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AI-woordenlijst

Het complete woordenboek van kunstmatige intelligentie

162
categorieën
2.032
subcategorieën
23.060
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Combinatorial Auction Resource Allocation

Mechanism where agents submit bids for sets (combinations) of resources, enabling optimal allocation that accounts for synergies and substitutability between goods.

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Zero-Sum Multi-Agent Negotiation

Distribution process where one agent's gain directly corresponds to another's loss, modeling scenarios of pure competition for limited resources.

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Centralized vs. Decentralized Allocation

Fundamental distinction between systems where a single authority distributes resources (centralized) and those where agents negotiate and agree directly among themselves (decentralized).

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Multi-Agent Task Routing

Dynamic assignment strategy that allocates tasks (considered as resources) to the most capable agents for execution, based on their capabilities, workload, and location.

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Trust-Based Resource Sharing

Approach where allocation decisions are influenced by interaction history and agent reputation, helping mitigate risks of opportunistic or non-cooperative behavior.

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Coalition Formation for Allocation

Process by which agents unite into coalitions to acquire and collectively manage resources they could not obtain or exploit alone, thereby maximizing group utility.

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Multi-Agent Scheduling under Constraints

Optimization problem consisting of sequencing agent access to shared resources (e.g., machines, bandwidth) while respecting temporal, priority, and dependency constraints.

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Double Market for Resource Allocation

Continuous market mechanism where agents can simultaneously submit buy and sell orders for resources, enabling price discovery and real-time allocation.

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Argumentative Negotiation for Resource Allocation

Advanced negotiation technology where agents exchange not only offers but also arguments (justifications, threats, promises) to influence allocation decisions.

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Nash Equilibrium in Resource Allocation

Stable state of a multi-agent system where no agent can improve its situation by unilaterally changing its resource acquisition strategy, while other agents keep their strategy.

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Merit-Based Resource Allocation

Distribution strategy where resources are allocated to agents based on their past contribution, performance, or measurable utility to the overall system.

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Contention Management for Shared Resources

Set of protocols and algorithms (e.g., locks, semaphores, tokens) used to resolve conflicts when multiple agents attempt to simultaneously access a critical non-shareable resource.

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Periodic Resource Allocation (Round-Robin)

Fair scheduling algorithm that allocates resources to agents in turn, following a cyclic sequence, to ensure that each agent receives a share of access time.

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Mediation and Arbitration in Resource Conflicts

Intervention of a third party (mediator or arbitrator agent) to resolve allocation disputes, either by facilitating an agreement (mediation) or by imposing a binding solution (arbitration).

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Global Utility Optimization for Resource Allocation

Centralized approach aiming to maximize the sum of utilities of all agents, often at the expense of individual fairness, to achieve a Pareto optimum for the system.

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Resource Budget and Allocation Policies

Mechanism where each agent is assigned a quota or resource budget for a given period, which they can use or exchange according to predefined policies.

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Adaptive and Self-Organizing Resource Allocation

Decentralized system where allocation rules evolve dynamically based on environmental changes and agent behavior, without central control.

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