Quantum Operation of Affective Artificial Intelligence
arXiv:2305.08112 · doi:10.1088/1555-6611/accf7a
Abstract
The review analyzes the fundamental principles which Artificial Intelligence should be based on in order to imitate the realistic process of taking decisions by humans experiencing emotions. Two approaches are compared, one based on quantum theory and the other employing classical terms. Both these approaches have a number of similarities, being principally probabilistic. The analogies between quantum measurements under intrinsic noise and affective decision making are elucidated. It is shown that cognitive processes have many features that are formally similar to quantum measurements. This, however, in no way means that for the imitation of human decision making Affective Artificial Intelligence has necessarily to rely on the functioning of quantum systems. Appreciating the common features between quantum measurements and decision making helps for the formulation of an axiomatic approach employing only classical notions. Artificial Intelligence, following this approach, operates similarly to humans, by taking into account the utility of the considered alternatives as well as their emotional attractiveness. Affective Artificial Intelligence, whose operation takes account of the cognition-emotion duality, avoids numerous behavioural paradoxes of traditional decision making. A society of intelligent agents, interacting through the repeated multistep exchange of information, forms a network accomplishing dynamic decision making. The considered intelligent networks can characterize the operation of either a human society of affective decision makers, or the brain composed of neurons, or a typical probabilistic network of an artificial intelligence.
arXiv commentReview, Latex file, 123 pages, 14 figures
References in corpus (44)
- XGBoost: A Scalable Tree Boosting System
- Decoherence, einselection, and the quantum origins of the classical
- Entanglement detection
- Statistical physics of human cooperation
- Decoherence, the measurement problem, and interpretations of quantum mechanics
- Evolutionary dynamics of group interactions on structured populations: A review
- The Role of Relative Entropy in Quantum Information Theory
- The importance of quantum decoherence in brain processes
- Social physics
- Measures and dynamics of entangled states
- Fundamentals of Quantum Information Theory
- Translation of Lueders' "Uber die Zustandsanderung durch den Messprozess"
- The automorphism group of separable states in quantum information theory
- Quantum Probabilities as Behavioral Probabilities
- Theory of Cold Atoms: Basics of Quantum Statistics
- Efficient Hidden-Variable Simulation of Measurements in Quantum Experiments
- Quantum decision theory in simple risky choices
- Entanglement Measure for Composite Systems
- Quantifying Entanglement Production of Quantum Operations
- Information Processing by Networks of Quantum Decision Makers
- Unique decompositions, faces, and automorphisms of separable states
- Characterizing Operations Preserving Separability Measures via Linear Preserver Problems
- Evolutionary Processes in Quantum Decision Theory
- Testing quantum-like models of judgment for question order effect
- Quantum decision making by social agents
- Regulating entanglement production in multitrap Bose-Einstein condensates
- Evolutional Entanglement in Nonequilibrium Processes
- Quantum-like models cannot account for the conjunction fallacy
- Wave-particle duality of many-body quantum states
- Equilibration of quasi-isolated quantum systems
- Irreversibility of Time for Quasi-Isolated Systems
- Stochastic Instability of Quasi-Isolated Systems
- Decoherence and equilibration under nondestructive measurements
- Entanglement production with multimode Bose-Einstein condensates in optical lattices
- Existence of Universal Entangler
- Statistical Outliers and Dragon-Kings as Bose-Condensed Droplets
- Mode interference in quantum joint probabilities for multimode Bose-condensed systems
- Quantum probabilities and entanglement for multimode quantum systems
- Order indices and entanglement production in quantum systems
- Role of collective information in networks of quantum operating agents
- Evolutional entanglement production
- Tossing Quantum Coins and Dice
- A Subjective Model of Human Decision Making Based on Quantum Decision Theory
- Entanglement Production under Collective Radiation