Calculus of thought neuromorphic logistic regression in cognitive machines
Calculus of Thought: Neuromorphic Logistic Regression in Cognitive Machines is a must-read for all scientists about a very simple computation method designed to simulate big-data neural processing. This book is inspired by the Calculus Ratiocinator idea of Gottfried Leibniz, which is that machine co...
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| Formato: | Libro electrónico |
| Idioma: | Inglés |
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Waltham, MA :
Academic Press
2014.
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| Edición: | 1st edition |
| Colección: | Gale eBooks
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| Materias: | |
| Ver en Biblioteca Universitat Ramon Llull: | https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009628077506719 |
Tabla de Contenidos:
- Front Cover; Calculus of Thought: Neuromorphic Logistic Regression in Cognitive Machines; Copyright; Dedication; Contents; Preface; Chapter 1 - Calculus Ratiocinator; 1 A FUNDAMENTAL PROBLEM WITH THE WIDELY USED METHODS; 2 ENSEMBLE MODELS AND COGNITIVE PROCESSING IN PLAYING JEOPARDY; 3 THE BRAIN'S EXPLICIT AND IMPLICIT LEARNING; 4 TWO DISTINCT MODELING CULTURES AND MACHINE INTELLIGENCE; 5 LOGISTIC REGRESSION AND THE CALCULUS RATIOCINATOR PROBLEM; Chapter 2 - Most Likely Inference; 1 THE JAYNES MAXIMUM ENTROPY PRINCIPLE; 2 MAXIMUM ENTROPY AND STANDARD MAXIMUM LIKELIHOOD LOGISTIC REGRESSION
- 3 DISCRETE CHOICE, LOGIT ERROR, AND CORRELATED OBSERVATIONS4 RELR AND THE LOGIT ERROR; 5 RELR AND THE JAYNES PRINCIPLE; Chapter 3 - Probability Learning and Memory; 1 BAYESIAN ONLINE LEARNING AND MEMORY; 2 MOST PROBABLE FEATURES; 3 IMPLICIT RELR; 4 EXPLICIT RELR; Chapter 4 - Causal Reasoning; 1 PROPENSITY SCORE MATCHING; 2 RELR'S OUTCOME SCORE MATCHING; 3 AN EXAMPLE OF RELR'S CAUSAL REASONING; 4 COMPARISON TO OTHER BAYESIAN AND CAUSAL METHODS; Chapter 5 - Neural Calculus; 1 RELR AS A NEURAL COMPUTATIONAL MODEL; 2 RELR AND NEURAL DYNAMICS; 3 SMALL SAMPLES IN NEURAL LEARNING
- 4 WHAT ABOUT ARTIFICIAL NEURAL NETWORKS?Chapter 6 - Oscillating Neural Synchrony; 1 THE EEG AND NEURAL SYNCHRONY; 2 NEURAL SYNCHRONY, PARSIMONY, AND GRANDMOTHER CELLS; 3 GESTALT PRAGNANZ AND OSCILLATING NEURAL SYNCHRONY; 4 RELR AND SPIKE-TIMING-DEPENDENT PLASTICITY; 5 ATTENTION AND NEURAL SYNCHRONY; 6 METRICAL RHYTHM IN OSCILLATING NEURAL SYNCHRONY; 7 HIGHER FREQUENCY GAMMA OSCILLATIONS; Chapter 7 - Alzheimer's and Mind-Brain Problems; 1 NEUROPLASTICITY SELECTION IN DEVELOPMENT AND AGING; 2 BRAIN AND COGNITIVE CHANGES IN VERY EARLY ALZHEIMER'S DISEASE
- 3 A RELR MODEL OF RECENT EPISODIC AND SEMANTIC MEMORY4 WHAT CAUSES THE MEDIAL TEMPORAL LOBE DISTURBANCE IN EARLY ALZHEIMER'S?; 5 THE MIND-BRAIN PROBLEM; Chapter 8 - Let Us Calculate; 1 HUMAN DECISION BIAS AND THE CALCULUS RATIOCINATOR; 2 WHEN THE EXPERTS ARE WRONG; 3 WHEN PREDICTIVE MODELS CRASH; 4 THE PROMISE OF COGNITIVE MACHINES; APPENDIX; NOTES AND REFERENCES; INDEX
