| | ---
|
| | language:
|
| | - en
|
| | tags:
|
| | - machine-learning
|
| | - neural-team-formation
|
| | pretty_name: 'OpeNTF: An Open-Source Neural Team Formation Benchmark Library'
|
| | ---
|
| | # File Structure |
| | - each training set will have it's own `teamsvecs.pkl` file that can be accessed through the following file path: |
| | - the file structure is identical to that in the OpeNTF github repository |
| |
|
| | ``` |
| | \---output |
| | | \---{domain} # e.g. dblp |
| | | \---{training dataset} # e.g. toy.dblp.v12.json |
| | | teamsvecs.pkl |
| | ``` |
| |
|
| |
|
| | # Teamsvecs Structure |
| |
|
| | ## Teamsvecs.pkl |
| | ``` |
| | { |
| | 'skill': {spare matrix of n_teams x n_skills}, |
| | 'member': {sparse matrix of n_teams x n_members}, |
| | 'loc': {sparse matrix of n_teams x n_locs} // optional |
| | } |
| | ``` |
| |
|
| | ### skill |
| | - every team in the entire dataset is represented as a row |
| | - every skill in the entire dataset is represented as a column |
| | - **each row represents the skills that everyone on the team possesses** |
| |
|
| | ### member |
| | - every team in the entire dataset is represented as a row |
| | - every member in the entire dataset is represented as a column |
| | - **each row represents all the members for a the given team** |
| |
|
| | ### loc |
| | - every geolocation in the entire dataset is represented as a row |
| | - every skill in the entire dataset is represented as a column |
| | - **each row represents all the geolocations for a given team** |
| | - NOTE: will be set to `None` if the dataset does not include geolocation |
| |
|
| | ## Full Sparse Matrix |
| | - the three sparse matrices from above can be aligned side by side to form a sparse matrix of `n_teams x (n_skills + n_members + n_locs)` |
| |
|
| | ### Example |
| | - team 1 includes members m1 and m2, skills of s2 and s4, and has the geolocation of l2. |
| | - team 2 includes members m2 and m3, skills of s1 and s2, and has the geolocation of l1. |
| |
|
| | | s1 | s2 | s3 | s4 | m1 | m2 | m3 | l1 | l2 | |
| | | --- | --- | --- | --- | --- | --- | --- | --- | --- | |
| | | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | |
| | | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | |
| |
|
| | # Links |
| | - [OpeNTF GitHub Repository](https://github.com/fani-lab/OpeNTF) |
