Difference between revisions of "VS265: Reading Fall2012"

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* Rozell, Johnson, Baraniuk, Olshausen. [http://redwood.berkeley.edu/vs265/rozell-sparse-coding-nc08.pdf Sparse Coding via Thresholding and Local Competition in Neural Circuits], Neural Computation 20, 2526–2563 (2008).
 
* Rozell, Johnson, Baraniuk, Olshausen. [http://redwood.berkeley.edu/vs265/rozell-sparse-coding-nc08.pdf Sparse Coding via Thresholding and Local Competition in Neural Circuits], Neural Computation 20, 2526–2563 (2008).
 
* Simoncelli, Olshausen. [http://redwood.berkeley.edu/vs265/simoncelli01-reprint.pdf Natural Image Statistics and Neural Representation], Annu. Rev. Neurosci. 2001. 24:1193–216.
 
* Simoncelli, Olshausen. [http://redwood.berkeley.edu/vs265/simoncelli01-reprint.pdf Natural Image Statistics and Neural Representation], Annu. Rev. Neurosci. 2001. 24:1193–216.
* Smith, Lewicki. [http://redwood.berkeley.edu/vs265/smith-lewicki-nature06.pdf Efficient auditory coding], Nature Vol 439 (2006).
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* van Hateren & Ruderman [http://redwood.berkeley.edu/vs265/vanhateren-ruderman98.pdf Independent component analysis of natural image sequences], Proc. R. Soc. Lond. B (1998) 265. (blocked sparse coding/ICA of video)
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* Olshausen BA [http://redwood.berkeley.edu/bruno/papers/icip03.pdf Sparse coding of time-varying natural images], ICIP 2003. (convolution sparse coding of video)
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* Lewicki MS [http://www.cnbc.cmu.edu/cplab/papers/Lewicki-NatNeurosci-02.pdf Efficient coding of natural sounds], Nature Neuroscience, 5 (4): 356-363, 2002. (blocked sparse coding/ICA of sound)
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* Smith E, Lewicki MS. [http://redwood.berkeley.edu/vs265/smith-lewicki-nature06.pdf Efficient auditory coding], Nature Vol 439 (2006). (convolution sparse coding of sound)
  
 
==== 15 Oct ====
 
==== 15 Oct ====

Revision as of 05:33, 18 October 2012

27 Aug

29 Aug

Optional:

05 Sep

17 Sep

  • 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

24 Sep

Optional:

8 Oct

Optional readings:

15 Oct

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

- Gary Blasdel, Orientation selectivity, preference, and continuity 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].

22 Oct

Additional reading: