Deepwalk skipgram algorithm, the complex network node in the characterization of learning is in part or there is much room for improvement, such as a random walk, this is more like a random deep search, many articles later, such as LINE and Node2vec are in this area has improved. Another point is that in LINE, Deepwalk didn't put forward a clear objective function. It's not a machine learning expert's occupational disease. It has to transform the problem into an optimization problem.

Filename	Size	Update
deepwalk-master	0	2017-05-13
deepwalk-master\.gitignore	380	2016-03-26
deepwalk-master\.travis.yml	308	2016-03-26
deepwalk-master\AUTHORS.rst	148	2016-03-26
deepwalk-master\CONTRIBUTING.rst	3161	2016-03-26
deepwalk-master\HISTORY.rst	255	2016-03-26
deepwalk-master\LICENSE	35399	2016-03-26
deepwalk-master\MANIFEST.in	243	2016-03-26
deepwalk-master\Makefile	1273	2016-03-26
deepwalk-master\README.rst	2784	2016-03-26
deepwalk-master\deepwalk	0	2016-09-29
deepwalk-master\deepwalk\__init__.py	117	2016-03-26
deepwalk-master\deepwalk\__main__.py	5951	2016-03-26
deepwalk-master\deepwalk\graph.py	7292	2016-03-26
deepwalk-master\deepwalk\skipgram.py	2157	2016-03-26
deepwalk-master\deepwalk\walks.py	2866	2016-03-26
deepwalk-master\deepwalk.bib	738	2016-03-26
deepwalk-master\docs	0	2016-09-29
deepwalk-master\docs\Makefile	6777	2016-03-26
deepwalk-master\docs\authors.rst	27	2016-03-26
deepwalk-master\docs\conf.py	8405	2016-03-26
deepwalk-master\docs\contributing.rst	32	2016-03-26
deepwalk-master\docs\history.rst	27	2016-03-26
deepwalk-master\docs\index.rst	504	2016-03-26
deepwalk-master\docs\installation.rst	193	2016-03-26
deepwalk-master\docs\make.bat	6466	2016-03-26
deepwalk-master\docs\readme.rst	26	2016-03-26
deepwalk-master\docs\usage.rst	73	2016-03-26
deepwalk-master\example_graphs	0	2016-09-29
deepwalk-master\example_graphs\README.md	830	2016-03-26
deepwalk-master\example_graphs\blogcatalog.mat	1255783	2016-03-26
deepwalk-master\example_graphs\karate.adjlist	500	2016-03-26
deepwalk-master\example_graphs\p2p-Gnutella08.edgelist	215172	2016-03-26
deepwalk-master\example_graphs\scoring.py	3297	2016-03-26
deepwalk-master\requirements.txt	113	2016-03-26
deepwalk-master\setup.cfg	21	2016-03-26
deepwalk-master\setup.py	1462	2016-03-26
deepwalk-master\tests	0	2016-09-29
deepwalk-master\tests\__init__.py	23	2016-03-26
deepwalk-master\tests\test_deepwalk.py	387	2016-03-26
deepwalk-master\tox.ini	182	2016-03-26

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