|
gptkbp:instance_of
|
gptkb:Artificial_Intelligence
|
|
gptkbp:adapted_into
|
multi-agent systems
different domains
|
|
gptkbp:applies_to
|
decision processes
|
|
gptkbp:can_be_combined_with
|
gptkb:neural_networks
random sampling
|
|
gptkbp:can_be_used_in
|
planning problems
|
|
gptkbp:challenges
|
large state spaces
high branching factor
balance exploration and exploitation
|
|
gptkbp:developed_by
|
Coulom
|
|
gptkbp:has_applications_in
|
gptkb:robotics
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
Monte Carlo tree search
|
|
gptkbp:improves
|
domain knowledge
game AI
|
|
gptkbp:introduced_in
|
gptkb:2006
|
|
gptkbp:is_adopted_by
|
research institutions
|
|
gptkbp:is_analyzed_in
|
performance metrics
case studies
|
|
gptkbp:is_based_on
|
Monte Carlo methods
|
|
gptkbp:is_compared_to
|
minimax algorithm
|
|
gptkbp:is_described_as
|
tutorials
|
|
gptkbp:is_effective_against
|
two-player games
|
|
gptkbp:is_enhanced_by
|
parallel processing
heuristic evaluation
|
|
gptkbp:is_evaluated_by
|
statistical analysis
tournaments
playout simulations
|
|
gptkbp:is_explored_in
|
research papers
workshops
academic papers
real-time strategy games
AI development.
|
|
gptkbp:is_facilitated_by
|
gptkb:cloud_computing
|
|
gptkbp:is_implemented_in
|
various programming languages
various AI systems
|
|
gptkbp:is_influenced_by
|
game tree search
|
|
gptkbp:is_integrated_with
|
gptkb:software
other AI techniques
|
|
gptkbp:is_maintained_by
|
user feedback
algorithmic improvements
|
|
gptkbp:is_popular_in
|
gptkb:computer_science
gptkb:AI_technology
|
|
gptkbp:is_related_to
|
reinforcement learning
|
|
gptkbp:is_studied_in
|
computer science courses
|
|
gptkbp:is_supported_by
|
community contributions
theoretical foundations
open-source libraries
|
|
gptkbp:is_tested_for
|
human players
traditional algorithms
benchmark problems
|
|
gptkbp:is_used_by
|
gptkb:Alpha_Go
|
|
gptkbp:is_used_for
|
decision making
|
|
gptkbp:is_used_in
|
gptkb:video_games
|
|
gptkbp:is_used_to
|
optimize strategies
|
|
gptkbp:is_utilized_in
|
puzzle solving
board games
simulation games
|
|
gptkbp:requires
|
computational resources
|
|
gptkbp:suitable_for
|
real-time applications
|
|
gptkbp:used_in
|
game playing
|
|
gptkbp:utilizes
|
tree structures
|
|
gptkbp:was_a_demonstration_of
|
competitions
|
|
gptkbp:bfsParent
|
gptkb:Alpha_Go
gptkb:Google_Deep_Mind_Challenge_Match
|
|
gptkbp:bfsLayer
|
5
|