Publications(Tool/Data)
Sample Scripts for Dream Decoding are Opened
Data(brainliner)
http://brainliner.jp/data/brainliner/Human_Dream_Decoding
Sample scripts (gitHub)
https://github.com/ATR-DNI/HumanDreamDecoding
BrainLiner v1.11
Last week we released version 1.11 of BrainLiner.jp. This release includes a complete redesign of the site and new HTML5 web data previewer.
Variational Bayesian Canonical Correlation Analysis
Yusuke Fujiwara has just open-sourced his variational Bayesian CCA library for matlab. This library uses data from Miyawaki’s 2008 paper and is available on github:
https://github.com/ATR-DNI/VBCCA
See:
- Fujiwara Y, Miyawaki Y and Kamitani Y. (2013). Modular encoding and decoding models derived from Bayesian Canonical Correlation Analysis. Neural Computation, in press.
References:
- Miyawaki Y, Uchida H, et al., and Kamitani Y. (2008). Visual image reconstruction from human brain activity using a combination of multi scale local image decoders. Neuron, 60, 915-929.
- Fujiwara, Y., Miyawaki, Y., and Kamitani, Y. (2009). Estimating image bases for visual image reconstruction from human brain activity. Advances in neural information processing systems, 22, 576-584. (http://books.nips.cc/papers/files/nips22/NIPS2009_0804.pdf)
BrainLiner v1.06
We are happy to announce that we released v.1.06 of BrainLiner.jp, our lab’s web portal for sharing neurophysiological data, with an emphasis on facilitating brain-machine interface (BMI) research. This release was in development for several months and includes the following key updates:
- “Experiments” are now called “Projects”
- References related to your experiment, such as published journal articles, can now be added
- An area to enter contact information that will be made public has been added
- Channels inside Neuroshare data files can now be edited to include meta-information, such as whether they are data channels or stimulus labels
- For data files that have less than 200 channels, we compute correlation matrices and principle-component variance graphs and display these on a new “View Statistics” page, associated with each relevant data file
- By default up to 20 channels are displayed in the Flash-based data previewer