Bachelor Thesis Experiments

Similarity Explanation and Exploration in a heterogeneous Information Network

Usage of Competitor's Implementations

VERSE

cd verse/src && make;
./verse -input data/karate.bcsr -output karate.bin -dim 128 -alpha 0.85 -threads 4 -nsamples 3

Deepwalk

cd deepwalk-c/src && make;
./deepwalk -input ../../verse/data/karate.bcsr -output karate.bin -dim 128 -threads 4

Node2Vec

cd node2vec-c/ && make;
./node2vec -input ../verse/data/karate.bcsr -output karate.bin -dim 128 -threads 4

LINE

Download latest GNU GSL Package here and extract it on your local machine. Then do

cd /gslu-extracted-path && ./configure && make && make install;
cd /path-to-line-directory/linux && make;
./line -train network_file -output embedding_file -binary 1 -size 200 -order 2 -negative 5 -samples 100 -rho 0.025 -threads 20

Name		Name	Last commit message	Last commit date
Latest commit History 226 Commits
LINE		LINE
data		data
deepwalk-c		deepwalk-c
hete_verse		hete_verse
metapath2vec		metapath2vec
node2vec-c		node2vec-c
results/coauthor		results/coauthor
verse		verse
.gitignore		.gitignore
Dockerfile		Dockerfile
README.md		README.md
benchmark.py		benchmark.py
blogcatalog-experiments.ipynb		blogcatalog-experiments.ipynb
clustering.py		clustering.py
coauthor-evaluation.ipynb		coauthor-evaluation.ipynb
coauthor-experiments.ipynb		coauthor-experiments.ipynb
coauthor-experiments.py		coauthor-experiments.py
coauthor2-experiments.py		coauthor2-experiments.py
crawl-coauthor-dataset.ipynb		crawl-coauthor-dataset.ipynb
dbis-experiments.ipynb		dbis-experiments.ipynb
dbis-experiments.py		dbis-experiments.py
experiment.py		experiment.py
link_prediction.py		link_prediction.py
multi_class_classification.py		multi_class_classification.py
multi_label_classification.py		multi_label_classification.py
parse_blogcatalog_preprocessing.py		parse_blogcatalog_preprocessing.py
parse_coauthor2_preprocessing.py		parse_coauthor2_preprocessing.py
parse_coauthor_preprocessing.py		parse_coauthor_preprocessing.py
parse_dbis_preprocessing.py		parse_dbis_preprocessing.py
preprocessing-blogcatalog.ipynb		preprocessing-blogcatalog.ipynb
preprocessing-blogcatalog.py		preprocessing-blogcatalog.py
preprocessing-coauthor.ipynb		preprocessing-coauthor.ipynb
preprocessing-coauthor.py		preprocessing-coauthor.py
preprocessing-coauthor2.py		preprocessing-coauthor2.py
preprocessing-dbis.ipynb		preprocessing-dbis.ipynb
preprocessing-dbis.py		preprocessing-dbis.py
projector_config.pbtxt		projector_config.pbtxt
requirements.txt		requirements.txt
results-evaluation.ipynb		results-evaluation.ipynb
run_line.sh		run_line.sh
slurm-batch.sh		slurm-batch.sh
telegram_bot.py		telegram_bot.py
verse-first-experiments.ipynb		verse-first-experiments.ipynb

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Bachelor Thesis Experiments

Similarity Explanation and Exploration in a heterogeneous Information Network

Usage of Competitor's Implementations

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