Please check my new website at the department of Information Systems Engineering
Contact info:
|
Dept. of Computer Science Faculty of Natural Science |
גיא
שני המחלקה
למדעי המחשב הפקולטה
למדעי הטבע |
Tel. +972-8-6478048, shanigu@cs.bgu.ac.il
Research:
I focus on planning, MDPs, POMDPs and Collaborative Filtering.
I currently work on my PhD, titled - "Partial Observability - From Model-Free to Model-Based Methods".
Publications:
- Scaling
Up: Solving POMDPs through Value Based
Clustering, Yan Virin
and
- Forward Search Value Iteration For POMDPs -
- Prioritizing Point-Based POMDP Solvers -
- Adaptation
for Changing Stochastic Environments through Online POMDP Policy Learning
-
- Model-Based
Online Learning of POMDPs,
- Partial
Observability Under Noisy Sensors - From
Model-Free to Model-Based,
- Resolving
Perceptual Aliasing In The Presence Of Noisy Sensors,
- A
Survey of Model-Based and Model-Free Methods for Resolving Perceptual
Aliasing,
- An
MDP-Based Recommender System (M.Sc.
Dissertation),
- An
MDP-Based Recommender System (Journal Version), Ronen I. Brafman,
- Recommendation
as a Stochastic Sequential Decision Problem, Ronen I. Brafman,
- An MDP-Based
Recommender System,
Work:
I worked at Microsoft in the Commerce Server group on
the Predictor recommender system from 7/2000 to 2/2002.
I worked at Mercury in the QuickTest and WinRunner group, on the Terminal Emulation, Standard
and ActiveX packages from 8/2002 to 10/2003.
My Hebrew CV can be found here.