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ARTIFICIAL INTELLIGENCE
INTRODUCTION ,[object Object],[object Object],[object Object]
WEB MINING ,[object Object],[object Object],[object Object],[object Object],[object Object]
WEB STRUCTURE MINING ,[object Object],[object Object],[object Object]
WEB CONTENT MINING ,[object Object],[object Object],[object Object]
WEB USAGE MINING ,[object Object],[object Object],[object Object]
SWARM INTELLIGENCE
SWARM INTELLIGENCE ,[object Object],[object Object],[object Object]
EXAMPLES OF SI SYSTEM ,[object Object],[object Object],[object Object]
ANT COLONY OPTIMIZER ,[object Object],[object Object],[object Object]
BIOLOGICAL INSPIRATION ,[object Object],[object Object],[object Object]
Swarming – The Definition ,[object Object],[object Object],[object Object],[object Object]
Why do animals swarm? ,[object Object],[object Object],[object Object],[object Object]
Swarming is Powerful ,[object Object]
Collision Avoidance ,[object Object]
Velocity Matching ,[object Object]
Flock Centering ,[object Object]
Swarming - Characteristics ,[object Object],[object Object],[object Object],[object Object],[object Object]
Learn from insects ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Particle Swarm Optimization
Particle Swarm Optimization ,[object Object],[object Object],[object Object]
[object Object],[object Object]
Applications of PSO ,[object Object],[object Object],[object Object],[object Object]
Algorithm of PSO ,[object Object],[object Object],[object Object]
Algorithm – Phase 1 (1D) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Algorithm – Phase 2 (n-dimensions) ,[object Object]
Ant Colony Optimization
Ant Colony Optimization - Biological Inspiration ,[object Object],[object Object],[object Object],[object Object],[object Object]
Foraging behavior of Ants ,[object Object]
Foraging behavior of Ants ,[object Object]
Foraging behavior of Ants ,[object Object]
Foraging behavior of Ants ,[object Object]
Foraging behavior of Ants ,[object Object]
Foraging behavior of Ants ,[object Object]
Various Algorithms ,[object Object],[object Object],[object Object]
Various Algorithms - 2 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Theoretical Details ,[object Object],[object Object],[object Object]
ACO in Network Routing
Ant like agents for routing ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Routing continued ... ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Routing contd ... ,[object Object],[object Object],[object Object],[object Object]
Dealing with congestion ,[object Object],[object Object]
SI - Limitations ,[object Object],[object Object],[object Object]
Conclusion ,[object Object],[object Object],[object Object]

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