informed Search and Uninformed Search
In this blog, you will learn all about the uniform-search and inform-search.
Uninformed
Search Methods
An uninformed search is a
searching technique that has no additional information about the distance from
the current state to the goal.
- so it is also called blind search.
- Search without information.
- Use no knowledge.
- Time-consuming
- More complexity.
Types are DFS, BFS and UCS.
▪ informed
Search Methods
- Informed Search is another technique that has
additional information about the estimate distance from the current state to
the goal. Uses knowledge to find the steps to the solution. This information are also called Heuristic
h(n).
- Search with information.
- Use knowledge.
- Quick solution.
- less complexity.
- Types are A*, heuristic DFS, and CSP
▪ types
of Uninformed Search Methods
1.Depth First Search
The algorithm starts at the root node (selecting some
arbitrary node as the root node in the case of a graph) and explores as far as
possible along each branch before backtracking.
Definition
Breadth-first search is an
algorithm for traversing or searching tree or graph data structures. It starts
at the tree root and explores all of the neighbor nodes at the present depth
prior to moving on to the nodes at the next depth level
3.Uniform-Cost Search
Definition
Uniform-cost search expands nodes according to their
path costs form the root node. It can be used to solve any graph/tree
where the optimal cost is in demand.
Disadvantage
It does not care about the number of steps.
Complexity=0(bc*/e)
c* is cost of optimal path.
e is a small positive constant.
▪ types informed Search Methods
Constraint Satisfaction
Problem
Consists of three-component V , D and C.
V is the set of a variable .
D is the set of the domain. One for each variable.
C is the set of Constrain.that specify allowable combination
of value.
In artificial intelligence
and operations research, constraint satisfaction is the process of finding a solution to a set of constraints that impose conditions that the variables must
satisfy.
Example
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