https://github.com/zechengz/hin-dataset

Heterogeneous Information Network Datasets
https://github.com/zechengz/hin-dataset

heterogeneous-information-networks hin meta-path network-embedding

Last synced: 12 days ago
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Heterogeneous Information Network Datasets

• Host: GitHub
• URL: https://github.com/zechengz/hin-dataset
• Owner: zechengz
• Created: 2019-05-26T04:21:03.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-05-26T04:35:45.000Z (over 5 years ago)
• Last Synced: 2024-12-05T17:52:08.583Z (18 days ago)
• Topics: heterogeneous-information-networks, hin, meta-path, network-embedding
• Homepage:
• Size: 2.93 KB
• Stars: 16
• Watchers: 1
• Forks: 6
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
## Heterogeneous Information Network Datasets

### Download links

[DBLP (Google Drive)](https://drive.google.com/open?id=1YG9VR3vd6ewtMhdrcNXF5T_WTbx6MwYK): 601.4MB




[SLAP (Google Drive)](https://drive.google.com/open?id=1mIcLcxyg3WZApq6a4fIlADyU42WQKeGB): 295.8MB




[ACM (Google Drive)](https://drive.google.com/open?id=16R7ewS9cb5Bci7ClC0Ao1IYQmWPb-lHs): 752.1MB




[IMDB (Google Drive)](https://drive.google.com/open?id=1tqzNDkbZWGoG-vpM_M2X-EqRoPT1rp9k): 94.3MB

### Datasets information

| Dataset | # Nodes    |Node types                             | Meta-paths                                            | # Meta-path instances| # Labels | # Features |

|:-------:|:----------:|:-------------------------------------:|:-----------------------------------------------------:|:------------------:|:--------:|:----------:|

| DBLP    | 14475(A)   | Author(A)
Paper(P)
Conference(C)| APA
APCPA                                          | 40269
19445349  | 4        | 5000+       |

| SLAP    | 20419(G)   | Gene(G)
Gene Ontology(O)
Pathway(P)
Compound(C)
Tissue(T)
Gene Family(F)
Disease(D) | GTG
GFG
GDG
GPG
GOG
GG
GDCDG | 303487
582741
7494
416462
3185779
172248
18095 | 15 | 2695 |

| ACM     | 12499(P)   | Paper(P)
Author(A)
Proceeding(O)
Institute(I)
Conference(C) | PAP
PAIAP
POP
POCOP
PP | 91662
13303015
700386
7849967
30621                 | 11 | 8000 |

| IMDB*    | 18352(M)   | Movie(M)
Actor(A)
Actress(E)
Director(D)                   | MAM?
MDM?
MEM? | 63659?
1085810?
565443?
 | 9 | 1000 |

### Notice

* * Multiple label dataset.

* ? Not sure which meta-path is corresponding to which number of meta-path instances.

* + Use `nltk.corpus.stopwords` and extract the bag-of-word representation.

* For `DBLP`, `SLAP` and `ACM`, please refer to the paper [Meta Path-Based Collective Classification in Heterogeneous Information Networks](https://arxiv.org/pdf/1305.4433.pdf).

* For `IMDB`, please refer to the paper [Column Networks for Collective Classification](https://arxiv.org/pdf/1609.04508.pdf).