SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

18
SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp

Transcript of SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Page 1: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

SVD single voxel analysisFrank Leone, Ivan Toni, Pieter Medendorp

Page 2: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 3: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 4: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Location = direction * amplitude?

vs

Page 5: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Singular value decomposition

Page 6: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Previous work: Location = X * Y (auditory domain)

Pena & Konishi, 2001

Page 7: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Previous work: Eye vs Hand relative tuning

Pesaran et al, 2006

Page 8: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Previous work: Eye vs Hand relative tuning

Pesaran et al, 2006

Page 9: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 10: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 11: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 12: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 13: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 14: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 15: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.
Page 16: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Closer inspection of fields

Roughly Gaussian

Correlation preferred amplitude and field width (?, in progress)

Page 17: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Extensions / applications

Test different representations:• X – Y• Multiplication vs addition

Test separability in general, of any two multivalue effects

More general: fit functions through your single voxel t-values, instead of making simple contrasts

T values or beta’s?

Page 18: SVD single voxel analysis Frank Leone, Ivan Toni, Pieter Medendorp.

Conclusion

There is more than meets in the eye in single voxels

Can fit functions to your t-values

Can use SVD to test separability