VS265: Reading Fall2010: Difference between revisions

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* Smith, Lewicki. [http://redwood.berkeley.edu/vs265/smith-lewicki-nature06.pdf Efficient auditory coding], Nature Vol 439 (2006).
* Smith, Lewicki. [http://redwood.berkeley.edu/vs265/smith-lewicki-nature06.pdf Efficient auditory coding], Nature Vol 439 (2006).


<!--A handout on sparse coding and on 'ICA', something we haven't yet discussed:
* [http://redwood.berkeley.edu/vs265/sparse-coding-handout.pdf Sparse coding and 'ICA' ]-->


<!--Dayan and Abbott has a nice section on sparse coding in Chapter 10. This is on the syllabus for unsupervised learning already, but you may want to focus on section 10.3 and 10.4.-->
==== 5 Oct ====


<!--Here is a link to [http://www.dsp.ece.rice.edu/cs/ Compressive Sensive Resources] at Rice. It has an enormous number of recent papers related to compressed sensing and sparse coding.-->
* [http://redwood.berkeley.edu/vs265/miller89.pdf Ocular dominance column development: Analysis and simulation] by Miller, Keller and Stryker.
* [http://redwood.berkeley.edu/vs265/durbin-mitchison.pdf A dimension reduction framework for understanding cortical maps] by R. Durbin and G. Mitchison.
* [http://redwood.berkeley.edu/vs265/horton05.pdf The cortical column: a structure without a function] by Jonathan C. Horton and Daniel L. Adams
 
Here are some additional links to papers mentioned in lecture. Optional reading:
 
- Gary Blasdel, [http://redwood.berkeley.edu/vs265/blasdel1992.pdf Differential Imaging of Ocular Dominance and Orientation Selectivity in Monkey Striate Cortex], J Neurosci, 1992.  Another source of many of nice images are in the galleries on Amiram Grinvald's site: [http://www.weizmann.ac.il/brain/grinvald/]
 
- From Clay Reid's lab, [http://www.nature.com/nature/journal/v433/n7026/abs/nature03274.html Functional imaging with cellular resolution reveals precise micro-architecture in visual cortex]. Make sure you look at the supplementary material and videos on their web site (seems partly broken) [http://reid.med.harvard.edu/movies.html].
 
==== 7 Oct ====
 
* [http://redwood.berkeley.edu/vs265/tenenbaum-manifold.pdf A Global Geometric Framework for Nonlinear Dimensionality Reduction ], Tenenbaum et al., Science 2000.
* [http://redwood.berkeley.edu/vs265/roweis-saul-manifold.pdf Nonlinear Dimensionality Reduction by Locally Linear Embedding], Roweis and Saul, Science 2000.
* [http://redwood.berkeley.edu/vs265/carlsson-ijcv08.pdf On the Local Behavior of Spaces of Natural Images], Carlsson et al., Int J Comput Vis (2008) 76: 1–12.
 
Additional reading:
 
* [http://redwood.berkeley.edu/vs265/webster-face-adaptation.pdf Adaptation to natural facial categories], Michael A. Webster, Daniel Kaping, Yoko Mizokami & Paul Duhamel, Nature, 2004.
* [http://redwood.berkeley.edu/vs265/leopold.pdf Prototype-referenced shape encoding revealed by high-level aftereffects], David A. Leopold, Alice J. O’Toole, Thomas Vetter and Volker Blanz, Nature, 2001.

Revision as of 21:33, 5 October 2010

26 Aug

Optional:

31 Aug

02 Sep

07 Sep

  • Handout on supervised learning in single-stage feedforward networks
  • Handout on supervised learning in multi-layer feedforward networks - "backpropagation"
  • Y. LeCun, L. Bottou, G. Orr, and K. Muller (1998) "Efficient BackProp," in Neural Networks: Tricks of the trade, (G. Orr and Muller K., eds.).
  • NetTalk demo

21 Sep

Optional:

28 Sep

Optional readings:


5 Oct

Here are some additional links to papers mentioned in lecture. Optional reading:

- Gary Blasdel, Differential Imaging of Ocular Dominance and Orientation Selectivity in Monkey Striate Cortex, J Neurosci, 1992. Another source of many of nice images are in the galleries on Amiram Grinvald's site: [1]

- From Clay Reid's lab, Functional imaging with cellular resolution reveals precise micro-architecture in visual cortex. Make sure you look at the supplementary material and videos on their web site (seems partly broken) [2].

7 Oct

Additional reading: