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github.com/aimacode/aima-java @aima3e-v1.9.1
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README
AIMA3e-Java (JDK 8+) 
Java implementation of algorithms from Russell and Norvig's Artificial Intelligence - A Modern Approach 3rd Edition. You can use this in conjunction with a course on AI, or for study on your own. We're loooking for solid contributors to help.
Getting Started Links
- Overview of Project.
- Setting up your own workspace.
- Demo Applications that can be run from your browser.
- [Comments on architecture and design] (https://github.com/aimacode/aima-java/wiki/AIMA3e-Architecture-%26-Design).
- Javadoc for the aima-core project.
- Download the latest official version = 1.9.0 (Dec 18 2016).
-
Latest Maven Information (for integration as a third party library)
<dependency> <groupId>com.googlecode.aima-java</groupId> <artifactId>aima-core</artifactId> <version>0.12.0</version> </dependency>
Index of Implemented Algorithms
| Fig | Page | Name (in book) | Code |
|---|---|---|---|
| 2 | 34 | Environment | Environment |
| 2.1 | 35 | Agent | Agent |
| 2.3 | 36 | Table-Driven-Vacuum-Agent | TableDrivenVacuumAgent |
| 2.7 | 47 | Table-Driven-Agent | TableDrivenAgentProgram |
| 2.8 | 48 | Reflex-Vacuum-Agent | ReflexVacuumAgent |
| 2.10 | 49 | Simple-Reflex-Agent | SimpleReflexAgentProgram |
| 2.12 | 51 | Model-Based-Reflex-Agent | ModelBasedReflexAgentProgram |
| 3 | 66 | Problem | Problem |
| 3.1 | 67 | Simple-Problem-Solving-Agent | SimpleProblemSolvingAgent |
| 3.2 | 68 | Romania | SimplifiedRoadMapOfPartOfRomania |
| 3.7 | 77 | Tree-Search | TreeSearch |
| 3.7 | 77 | Graph-Search | GraphSearch |
| 3.10 | 79 | Node | Node |
| 3.11 | 82 | Breadth-First-Search | BreadthFirstSearch |
| 3.14 | 84 | Uniform-Cost-Search | UniformCostSearch |
| 3 | 85 | Depth-first Search | DepthFirstSearch |
| 3.17 | 88 | Depth-Limited-Search | DepthLimitedSearch |
| 3.18 | 89 | Iterative-Deepening-Search | IterativeDeepeningSearch |
| 3 | 90 | Bidirectional search | BidirectionalSearch |
| 3 | 92 | Best-First search | BestFirstSearch |
| 3 | 92 | Greedy best-First search | GreedyBestFirstSearch |
| 3 | 93 | A* Search | AStarSearch |
| 3.26 | 99 | Recursive-Best-First-Search | RecursiveBestFirstSearch |
| 4.2 | 122 | Hill-Climbing | HillClimbingSearch |
| 4.5 | 126 | Simulated-Annealing | SimulatedAnnealingSearch |
| 4.8 | 129 | Genetic-Algorithm | GeneticAlgorithm |
| 4.11 | 136 | And-Or-Graph-Search | AndOrSearch |
| 4 | 147 | Online search problem | OnlineSearchProblem |
| 4.21 | 150 | Online-DFS-Agent | OnlineDFSAgent |
| 4.24 | 152 | LRTA*-Agent | LRTAStarAgent |
| 5.3 | 166 | Minimax-Decision | MinimaxSearch |
| 5.7 | 170 | Alpha-Beta-Search | AlphaBetaSearch |
| 6 | 202 | CSP | CSP |
| 6.1 | 204 | Map CSP | MapCSP |
| 6.3 | 209 | AC-3 | AC3Strategy |
| 6.5 | 215 | Backtracking-Search | BacktrackingStrategy |
| 6.8 | 221 | Min-Conflicts | MinConflictsStrategy |
| 6.11 | 224 | Tree-CSP-Solver | TreeCSPSolver |
| 7 | 235 | Knowledge Base | KnowledgeBase |
| 7.1 | 236 | KB-Agent | KBAgent |
| 7.7 | 244 | Propositional-Logic-Sentence | Sentence |
| 7.10 | 248 | TT-Entails | TTEntails |
| 7 | 253 | Convert-to-CNF | ConvertToCNF |
| 7.12 | 255 | PL-Resolution | PLResolution |
| 7.15 | 258 | PL-FC-Entails? | PLFCEntails |
| 7.17 | 261 | DPLL-Satisfiable? | DPLLSatisfiable |
| 7.18 | 263 | WalkSAT | WalkSAT |
| 7.20 | 270 | Hybrid-Wumpus-Agent | HybridWumpusAgent |
| 7.22 | 272 | SATPlan | SATPlan |
| 9 | 323 | Subst | SubstVisitor |
| 9.1 | 328 | Unify | Unifier |
| 9.3 | 332 | FOL-FC-Ask | FOLFCAsk |
| 9.3 | 332 | FOL-BC-Ask | FOLBCAsk |
| 9 | 345 | CNF | CNFConverter |
| 9 | 347 | Resolution | FOLTFMResolution |
| 9 | 354 | Demodulation | Demodulation |
| 9 | 354 | Paramodulation | Paramodulation |
| 9 | 345 | Subsumption | SubsumptionElimination |
| 10.9 | 383 | Graphplan | --- |
| 11.5 | 409 | Hierarchical-Search | --- |
| 11.8 | 414 | Angelic-Search | --- |
| 13.1 | 484 | DT-Agent | --- |
| 13 | 484 | Probability-Model | ProbabilityModel |
| 13 | 487 | Probability-Distribution | ProbabilityDistribution |
| 13 | 490 | Full-Joint-Distribution | FullJointDistributionModel |
| 14 | 510 | Bayesian Network | BayesianNetwork |
| 14.9 | 525 | Enumeration-Ask | EnumerationAsk |
| 14.11 | 528 | Elimination-Ask | EliminationAsk |
| 14.13 | 531 | Prior-Sample | PriorSample |
| 14.14 | 533 | Rejection-Sampling | RejectionSampling |
| 14.15 | 534 | Likelihood-Weighting | LikelihoodWeighting |
| 14.16 | 537 | GIBBS-Ask | GibbsAsk |
| 15.4 | 576 | Forward-Backward | ForwardBackward |
| 15 | 578 | Hidden Markov Model | HiddenMarkovModel |
| 15.6 | 580 | Fixed-Lag-Smoothing | FixedLagSmoothing |
| 15 | 590 | Dynamic Bayesian Network | DynamicBayesianNetwork |
| 15.17 | 598 | Particle-Filtering | ParticleFiltering |
| 16.9 | 632 | Information-Gathering-Agent | --- |
| 17 | 647 | Markov Decision Process | MarkovDecisionProcess |
| 17.4 | 653 | Value-Iteration | ValueIteration |
| 17.7 | 657 | Policy-Iteration | PolicyIteration |
| 17.9 | 663 | POMDP-Value-Iteration | --- |
| 18.5 | 702 | Decision-Tree-Learning | DecisionTreeLearner |
| 18.8 | 710 | Cross-Validation-Wrapper | --- |
| 18.11 | 717 | Decision-List-Learning | DecisionListLearner |
| 18.24 | 734 | Back-Prop-Learning | BackPropLearning |
| 18.34 | 751 | AdaBoost | AdaBoostLearner |
| 19.2 | 771 | Current-Best-Learning | --- |
| 19.3 | 773 | Version-Space-Learning | --- |
| 19.8 | 786 | Minimal-Consistent-Det | --- |
| 19.12 | 793 | FOIL | --- |
| 21.2 | 834 | Passive-ADP-Agent | PassiveADPAgent |
| 21.4 | 837 | Passive-TD-Agent | PassiveTDAgent |
| 21.8 | 844 | Q-Learning-Agent | QLearningAgent |
| 22.1 | 871 | HITS | HITS |
| 23.5 | 894 | CYK-Parse | CYK |
| 25.9 | 982 | Monte-Carlo-Localization | MonteCarloLocalization |
Extension points exported contracts — how you extend this code
ChangeListener (Interface)Defines the method infrastructure of any and all possible and legal implementations of a ChangeListener which can be reg [11 …
aima-gui/src/main/java/aima/gui/swing/applications/robotics/components/AnglePanel.java
MapEventListener (Interface)
Allows to listen to map changes. @author Ruediger Lunde [8 implementers]
aimax-osm/src/main/java/aimax/osm/data/MapEventListener.java
SearchForActions (Interface)
Interface for all AIMA3e search algorithms which store at least a part of the exploration history as search tree and ret [16 …
aima-core/src/main/java/aima/core/search/framework/SearchForActions.java
ISettingsListener (Interface)
A settings listener can be registered for a specific key. If the value for that key changes all registered listeners on [4 …
aima-gui/src/main/java/aima/gui/swing/applications/robotics/components/Settings.java
MapViewEventListener (Interface)
Observer interface which should be implemented by clients interested in map view events. @author Ruediger Lunde [5 implementers]
aimax-osm/src/main/java/aimax/osm/viewer/MapViewEventListener.java
SearchForStates (Interface)
Interface for all AIMA3e search algorithms which forget the exploration history and return just a single state which is [14 …
aima-core/src/main/java/aima/core/search/framework/SearchForStates.java
MessageLogger (Interface)
Simple interface for message logging. @author Ruediger Lunde [3 implementers]
aima-gui/src/main/java/aima/gui/swing/framework/MessageLogger.java
MapBuilder (Interface)
Simple interface to aggregate map data. Its purpose is, to keep OSM parsers independent from the concrete structure whic [4 …
aimax-osm/src/main/java/aimax/osm/data/MapBuilder.java
Core symbols most depended-on inside this repo
sizecalled by 786
aima-core/src/main/java/aima/core/probability/domain/Domain.java
get
called by 689
aima-core/src/main/java/aima/core/util/math/Matrix.java
put
called by 337
aima-core/src/main/java/aima/core/util/datastructure/TwoKeyHashMap.java
append
called by 312
aima-core/src/main/java/aima/core/search/nondeterministic/Path.java
getX
called by 301
aima-core/src/main/java/aima/core/robotics/impl/datatypes/IPose2D.java
parse
called by 300
aima-core/src/main/java/aima/core/logic/fol/parsing/FOLParser.java
getY
called by 299
aima-core/src/main/java/aima/core/robotics/impl/datatypes/IPose2D.java
parse
called by 191
aima-core/src/main/java/aima/core/util/math/geom/IGroupParser.java
Shape
Languages
Java100%
Modules by API surface
aima-core/src/main/java/aima/core/logic/fol/CNFConverter.java68 symbols
aima-core/src/test/java/aima/test/core/unit/environment/eightpuzzle/EightPuzzleBoardMoveTest.java55 symbols
aima-gui/src/main/java/aima/gui/swing/applications/robotics/GenericMonteCarloLocalization2DApp.java52 symbols
aima-core/src/main/java/aima/core/logic/fol/kb/data/Clause.java50 symbols
aima-core/src/main/java/aima/core/util/math/Matrix.java44 symbols
aima-core/src/main/java/aima/core/probability/util/ProbabilityTable.java43 symbols
aimax-osm/src/main/java/aimax/osm/data/impl/DefaultMap.java41 symbols
aima-gui/src/main/java/aima/gui/swing/applications/robotics/components/Settings.java40 symbols
aimax-osm/src/main/java/aimax/osm/gui/swing/viewer/MapViewPane.java39 symbols
aima-gui/src/main/java/aima/gui/swing/framework/AgentAppFrame.java35 symbols
aima-core/src/main/java/aima/core/logic/fol/inference/FOLOTTERLikeTheoremProver.java33 symbols
aima-core/src/main/java/aima/core/logic/fol/inference/FOLModelElimination.java33 symbols
For agents
$ claude mcp add aima-java \
-- python -m otcore.mcp_server <graph>