TGEm
Temporal Graph Embedding
Piotr Bielak
Michał Bieroński
Michał Jóźwiak
https://tkipf.github.io/graph-convolutional-networks/images/karate.png
https://d2v9y0dukr6mq2.cloudfront.net/video/thumbnail/Qif3nl0/high-definition-animated-loop-of-green-binary-streams-falling-over-a-dark-background-matrix-binary-rain-style_qy1ajvbv__F0000.png
From |
To |
Time |
|---|---|---|
Tomasz |
Kamil |
1 |
Tomasz |
Piotr |
2 |
Piotr |
Michał B. |
3 |
Piotr |
Michał J. |
3 |
Michał J. |
Michał B. |
4 |
Kamil |
Piotr |
4 |
Michał B. |
Tomasz |
5 |
PROBLEM
SOLUTION
Embedding
Is that all?
https://i.stack.imgur.com/VWakZ.jpg
https://static1.squarespace.com/static/541b8bbee4b09b50ed999338/t/55f9d5f9e4b071dc2179aca2/1442436601965/
From |
To |
Time |
|---|---|---|
Tomasz |
Kamil |
1 |
Tomasz |
Piotr |
2 |
Piotr |
Michał B. |
3 |
Piotr |
Michał J. |
3 |
Michał J. |
Michał B. |
4 |
Kamil |
Piotr |
4 |
Michał B. |
Tomasz |
5 |
1
2
3
3
4
4
5
TGEM
Text
Scientific Problem
https://s.hswstatic.com/gif/scientific-method-7.jpg
Scientific Value
https://gallery.yopriceville.com/Free-Clipart-Pictures/Money-PNG/Bundles_Of_Dollars_PNG_Clipart_Picture#.WxfkQUzURE4
Team/Collaborations
https://atmanco.com/wp-content/uploads/2016/05/exceptional-team.png
Data
https://cloud.google.com/images/training/qwiklabs-data-engineering.png
Deployment/UX
Model
https://cdn-images-1.medium.com/max/1600/1*DW0Ccmj1hZ0OvSXi7Kz5MQ.jpeg
https://rijusarkar.files.wordpress.com/2013/07/random-walk.png?w=934&h=600&crop=1
Partners/Collaborations
http://toprealestatexpert.com/wp-content/uploads/2017/12/partners.png
Evaluation
https://i1.wp.com/speak2connect.com/wp-content/uploads/2016/12/Evaluation-Structure.jpg
Users
http://images.huffingtonpost.com/2015-07-30-1438264791-4995774-targetaudience.jpg
Expected Costs
http://ogaps.tamu.edu/getattachment/86f4deeb-1555-4f1d-b980-d90446d064e2/What-is-Love…-of-Time.aspx
Expected Benefits
http://www.kinopraha.pl/sites/default/files/praha_element_files/partnerzy/benefit/benefit_logo.png?1374653840
http://www.saturn-fitness.pl/images/multisport/karta.png
Thank you for your time!
Any questions?
TGEm
By bierus
