Browsing Conference Publications by Author "Earle, AC"

Now showing items 1-3 of 3

Hierarchical subtask discovery with non-negative matrix factorization

Author: Earle, AC ; Saxe, AM ; Rosman, Benjamin S Date: Aug 2017 Hierarchical reinforcement learning methods offer a powerful means of planning flexible behavior in complicated domains. However, learning an appropriate hierarchical decomposition of a domain into subtasks remains a substantial challenge. ... Read more
Hierarchical subtask discovery with non-negative matrix factorization

Author: Earle, AC ; Saxe, AM ; Rosman, Benjamin S Date: Apr 2018 Hierarchical reinforcement learning methods offer a powerful means of planning flexible behavior in complicated domains. However, learning an appropriate hierarchical decomposition of a domain into subtasks remains a substantial challenge. ... Read more
Hierarchy through composition with multitask LMDPs

Author: Saxe, AM ; Earle, AC ; Rosman, Benjamin S Date: Aug 2017 Hierarchical architectures are critical to the scalability of reinforcement learning methods. Most current hierarchical frameworks execute actions serially, with macro-actions comprising sequences of primitive actions. We propose a novel ... Read more

Now showing items 1-3 of 3

Browse

All of ResearchSpace
This Collection
- By Issue Date
- Authors
- Titles
- Subjects
- Publication Type
- Cluster
- Impact Area

Quick Links

Legislation and compliance

General Enquiries

Tel: + 27 12 841 2911
Email: callcentre@csir.co.za

Physical Address
Meiring Naudé Road
Brummeria
Pretoria
South Africa

Postal Address
PO Box 395
Pretoria 0001
South Africa

Social Connect

Resources on this site are free to download and reuse according to associated licensing provision. Please read the terms and conditions of usage of each resource.

Browsing Conference Publications by Author "Earle, AC"

Browsing Conference Publications by Author "Earle, AC"

Browse

All of ResearchSpace

This Collection

Quick Links

Legislation and compliance

General Enquiries

Social Connect