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Moved chapter 14 to 15
1 parent d8ddb29 commit 94ef7ab

8 files changed

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-60
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chapter_14/chapter_14.tex

+2-6
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@@ -1,9 +1,5 @@
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\chapter{Autoencoders}
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\chapter{Hyperbolic Embeddings}
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\begin{refsection}
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\input{chapter_14/1_background}
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\input{chapter_14/2_ica}
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\input{chapter_14/3_gd}
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%\input{chapter_14/...}
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\printbibliography[heading=subbibliography]
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\end{refsection}

chapter_14/references.bib

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@@ -1,51 +0,0 @@
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@article{alain2014regularized,
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title={What regularized auto-encoders learn from the data-generating distribution},
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author={Alain, Guillaume and Bengio, Yoshua},
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journal={The Journal of Machine Learning Research},
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volume={15},
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number={1},
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pages={3563--3593},
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year={2014},
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publisher={JMLR. org}
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}
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@article{doersch2016tutorial,
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title={Tutorial on variational autoencoders},
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author={Doersch, Carl},
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journal={arXiv preprint arXiv:1606.05908},
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year={2016}
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}
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@inproceedings{sohn2015learning,
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title={Learning structured output representation using deep conditional generative models},
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author={Sohn, Kihyuk and Lee, Honglak and Yan, Xinchen},
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booktitle={Advances in neural information processing systems},
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pages={3483--3491},
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year={2015}
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}
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@article{higgins2017beta,
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title={beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework.},
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author={Higgins, Irina and Matthey, Loic and Pal, Arka and Burgess, Christopher and Glorot, Xavier and Botvinick, Matthew and Mohamed, Shakir and Lerchner, Alexander},
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journal={Iclr},
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volume={2},
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number={5},
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pages={6},
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year={2017}
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}
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@inproceedings{arora2012provable,
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title={Provable ICA with unknown Gaussian noise, with implications for Gaussian mixtures and autoencoders},
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author={Arora, Sanjeev and Ge, Rong and Moitra, Ankur and Sachdeva, Sushant},
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booktitle={Advances in Neural Information Processing Systems},
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pages={2375--2383},
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year={2012}
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}
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@inproceedings{nguyen2019dynamics,
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title={On the dynamics of gradient descent for autoencoders},
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author={Nguyen, Thanh V and Wong, Raymond KW and Hegde, Chinmay},
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booktitle={The 22nd International Conference on Artificial Intelligence and Statistics},
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pages={2858--2867},
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year={2019}
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}
File renamed without changes.
File renamed without changes.
File renamed without changes.

chapter_15/chapter_15.tex

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@@ -0,0 +1,9 @@
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\chapter{Autoencoders}
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\begin{refsection}
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\input{chapter_15/1_background}
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\input{chapter_15/2_ica}
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\input{chapter_15/3_gd}
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\printbibliography[heading=subbibliography]
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\end{refsection}

chapter_15/references.bib

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@@ -0,0 +1,51 @@
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@article{alain2014regularized,
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title={What regularized auto-encoders learn from the data-generating distribution},
3+
author={Alain, Guillaume and Bengio, Yoshua},
4+
journal={The Journal of Machine Learning Research},
5+
volume={15},
6+
number={1},
7+
pages={3563--3593},
8+
year={2014},
9+
publisher={JMLR. org}
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}
11+
12+
@article{doersch2016tutorial,
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title={Tutorial on variational autoencoders},
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author={Doersch, Carl},
15+
journal={arXiv preprint arXiv:1606.05908},
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year={2016}
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}
18+
19+
@inproceedings{sohn2015learning,
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title={Learning structured output representation using deep conditional generative models},
21+
author={Sohn, Kihyuk and Lee, Honglak and Yan, Xinchen},
22+
booktitle={Advances in neural information processing systems},
23+
pages={3483--3491},
24+
year={2015}
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}
26+
27+
@article{higgins2017beta,
28+
title={beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework.},
29+
author={Higgins, Irina and Matthey, Loic and Pal, Arka and Burgess, Christopher and Glorot, Xavier and Botvinick, Matthew and Mohamed, Shakir and Lerchner, Alexander},
30+
journal={Iclr},
31+
volume={2},
32+
number={5},
33+
pages={6},
34+
year={2017}
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}
36+
37+
@inproceedings{arora2012provable,
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title={Provable ICA with unknown Gaussian noise, with implications for Gaussian mixtures and autoencoders},
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author={Arora, Sanjeev and Ge, Rong and Moitra, Ankur and Sachdeva, Sushant},
40+
booktitle={Advances in Neural Information Processing Systems},
41+
pages={2375--2383},
42+
year={2012}
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}
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45+
@inproceedings{nguyen2019dynamics,
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title={On the dynamics of gradient descent for autoencoders},
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author={Nguyen, Thanh V and Wong, Raymond KW and Hegde, Chinmay},
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booktitle={The 22nd International Conference on Artificial Intelligence and Statistics},
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pages={2858--2867},
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year={2019}
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}

make_main.sh

+3-3
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#!/bin/bash
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FIRST_CHAPTER=1
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LAST_CHAPTER=14
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LAST_CHAPTER=15
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preamble="\documentclass[11pt]{book}
@@ -86,7 +86,7 @@ echo "" >> main.tex
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echo "" >> main.tex
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### bibresource
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for ((i=1;i<=14;i++))
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for ((i=$FIRST_CHAPTER;i<=$LAST_CHAPTER;i++))
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do
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if [[ CHAPTERS[$i] -eq 1 ]]; then
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echo "\addbibresource{chapter_$i/references}" >> main.tex
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echo "" >> main.tex
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fi
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for ((i=11;i<=14;i++))
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for ((i=11;i<=$LAST_CHAPTER;i++))
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do
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if [[ CHAPTERS[$i] -eq 1 ]]; then
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echo "\include{chapter_$i/chapter_$i}" >> main.tex

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