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前往新版Gitcode,体验更适合开发者的 AI 搜索 >>
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46f45941
编写于
9月 11, 2014
作者:
B
Bryan Perozzi
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DeepWalk
===============================
DeepWalk uses short random walks to learn representations for vertices in graphs.
Usage
-----
$deepwalk --help
input: adjacency list
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**Example Usage**
``$deepwalk --input example_graphs/karate.adjlist --output karate.embeddings``
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**--input**: *input_filename*
...
1. ``--format adjlist`` for an adjacency list, e.g::
output: representations in skipgram format - first line is header, all other lines are node-id and representation
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2. ``--format edgelist`` for an edge list, e.g::
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...
3. ``--format mat`` for a Matlab MAT file containing an adjacency matrix
(note, you must also specify the variable name of the adjacency matrix ``--matfile-variable-name``)
1 0.016579 -0.033659 0.342167 -0.046998 ...
**--output**: *output_filename*
2 -0.007003 0.265891 -0.351422 0.043923 ...
The output representations in skipgram format - first line is header, all other lines are node-id and *d* dimensional representation::
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1 0.016579 -0.033659 0.342167 -0.046998 ...
2 -0.007003 0.265891 -0.351422 0.043923 ...
...
**Full Command List**
The full list of command line options is available with ``$deepwalk --help``
Requirements
------------
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@@ -45,29 +59,26 @@ Installation
Citing
------
@inproceedings{2014-perozzi-deepwalk,
author = {Bryan Perozzi and Rami Al-Rfou and Steven Skiena},
title = {DeepWalk: Online Learning of Social Representations},
booktitle = {Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
series = {KDD '14},
year = {2014},
month = {August},
location = {New York, NY, USA},
publisher = {ACM},
address = {New York, NY, USA},
If you find DeepWalk useful in your research, we ask that you cite the following paper::
@inproceedings{Perozzi:2014:DOL:2623330.2623732,
author = {Perozzi, Bryan and Al-Rfou, Rami and Skiena, Steven},
title = {DeepWalk: Online Learning of Social Representations},
booktitle = {Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
series = {KDD '14},
year = {2014},
isbn = {978-1-4503-2956-9},
location = {New York, New York, USA},
pages = {701--710},
numpages = {10},
url = {http://doi.acm.org/10.1145/2623330.2623732},
doi = {10.1145/2623330.2623732},
acmid = {2623732},
publisher = {ACM},
address = {New York, NY, USA},
keywords = {deep learning, latent representations, learning with partial labels, network classification, online learning, social networks},
}
Misc
----
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@@ -85,4 +96,4 @@ DeepWalk - Online learning of social representations.
:target: https://travis-ci.org/phanein/deepwalk
.. image:: https://pypip.in/d/deepwalk/badge.png
:target: https://pypi.python.org/pypi/deepwalk
\ No newline at end of file
:target: https://pypi.python.org/pypi/deepwalk
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