adaptive resonance theory (art) · adaptive resonance theory (art) 16 2 19 basic art architecture....
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![Page 1: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/1.jpg)
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Adaptive Resonance Theory(ART)
![Page 2: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/2.jpg)
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19 Basic ART Architecture
![Page 3: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/3.jpg)
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19 ART Subsystems
![Page 4: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/4.jpg)
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19 Layer 1
![Page 5: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/5.jpg)
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19 Layer 1 Operation
![Page 6: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/6.jpg)
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19 Excitatory Input to Layer 1
![Page 7: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/7.jpg)
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19 Inhibitory Input to Layer 1
![Page 8: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/8.jpg)
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19 Steady State Analysis: Case I
![Page 9: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/9.jpg)
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19 Steady State Analysis: Case II
![Page 10: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/10.jpg)
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19 Layer 1 Summary
![Page 11: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/11.jpg)
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19 Layer 1 Example
![Page 12: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/12.jpg)
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19 Example Response
![Page 13: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/13.jpg)
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19 Layer 2
![Page 14: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/14.jpg)
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19 Layer 2 Operation
![Page 15: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/15.jpg)
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19 Layer 2 Example
![Page 16: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/16.jpg)
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19 Example Response
![Page 17: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/17.jpg)
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19 Layer 2 Summary
![Page 18: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/18.jpg)
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19 Orienting Subsystem
![Page 19: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/19.jpg)
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19 Orienting Subsystem Operation
![Page 20: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/20.jpg)
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19 Steady State Operation
![Page 21: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/21.jpg)
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19 Orienting Subsystem Example
![Page 22: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/22.jpg)
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19 Orienting Subsystem Summary
![Page 23: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/23.jpg)
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19 Learning Laws: L1-L2 and L2-L1
![Page 24: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/24.jpg)
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19 Subset/Superset Dilemma
![Page 25: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/25.jpg)
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19 Subset/Superset Solution
![Page 26: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/26.jpg)
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19 L1-L2 Learning Law
![Page 27: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/27.jpg)
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19 Fast Learning
![Page 28: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/28.jpg)
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19 Learning Law: L2-L1
![Page 29: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/29.jpg)
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19 ART1 Algorithm Summary
![Page 30: Adaptive Resonance Theory (ART) · Adaptive Resonance Theory (ART) 16 2 19 Basic ART Architecture. 16 3 19 ART Subsystems. 16 4 19 Layer 1. 16 5 19 Layer 1 Operation. 16 6 19 Excitatory](https://reader033.vdocuments.mx/reader033/viewer/2022042601/5fa1ab3fdd1e172efa270e1e/html5/thumbnails/30.jpg)
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19 Summary Continued