Grossbergs ART- Adaptive resonance Theory
Grossbergs ART: Adaptive resonance Theory
Table of Contents
ART - Adaptive Resonance Theory
Here is a listing culled from the Table of Contents (see "Grossbergs [core, fun, strange] concepts.html")
- Art and movies are seen with boundaries and surfaces 3
- Cooperative-competitive-learning dynamics: ART in the brain and technology 12
- Partial reward: irrationality, gambling, creativity, and unrequited love 20
- How does object attention work? ART matching rule 38
- The road to ART: Helmholtz, James, and Gregory 41
- Hartline-Ratliff equation for the horseshoe crab retina 67
Visual reality as illusions that explain how we see art
- Cape Cod School of Art: Hawthorne and Hensche and plein air painting 109
- Graffiti artists and Mooney faces 159
- Boundary pruning at farther depths enables figure-ground separation 174
- This chapter will discuss how we 184
- rapidly learn to categorize and recognize so many objects in the world 184
- remember this information as well as we do over a period years 184
- learn to expect and anticipate events that may occur in familiar situations 184
- pay attention to events that are of particular interest to us 184
- become conscious of these events 184
- balance between expected and unexpected events, and orient to unexpected events 184
- engage in fantasy activities such as visual imagery, internalized speech, and planning 184
- learn language quickly and consciously hear completed speech sounds in noise 184
- hallucinate during mental disorders 184
- "... I claim that a common set of brain mechnisms controls all of these processes. Adaptive Resonance Theory, or ART, has been incrementally developed to explain what these mechanisms are, and how they work and interact, since I introduced it in 1976 [Grossberg, 1976a, 1976b] and it was incrementally developed in many articles to the present, notably with the help and leadership of Gail Carpenter, as I will elaborate on below. There are many aspects of these processes that are worth considering. For example, we need to understand between... ..." [Grossberg 2021 p184]
- Computational properties of the ART Matching Rule 190
- ART matching: Expectation and attention during birghtness perception 190
- Neurobiological data for ART matching my corticogeniculate feedback 193
- Neurobiological data for ART matching in visual, auditory, and somatosensory cortex 194
- Mathematical form of the ART Matching Rule 195
- How does ART stabilize learning? 205
- ART cycle of hypothesis testing and category learning 206
- ART links synchronous oscillations to attention and learning 208
- A thought experiment that leads to ART 212
- Multiple applications of ART to large-scale problems in engineering and technology 222
- Catastrophic forgetting without the top-down ART Matching Rule 225
- ART direct access solves the local minimum problem 227
- Learning of fuzzy IF-THEN riles by a self-organizing ART production system 228
- ART provides autonomous soluutions for Explanable AI 228
- SMART: A laminar cortical hierarchy of spiking neurons 229
- Converting algebraic exemplar models into dynamical ART prototype models 240
- Explaining human categorization data with ART: Learning rules-plus-exceptions 241
- Self-supervised ARTMAP: Learning on our own after leaving school 242
- Self-normalizing inhibition during attentional priming with the ART Matching Rule 246
- Many kinds of psychological and neurobiological data have been explained by ART 249
- ART again: Choosing and object's motion direction and speed 315
- ART again: Dynamically stabilizing learned directional cells also solves the aperture problem 315
- ART Matching Rile explains induced motion 319
- Solving the aperture problem for heading in natural scenes using the ART Matching Rule 350
Towards a unified theory of biological and artificial intelligence
- Intracortical but interlaminar feedback also carries out the ART Matching Rule 358
- ART Matching Rule in multiple cortical modalities 365
- Towards a synthesis of biological and artificial intelligence 369
- Dense RDS that induce perceptual completion of partially occluded objects 388
- Why binocular rivalry percepts involve many parts of the visual cortex 393
- From motor-equivalent reaching to motor-quivalent speech production and coarticulation 417
- SPINET and ARTSTREAM: Resonant dynamics doing auditory streaming 420
- From SPINET processing of sound spectra to ARTSTREAM creation of multiple streams 422
- Top-down attentive matching during speech and laguage using the ART Matching Rule 451
- ARTPHONE: Rate-sensitive gain control creates rate-invariant working memories 468
- Explaining chunk data from the tachistoscopic condition using ART 474
- Explaining data from the reaction time condition using ART: List item error trade-off 474
- Starting in the middle: Outstar learning and stimulus samplin 491
- From survival circuits to ARTSCAN Search, pART, and the Where's Waldo problem 515
- START: Spectrally Timed Adaptive Resonance Theory 549
- nSTART: neurotrophic Spectrally Timed Adaptive Resonance Theory 552
- Spatial navigation uses a self-stabilizing ART spatial category learning system 579
- An ART spatial category learning system: The hippocampus IS a cognitive map! 600
- Wave-particle duality vs. resonant choce and synchronic oscillations 638
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