Spatial independent component analysis of functional magnetic resonance imaging time-series: characterization of the cortical components. - Elia Formisano; Fabrizio Esposito; Nikolaus Kriegeskorte; Gioacchino Tedeschi; Francesco Di Salle; Rainer Goebel (Neurocomputing, 2002)

Real-time independent component analysis of fMRI time-series. - Fabrizio Esposito; Erich Seifritz; Elia Formisano; Renato Morrone; Tommaso Scarabino; Gioacchino Tedeschi; Sossio Cirillo; Rainer Goebel; Francesco Di Salle (NeuroImage, 2003)

Independent component analysis of fMRI group studies by self-organizing clustering. - Fabrizio Esposito; Tommaso Scarabino; Aapo Hyvärinen; Johan Himberg; Elia Formisano; Silvia Comani; Gioacchino Tedeschi; Rainer Goebel; Erich Seifritz; Francesco Di Salle (NeuroImage, 2005)

Mapping directed influence over the brain using Granger causality and fMRI. - Alard Roebroeck; Elia Formisano; Rainer Goebel (NeuroImage, 2005)

The spatiotemporal pattern of auditory cortical responses during verbal hallucinations. - Vincent van de Ven; Elia Formisano; Christian H. Röder; David Prvulovic; Robert A. Bittner; Matthias G. Dietz; Daniela Hubl; Thomas Dierks; Andrea Federspiel; Fabrizio Esposito; Francesco Di Salle; Bernadette M. Jansma; et al. (NeuroImage, 2005)

Top-down task effects overrule automatic multisensory responses to letter-sound pairs in auditory association cortex. - Nienke M. van Atteveldt; Elia Formisano; Rainer Goebel; Leo Blomert (NeuroImage, 2007)

Classification of fMRI independent components using IC-fingerprints and support vector machine classifiers. - Federico De Martino; Francesco Gentile; Fabrizio Esposito; Marco Balsi; Francesco Di Salle; Rainer Goebel; Elia Formisano (NeuroImage, 2007)

Independent component analysis of interictal fMRI in focal epilepsy: Comparison with general linear model-based EEG-correlated fMRI. - Roman Rodionov; Federico De Martino; Helmut Laufs; David W. Carmichael; Elia Formisano; Matthew C. Walker; John S. Duncan; Louis Lemieux (NeuroImage, 2007)

Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns. - Federico De Martino; Giancarlo Valente; Noël Staeren; John Ashburner; Rainer Goebel; Elia Formisano (NeuroImage, 2008)

High-resolution diffusion tensor imaging and tractography of the human optic chiasm at 9.4 T. - Alard Roebroeck; Ralf Galuske; Elia Formisano; Oriana Chiry; Hansjürgen Bratzke; Itamar Ronen; Dae-Shik Kim; Rainer Goebel (NeuroImage, 2008)

Brain activation during audiovisual exposure anticipates future perception of ambiguous speech. - Niclas Kilian-Hütten; Jean H. M. Vroomen; Elia Formisano (NeuroImage, 2011)

Predicting EEG single trial responses with simultaneous fMRI and Relevance Vector Machine regression. - Federico De Martino; Aline W. de Borst; Giancarlo Valente; Rainer Goebel; Elia Formisano (NeuroImage, 2011)

Whole brain high-resolution functional imaging at ultra high magnetic fields: An application to the analysis of resting state networks. - Federico De Martino; Fabrizio Esposito; Pierre-François van de Moortele; Noam Harel; Elia Formisano; Rainer Goebel; Kâmil Ugurbil; Essa Yacoub (NeuroImage, 2011)

The identification of interacting networks in the brain using fMRI: Model selection, causality and deconvolution. - Alard Roebroeck; Elia Formisano; Rainer Goebel (NeuroImage, 2011)

Reply to Friston and David: After comments on: The identification of interacting networks in the brain using fMRI: Model selection, causality and deconvolution. - Alard Roebroeck; Elia Formisano; Rainer Goebel (NeuroImage, 2011)

Predicting subject-driven actions and sensory experience in a virtual world with Relevance Vector Machine Regression of fMRI data. - Giancarlo Valente; Federico De Martino; Fabrizio Esposito; Rainer Goebel; Elia Formisano (NeuroImage, 2011)

Classification and Visualization of Multiclass fMRI Data Using Supervised Self-Organizing Maps. - Lars Hausfeld; Roberta Santoro; Giancarlo Valente; Elia Formisano (PRNI, 2012)

Network-based statistics for a community driven transparent publication process. - Jan Zimmermann; Alard Roebroeck; Kâmil Uludag; Alexander Thomas Sack; Elia Formisano; Bernadette M. Jansma; Peter De Weerd; Rainer Goebel (Frontiers Comput. Neurosci., 2012)

Integration of "what" and "where" in frontal cortex during visual imagery of scenes. - Aline W. de Borst; Alexander Thomas Sack; Bernadette M. Jansma; Fabrizio Esposito; Federico De Martino; Giancarlo Valente; Alard Roebroeck; Francesco Di Salle; Rainer Goebel; Elia Formisano (NeuroImage, 2012)

Seeing patterns through the hemodynamic veil - The future of pattern-information fMRI. - Elia Formisano; Nikolaus Kriegeskorte (NeuroImage, 2012)

Pattern analysis of EEG responses to speech and voice: Influence of feature grouping. - Lars Hausfeld; Federico De Martino; Milene L. Bonte; Elia Formisano (NeuroImage, 2012)

Spin echo functional MRI in bilateral auditory cortices at 7 T: An application of B1 shimming. - Federico De Martino; Sebastian Schmitter; Michelle Moerel; Jinfeng Tian; Kâmil Ugurbil; Elia Formisano; Essa Yacoub; Pierre-François van de Moortele (NeuroImage, 2012)

Of cats and women: Temporal dynamics in the right temporoparietal cortex reflect auditory categorical processing of vocalizations. - Hanna Renvall; Noël Staeren; Nicolette Siep; Fabrizio Esposito; Ole Jensen; Elia Formisano (NeuroImage, 2012)

Hemispheric Differences in the Voluntary Control of Spatial Attention: Direct Evidence for a Right-Hemispheric Dominance within Frontal Cortex. - Felix Duecker; Elia Formisano; Alexander Thomas Sack (J. Cogn. Neurosci., 2013)

Development from childhood to adulthood increases morphological and functional inter-individual variability in the right superior temporal cortex. - Milene L. Bonte; Martin A. Frost; Sanne Rutten; Anke Ley; Elia Formisano; Rainer Goebel (NeuroImage, 2013)

Multiclass fMRI data decoding and visualization using supervised self-organizing maps. - Lars Hausfeld; Giancarlo Valente; Elia Formisano (NeuroImage, 2014)

Encoding of Natural Sounds at Multiple Spectral and Temporal Resolutions in the Human Auditory Cortex. - Roberta Santoro; Michelle Moerel; Federico De Martino; Rainer Goebel; Kâmil Ugurbil; Essa Yacoub; Elia Formisano (PLoS Comput. Biol., 2014)

Representation of pitch chroma by multi-peak spectral tuning in human auditory cortex. - Michelle Moerel; Federico De Martino; Roberta Santoro; Essa Yacoub; Elia Formisano (NeuroImage, 2015)

Developmental refinement of cortical systems for speech and voice processing. - Milene L. Bonte; Anke Ley; Wolfgang Scharke; Elia Formisano (NeuroImage, 2016)

The effect of spatial resolution on decoding accuracy in fMRI multivariate pattern analysis. - Anna Gardumi; Dimo Ivanov; Lars Hausfeld; Giancarlo Valente; Elia Formisano; Kâmil Uludag (NeuroImage, 2016)

A 7T fMRI study investigating the influence of oscillatory phase on syllable representations. - Sanne ten Oever; Lars Hausfeld; João Mendonca Correia; Nienke van Atteveldt; Elia Formisano; Alexander Thomas Sack (NeuroImage, 2016)

Effects of Cross-modal Asynchrony on Informational Masking in Human Cortex. - Lars Hausfeld; Alexander Gutschalk; Elia Formisano; Lars Riecke (J. Cogn. Neurosci., 2017)

How can deep learning advance computational modeling of sensory information processing? - Jessica A. F. Thompson; Yoshua Bengio; Elia Formisano; Marc Schönwiesner (CoRR, 2018)

Encoding of natural timbre dimensions in human auditory cortex. - Emily J. Allen; Michelle Moerel; Agustin Lage-Castellanos; Federico De Martino; Elia Formisano; Andrew J. Oxenham (NeuroImage, 2018)

Cortical processing of pitch: Model-based encoding and decoding of auditory fMRI responses to real-life sounds. - Vittoria De Angelis; Federico De Martino; Michelle Moerel; Roberta Santoro; Lars Hausfeld; Elia Formisano (NeuroImage, 2018)

Acoustic and higher-level representations of naturalistic auditory scenes in human auditory and frontal cortex. - Lars Hausfeld; Lars Riecke; Elia Formisano (NeuroImage, 2018)

Cortical tracking of multiple streams outside the focus of attention in naturalistic auditory scenes. - Lars Hausfeld; Lars Riecke; Giancarlo Valente; Elia Formisano (NeuroImage, 2018)

The impact of ultra-high field MRI on cognitive and computational neuroimaging. - Federico De Martino; Essa Yacoub; Valentin G. Kemper; Michelle Moerel; Kâmil Uludag; Peter De Weerd; Kâmil Ugurbil; Rainer Goebel; Elia Formisano (NeuroImage, 2018)

Sensitivity and specificity considerations for fMRI encoding, decoding, and mapping of auditory cortex at ultra-high field. - Michelle Moerel; Federico De Martino; Valentin G. Kemper; Sebastian Schmitter; An T. Vu; Kâmil Ugurbil; Elia Formisano; Essa Yacoub (NeuroImage, 2018)

Frequency-specific attentional modulation in human primary auditory cortex and midbrain. - Lars Riecke; Judith C. Peters; Giancarlo Valente; Benedikt A. Poser; Valentin G. Kemper; Elia Formisano; Bettina Sorger (NeuroImage, 2018)

Spectro-Temporal Processing in a Two-Stream Computational Model of Auditory Cortex. - Isma Zulfiqar; Michelle Moerel; Elia Formisano (Frontiers Comput. Neurosci., 2019)

Laminar fMRI: Applications for cognitive neuroscience. - Samuel J. D. Lawrence; Elia Formisano; Lars Muckli; Floris P. de Lange (NeuroImage, 2019)

Optimizing fMRI experimental design for MVPA-based BCI control: Combining the strengths of block and event-related designs. - Giancarlo Valente; Amanda L. Kaas; Elia Formisano; Rainer Goebel (NeuroImage, 2019)

Methods for computing the maximum performance of computational models of fMRI responses. - Agustin Lage-Castellanos; Giancarlo Valente; Elia Formisano; Federico De Martino (PLoS Comput. Biol., 2019)

Neural Correlates of Phonetic Adaptation as Induced by Lexical and Audiovisual Context. - Shruti Ullas; Lars Hausfeld; Anne Cutler; Frank Eisner; Elia Formisano (J. Cogn. Neurosci., 2020)

Cortical processing of distracting speech in noisy auditory scenes depends on perceptual demand. - Lars Hausfeld; Martha Shiell; Elia Formisano; Lars Riecke (NeuroImage, 2021)

Cross-validation and permutations in MVPA: Validity of permutation strategies and power of cross-validation schemes. - Giancarlo Valente; Agustin Lage-Castellanos; Lars Hausfeld; Federico De Martino; Elia Formisano (NeuroImage, 2021)

Predicting neuronal response properties from hemodynamic responses in the auditory cortex. - Isma Zulfiqar; Martin Havlicek; Michelle Moerel; Elia Formisano (NeuroImage, 2021)

ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds. - Gijs Wijngaard; Elia Formisano; Bruno L. Giordano; Michel Dumontier (EUSIPCO, 2023)

Semantically-Informed Deep Neural Networks For Sound Recognition. - Michele Esposito; Giancarlo Valente; Yenisel Plasencia Calaña; Michel Dumontier; Bruno L. Giordano; Elia Formisano (ICASSP, 2023)

Audio-Language Datasets of Scenes and Events: A Survey. - Gijs Wijngaard; Elia Formisano; Michele Esposito; Michel Dumontier (IEEE Access, 2025)

AudSemThinker: Enhancing Audio-Language Models through Reasoning over Semantics of Sound. - Gijs Wijngaard; Elia Formisano; Michele Esposito; Michel Dumontier (CoRR, 2025)

Data-Balanced Curriculum Learning for Audio Question Answering. - Gijs Wijngaard; Elia Formisano; Michele Esposito; Michel Dumontier (CoRR, 2025)