stem/AI/Searching/Uninformed.md

45 lines
1.1 KiB
Markdown
Raw Normal View History

vault backup: 2023-06-08 17:52:08 Affected files: .obsidian/graph.json .obsidian/workspace-mobile.json .obsidian/workspace.json Food/Meal Plan.md Lab/Linux/Alpine.md Lab/Linux/KDE.md Lab/Scratch Domain.md Lab/Windows/Active Directory.md Languages/Spanish/README.md Languages/Spanish/Spanish.md Money/Accounts.md Money/Monthly/23-04.md Money/Monthly/23-05.md Money/Monthly/23-06.md Projects/Mixonomer.md Projects/NoteCrawler.md Projects/Projects.md Projects/README.md Projects/Selector.md Projects/To Do App.md Projects/img/selector-arch.png STEM/AI/Classification/Supervised/SVM.md STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md STEM/AI/Neural Networks/CNN/GAN/GAN.md STEM/AI/Neural Networks/CNN/GAN/cGAN.md STEM/AI/Neural Networks/CNN/Interpretation.md STEM/AI/Neural Networks/Deep Learning.md STEM/AI/Neural Networks/MLP/MLP.md STEM/AI/Neural Networks/Properties+Capabilities.md STEM/AI/Neural Networks/RNN/Representation Learning.md STEM/AI/Pattern Matching/Markov/Markov.md STEM/AI/Searching/Informed.md STEM/AI/Searching/README.md STEM/AI/Searching/Searching.md STEM/AI/Searching/Uninformed.md STEM/CS/Languages/Javascript.md STEM/CS/Languages/Python.md STEM/CS/Languages/dotNet.md STEM/CS/Resources.md STEM/IOT/Cyber-Physical Systems.md STEM/IOT/Networking/Networking.md STEM/IOT/Networking/README.md STEM/IOT/Software Services.md STEM/img/cyberphysical-social-data.png STEM/img/cyberphysical-system-types.png STEM/img/cyberphysical-systems.png STEM/img/depth-first-cons.png STEM/img/depth-first.png STEM/img/iot-mesh-network.png STEM/img/iot-network-radar.png STEM/img/iot-network-types 1.png STEM/img/iot-network-types.png STEM/img/markov-start-end-matrix.png STEM/img/markov-start-end-probs.png STEM/img/markov-start-end.png STEM/img/markov-state-duration.png STEM/img/markov-state.png STEM/img/markov-weather.png STEM/img/search-bidirectional.png STEM/img/search-breadth-first.png STEM/img/search-lim-goal.png STEM/img/search-lim1.png STEM/img/search-lim2.png STEM/img/search-lim3-2.png STEM/img/search-lim3.png STEM/img/search-lim4.png STEM/img/searching-graph-tree.png STEM/img/searching-graph.png Work/Freelancing.md
2023-06-08 17:52:09 +01:00
# Breadth First
- Uniform cost with cost function proportional to depth
- All of each layer
- Max nodes before solution
- $=1+b+b^2+b^3+b^4+...+b^n$
- Time, space complexity = $O(b)^d$
- Exponential
- Lots of time but complete and optimal
- Goal at depth, $d1$
- $1+b+b^2+b^3+b^4+...+b^{d-1}=\frac{b^d-1}{b-1}$
- Average at $\frac{1+b^d}{2}$ terminal nodes
![](../../img/search-breadth-first.png)
# Depth First
- Between $(1+d)$ and $(\frac{b^{d+1}-1}{b-1})$  
- If at left hand side or right hand side
- Much less memory space than BFS
- Non-optimal, non-complete
![](../../img/depth-first.png)
![](../../img/depth-first-cons.png)
## Depth Limited
- Predetermined max depth
- Only complete if max depth is sufficiently large
- Hard to determine
# Bi-Directional
- Out from start and goal until they meet
- If done with heuristics
- May not crossover
![](../../img/search-bidirectional.png)
# Iterative Deepening
- Combine BFS and DFS
![](../../img/search-lim1.png)
![](../../img/search-lim2.png)
![](../../img/search-lim3.png)
![](../../img/search-lim3-2.png)
![](../../img/search-lim4.png)
![](../../img/search-lim-goal.png)