NDLI: An Adaptive Multi-agent System for Continuous Learning of Streaming Data

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Emergent Spatial Agent Segregation

Pheromone Approach to the Adaptive Discovery of Sensor-Network Topology

Online vs. Offline Behavior: How to Design Strategic Agents for Distributed Coordinator-Free Environments

Finding Minimum Data Requirements Using Pseudo-independence

Epidemic Dynamics and Thresholds in Agent-Based Simulations under Realistic Resources and Cost Conditions

Modeling and Verification of Context-Awareness Service for Time Critical Applications Using Colored Petri-Net

Interaction Selection Ambiguities in Multi-agent Systems

An Improved Discrete Particle Swarm Optimization Based on Cooperative Swarms

Model-Driven Engineering of Multi Agent Systems

Agent Decision Making for Dynamic Selection of Coordination Mechanisms

Multi-agent Based Supply Chain Management with Dynamic Reconfiguration Capability

A Normative Model for Behavioral Differentiation

Open Collaborative Systems as Institutions of Agents

Decentralized Co-allocation of Interrelated Resources in Dynamic Environments

Designing a Simulation Middleware for FIPA Multiagent Systems

An Organisational Multi-agent Systems Approach for Designing Collaborative Tagging Systems

Structured Learning of Component Dependencies in AmI Systems

A Personalized Spam Filtering Approach Utilizing Two Separately Trained Filters

Behavior Prediction Based on Obstacle Motion Patterns in Dynamically Changing Environments

Team-RPD: A Collaborative Model of the Recognition-Primed Decision Process

Dynamic Reassigned Tasks during the Negotiation Process by Ontology Approach between Mobile Agents

Software Agents Mediated Interoperability among Heterogeneous Semantic Services

An Adaptive Multi-agent System for Continuous Learning of Streaming Data

A Study of Reinforcement Learning in a New Multiagent Domain

Obligations with Deadlines and Maintained Interdictions in Privacy Regulation Frameworks

Introducing Communication in Dis-POMDPs with Locality of Interaction

Reduction Relations for Agent Models

The Network Game: Analyzing Network-Formation and Interaction Strategies in Tandem

An Agent Memory Model Enabling Rational and Biased Reasoning

Integration of Multiagent Systems and Semantic Web Services on a Platform Independent Level

Goal-Directed Interactions in Artifact-Based MAS: Jadex Agents Playing in CARTAGO Environments

Generic Protocol Configuration and Execution within a Coalition

An Information-Theoretic Approach to Model Identification in Interactive Influence Diagrams

Planning with iFALCON: Towards A Neural-Network-Based BDI Agent Architecture

Evolving Logic Programming Based Agents with Temporal Operators

Ethical Trust and Social Moral Norms Simulation: A Bio-inspired Agent-Based Modelling Approach

Negotiation in Semi-cooperative Agreement Problems

Extending Agent Capabilities: Tools vs. Agents

Formalizing Multi-state Learning Dynamics

An Agent Architecture for an Uncertain World

Distributed Private Constraint Optimization

Adapting to Changing Resource Requirements for Coalition Formation in Self-Organized Social Networks

Multiagent Technology Solutions for Planning in Ambient Intelligence

An Ambient Intelligent Agent with Awareness of Human Task Execution

When the User Is Instrumental to Robot Goals: First Try - Agent Uses Agent

An Agent Model for a Human's Functional State and Performance

Cognitive and Biological Agent Models for Emotion Reading

Arguing about Recommendations in Social Networks

Cognitive Agents Integrating Rules and Reinforcement Learning for Context-Aware Decision Support

Learning-Rate Adjusting Q-Learning for Prisoner's Dilemma Games

Scaling Up Multi-agent Reinforcement Learning in Complex Domains

Relating Cognitive Process Models to Behavioural Models of Agents

Constructing Optimal Fuzzy Metric Trees for Agent Performance Evaluation

An Information-Theoretic Class of Stochastic Decision Processes

Intent-Driven Insider Threat Detection in Intelligence Analyses

Privacy Guarantees through Distributed Constraint Satisfaction

Collaborative Resource Constraint Scheduling with a Fractional Shared Resource

Robust Scheduling and Runtime Adaptation of Multi-agent Plan Execution

Distributing Complementary Resources across Multiple Periods with Stochastic Demand: Hedging via Time Frame Aggregation

Constant Cost of the Computation-Unit in Efficiency Graphs for DCOP Solvers

ELM-Based Agents for Grid Resource Selection

A Control-Theoretic and Game-Theoretic Approach to Information Asymmetry in MAS

A Ring-Based Decentralized Collaborative Non-blocking Atomic Commit Protocol

Learning Cooperation in Collaborative Grid Environments to Improve Cover Load Balancing Delivery

Toward Quantum Matchmaker Agents

Keyword Auction Protocol for Dynamically Adjusting the Number of Advertisements

Beyond Quasi-linear Utility: Strategy/False-Name-Proof Multi-unit Auction Protocols

Non-symmetric Preferences in the IPA Market with Reinforcement Learning

An Analysis of Entries in the First TAC Market Design Competition

A Large-Scale Evaluation of an E-mail Management Assistant

Bargaining in Markets with One-Sided Competition: Model and Analysis

Auction Analysis by Normal Form Game Approximation

New Mechanisms for Mixing Time- and Behaviour-Dependent Tactics in Negotiation Strategies

Characterizing the Outcomes of Argumentation-Based Integrative Negotiation

Development of Virtual Agents with a Theory of Emotion Regulation

Comparison of Agent-Based and Population-Based Simulations of Displacement of Crime

A Cooperative Multi-agent Approach to Computer Forensics

Embodiment of an Agent by Anthropomorphization of a Common Object

Ontology-Based Business Activity Monitoring Agent

Intelligent Service System: An Agent-Based Approach for integrating Artifical Intelligence Components in SOA Landscapes

A Game-Theoretic Approach to Determining Efficient Patrolling Strategies for Mobile Robots

Integration of Intelligent Agents Supporting Automatic Service Composition in Ambient Intelligence

The Role of Blackboard-Based Reasoning and Visual Analytics in RESIN's Predictive Analysis

A Computer Simulation Laboratory for Social Theories

Improving Multi-agent Evolutionary Techniques with Local Search for Job Shop Scheduling Problem

In Search of Optimum Possible Organizations through Agent Modeling - Business Environment Recognition Models

Emergence of Sharing Behavior in a Multi-agent Society Using Tags

Integrating Partial Models of Network Normality via Cooperative Negotiation: An Approach to Development of Multiagent Intrusion Detection Systems

How Can Agents Know What to Assume When?

Quantum Service Selection

Multi-layer Bayesian Network for Variable-Bound Inference

A Collaborative Reinforcement Learning Approach to Urban Traffic Control Optimization

FeGA: A Feedback-Generating Agent

An Ontology-Driven Framework for Deploying JADE Agent Systems

An Agent Modeling Language Implementing Protocols through Capabilities

Service Interoperability between Agents and Semantic Web Services for Nomadic Environment

IAT 2008 Author Index

IAT 2008 Publisher's Information

An Adaptive Multi-agent System for Continuous Learning of Streaming Data

Content Provider	ACM Digital Library
Author	Kiselev, Igor Alhajj, Reda
Abstract	In order to be effective in solving time-critical problems in complex dynamic environments with higher levels of uncertainty, an intelligent system must continuously adapt parameters of its learning system to variations in the incoming signals generated by the non-stationary environment in a real-time fashion. The task of continuous online unsupervised learning of streaming data in complex dynamic environments under conditions of uncertainty requires the maximizing (or minimizing) of a certain similarity-based objective function defining an optimal segmentation of the input data set into clusters, which is an NP-hard optimization problem in a general metric space and is computationally intractable for real-world problems of practical interest. This paper describes the developed adaptive multi-agent approach to continuous online clustering of streaming data, which is originally sensitive to environmental variations and provides a fast dynamic response with event-driven incremental improvement of optimization results, trading-off operating time and result quality. Our two main contributions include a computationally efficient market-based algorithm of continuous agglomerative hierarchical clustering of streaming data and a knowledge-based self-organizing multi-agent system for implementing it. Experimental results demonstrate the strong performance of the implemented multi-agent learning system for continuous online clustering of both synthetic datasets and datasets from the RoboCup Soccer and Rescue domains. Further research on extending the adaptive learning approach to support online semi-supervised classification by continuously deducing semantic-based classification rules from clustering results and performing automatic rule-based classification at run-time is outlined.
Starting Page	148
Ending Page	153
Page Count	6
File Format	PDF
ISBN	9780769534961
DOI	10.1109/WIIAT.2008.368
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2008-12-09
Access Restriction	Subscribed
Subject Keyword	Online unsupervised learning anytime coalition formation market-based dynamic distributed resource allocation multi-agent system
Content Type	Text
Resource Type	Article

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