväli; Marja Heinonen-Guzejev; Mari Tervaniemi; Petri Toiviainen; Mikko Sams; Elvira Brattico (NeuroImage, 2018)

Dynamic Functional Connectivity in the Musical Brain. - Dipankar Niranjan; Petri Toiviainen; Elvira Brattico; Vinoo Alluri (BI, 2019)

Dynamic Functional Connectivity Captures Individuals' Unique Brain Signatures. - Rohan Gandhi; Arun Garimella; Petri Toiviainen; Vinoo Alluri (BI, 2020)

Differential Effects of Trait Empathy on Functional Network Centrality. - Vishnu Moorthigari; Emily Carlson; Petri Toiviainen; Elvira Brattico; Vinoo Alluri (BI, 2020)

Towards Multimodal MIR: Predicting individual differences from music-induced movement. - Yudhik Agrawal; Samyak Jain; Emily Carlson; Petri Toiviainen; Vinoo Alluri (ISMIR, 2020)

The chronnectome of musical beat. - Petri Toiviainen; Iballa Burunat; Elvira Brattico; Peter Vuust; Vinoo Alluri (NeuroImage, 2020)

Altered EEG Oscillatory Brain Networks During Music-Listening in Major Depression. - Yongjie Zhu; Xiaoyu Wang; Klaus Mathiak; Petri Toiviainen; Tapani Ristaniemi; Jing Xu; Yi Chang; Fengyu Cong (Int. J. Neural Syst., 2021)

Response to Discussion on Y. Zhu, X. Wang, K. Mathiak, P. Toiviainen, T. Ristaniemi, J. Xu, Y. Chang and F. Cong, Altered EEG Oscillatory Brain Networks During Music-Listening in Major Depression, International Journal of Neural Systems, Vol. 31 No. 3 (2021). - Yongjie Zhu; Xiaoyu Wang; Klaus Mathiak; Petri Toiviainen; Tapani Ristaniemi; Jing Xu; Yi Chang; Fengyu Cong (Int. J. Neural Syst., 2021)

Predicting Individual Differences from Brain Responses to Music: A Comparison of Functional Connectivity Measures. - Arihant Jain; Petri Toiviainen; Vinoo Alluri (BI, 2023)

Postural and Gestural Synchronization, Sequential Imitation, and Mirroring Predict Perceived Coupling of Dancing Dyads. - Martin Hartmann; Emily Carlson; Anastasios Mavrolampados; Birgitta Burger; Petri Toiviainen (Cogn. Sci., 2023)

The algorithmic nature of song-sequencing: statistical regularities in music albums. - Pedro Neto; Martin Hartmann; Geoff Luck; Petri Toiviainen (CoRR, 2024)