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class: center, middle

# [NeuroData](http://neurodata.io):
## Enabling Petascale Neuroscience

### Statistical Science 

<!-- ### Joshua T. Vogelstein -->
<!-- ### {[BME](http://bme.jhu.edu),[ICM](http://icm.jhu.edu),[CIS](http://cis.jhu.edu),[Kavli](http://kndi.jhu.edu)}@[jhu](http://jhu.edu) -->

<!-- #### e: [jovo@jhu.edu](mailto:jovo@jhu.edu) | w:  -->
<!-- ### [NeuroData.io](http://neurodata.io) -->


#### these slides: <http://docs.neurodata.io/stats.html>

<br>

{[bme](http://www.bme.jhu.edu/),[icm](http://icm.jhu.edu/),[cis](http://cis.jhu.edu/),[idies](http://idies.jhu.edu/),kavli,[cs](http://engineering.jhu.edu/computer-science/), [ams](http://engineering.jhu.edu/ams/), [neuro](http://neuroscience.jhu.edu/)}@[jhu](https://www.jhu.edu/)

<br>

.center[please ask questions: [support@neurodata.io](mailto:support at neurodata dot io)!

[source code](https://github.com/neurodata/ndintro/blob/gh-pages/stats.html)
| [contributors](https://github.com/neurodata/ndintro/graphs/contributors)
]


---

layout: true

.bbar[ _[Intro](#intro): Opportunity_ | [Tools](#tools) | [Applications](#applications) | [Discussion](#disc)]


---
## Vector Statistics


.pull-left[
### Projects
- [LOL](http://jovo.me/LOL/)
- [Randomer Forest](http://ttomita.github.io/RandomerForest/)
- [Multiscale Dictionary Learning](https://github.com/jovo/conditional-density-estimation)
- Optimal Discovery Science via Maximizing Reliability
- Dependence Discovery for Multi Manifold Data
]


.pull-right[
### Inference Tasks

- 2-class classification
- Multiclass classification
- Regression
- Two-sample Testing
- Dependence Testing
- Density Estimation
]


.center[
<iframe src="https://drive.google.com/file/d/0B7nlh5n4ioGtOW1RLWdvUkN5SWs/preview" width="700px" height="200px"></iframe>
]


---

# References

<br />


---

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class:  center

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<iframe width="880" height="750" src="index.html#fam" frameborder="0" allowfullscreen></iframe>
]

---

.small[
|   |   | |
| :--- | :--- | :--- |
| Data | &nbsp;&nbsp;&nbsp;&nbsp; | .purple[Clay Reid, Davi Bock, Jeff Licthman, Bobb Kasthuri, Karl Deisseroth, Raju Tomer, Li Ye, Ed Boyden, Mike Milham, Cameron Craddock, Stephen Smith, Forrest Collman, Kristen Harris, Scott Emmons, Dan Bumbarger, Mitya Chklovskii, Nikhil Bhatla]
| Store | | Randal Burns, Eric Perlman, Kunal Lillaney, Priya Manavalan, Alex Eusman
| Explore | | .orange[Misha Kazhdan, Alex Baden, Jordan Matelsky]
| Wrangle | | .y[Mike Miller, Nicholas Charon, Kwame Kutten, Greg Kiar, Eric Bridgeford, Greg Hager]
| Parse | | .g[Will Gray Roncal, Mark Chevillet,  Deank Kleissas, R. Jacob Vogelstein, Guillermo Sapiro, Anish Simhal, Konrad Kording, Eva Dyer]
| Analyze | | .blue[Joshua T. Vogelstein, Carey Priebe, Dan Naiman,  Tyler Tomita, Youngser Park, Cencheng Shen, Ivan Kuznetsov]
| Graphs | | .black[Da Zheng, Disa Mhembere, Vince Lyzinski, Avanti Athreya, Daniel Sussman, Shangsi Wang, Runze Tang, Minh Tang]
| Love | | .pink[yummy, family, friends, earth, universe, multiverse?]
]]


---
class:   center


# Questions?

<!-- ### Funding &nbsp;&nbsp;&nbsp;&nbsp;   -->

<br />

_____

Funding


NIH: TRA

NIH/NSF:  {BIGDATA, CRCNS}

DARPA: {XDATA,GRAPHS,SIMPLEX}


____


w: [neurodata.io](http://neurodata.io)

d: [docs.neurodata.io](http://docs.neurodata.io)

e: [support@neurodata.io](mailto:support@neurodata.io)


____


[more slides](http://docs.neurodata.io/ndintro/more.html)


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