Learning for dynamic subsumption

Y Hamadi, S Jabbour, L Sais - International Journal on Artificial …, 2010 - World Scientific
… an original dynamic subsumption technique … subsumption. During the learnt clause derivation,
and at each step of the associated resolution process, checks for backward subsumption

Absumption to complement subsumption in learning classifier systems

Y Liu, WN Browne, B Xue - Proceedings of the genetic and evolutionary …, 2019 - dl.acm.org
… XCSs are the most popular reinforcement learning based LCSs. It is well established that
the subsumption method in XCSs removes overly detailed rules. However, the technique still …

A subsumption architecture to develop dynamic cognitive network-based models with autonomous navigation application

M Mendonça, BA Angélico, LVR de Arruda… - Journal of Control …, 2013 - Springer
… Specifically, we highlight the ability to tune the dynamic performance by reinforcement
learning procedure, the hierarchy of decision making, among other features, which are …

Scaling reinforcement learning to robotics by exploiting the subsumption architecture

S Mahadevan, J Connell - Machine Learning Proceedings 1991, 1991 - Elsevier
learning run against an obstacle, randomly thrashing around will very quickly unwedge it!
Now we compare the subsumption … , planning, and reacting based on approximating dynamic

Mutant subsumption graphs

B Kurtz, P Ammann, ME Delamaro… - 2014 IEEE Seventh …, 2014 - ieeexplore.ieee.org
… We also define dynamic subsumption and static subsumption as approximations of “true” …
If we can learn more about mutant subsumption graphs and create approximate minimal …

Fast theta-subsumption with constraint satisfaction algorithms

J Maloberti, M Sebag - Machine Learning, 2004 - Springer
… The ordering is achieved either statically (once for all), or dynamically (the yet unassigned
variables are reordered on each assignment). Dynamic variable ordering is generally more …

A subsumption theory of meaningful verbal learning and retention

DP Ausubel - The Journal of general psychology, 1962 - Taylor & Francis
… Furthermore, subsumption of the traces of the learning task by an established ideational …
When this second or obliterative stage of subsumption begins, the specific items become pro…

θ-Subsumption Based on Object Context

O Skvortsova - … Logic Programming: 16th International Conference, ILP …, 2007 - Springer
… of states in the dynamic programming step. In symbolic LAO … In the dynamic programming
step of LIFT-UP, we employ a … by [15] by using symbolic dynamic programming together with …

An E-learning System Based on Subsumption Architecture

M Yufeng, X Yisong - … Conference on E-Business and E …, 2010 - ieeexplore.ieee.org
… Within this setting, he introduced the idea of subsumption, which is more complex … E-learning
system architecture based on Brooks’ subsmption architecture, but it depends on dynamic

Autonomous agents and subsumption as models for simulations of population dynamics

ACR Neto, GAL de Campos… - … Machine Learning …, 2008 - ieeexplore.ieee.org
… purposes are inadequate for operations in dynamic environments [8]. The Subsumption
architecture was developed mainly to control mobile robots in dynamic physical environments [6] …