Every week we hold open seminars that cover recent achievements in the field of group's research and discuss our own projects.
Location: room 405, Times Center, Kantemirovskaya Str., 2A, St.Petersburg, Russia.
Day and time: Thursday, 20:00-21:30.
Seminars are open to all. To receive announcements and other news, please contact Aleksei Shpilman (firstname.lastname@example.org).
2019PolyTree framework for tree ensemble analysis
Practical task are solved by complex black-box models like neural networks and decision tree ensembles today. For such type of functions it’s hard to understand, why and how decision function makes predictions, how to improve its quality, how to efficiently utialize it in production.
Those problems could be solved by representation a function in more convenient to analyse form. We will present PolyTree framework — a new way to analyse decision tree ensembles. PolyTree represents a complex GBDT ensemble in a more convenient polynomial form. This presentations has several nice properties and allows to efficiently solve many practical tasks.
We will show how PolyTree could be used to make interpretation; how it could be applied to model reduction; and how this framework allows us to represent ensembles, learned by different GBDT libraries, in one, the most computationally efficient, form.
Speaker: Vasily Ershov.
Presentation language: Russian.
Date and time: May 30th, 8:00-9:30 pm.
Location: Times, room 405.
Videos from seminars is available at http://bit.ly/MLJBSeminars
- About seminars
30 May 2019PolyTree framework for tree ensemble analysis
23 May 2019Aggregation of pairwise comparisons with reduction of biases
16 May 2019Recommendation system for writing texts in a specific domain area
25 April 2019Topic modeling of a news stream
18 April 2019Search engine based on word embeddings