| Midterm Examination |
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CSE 415: Introduction to Artificial Intelligence The University of Washington, Seattle, Winter 2018 |
| Date: Friday, February 9, 2018 |
| Format: Several short-answer questions, with a few longer-answer questions possible. |
Topics:
Turing test
State Space search
State
Operator
Partial function
Precondition
Move
Goal state
State space
Branching factor
Combinatorial explosion
Counting distinct states of simple problems
Towers of Hanoi Problems
Tic-Tac-Toe
Missionaries and Cannibals Problem
The Farmer, Fox, Chicken and Grain Problem
Problem formulation
Path
Depth-First Search
Breadth-First Search
Uniform-Cost Search
Best-First Search
A* Search
heuristic function
admissibility of a heuristic
consistency of a heuristic
Iterative Deepening Depth-First Search
Genetic search
Simulated annealing
Case-based reasoning
Adversarial Search
Two-Person Zero-Sum Game
Minimax Search
Static Evaluation Function
Alpha-Beta Pruning
Zobrist Hashing
Bitwise exclusive-or
finding a child state's hash value from that of its parent
Probabilistic decision making
Random variable
Domain
Probability distribution
Expectation
Expectimax search
Markov Decision Process
Definition
Matrix representation
State-transition diagram
Living reward, cost of living
Utility using finite horizons
Utility using discount factors
Policy
Expected value of a state
Q-State
Expected value of a Q-state
Bellman equations
Bellman updates
Value Iteration
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