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Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1 University of Twente 2 Eindhoven University of Technology

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Page 1: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Agent-oriented Knowledge Management in Learning Environments:

A Peer-to-Peer Helpdesk Case Study

Renata S. S. Guizzardi1

Lora Aroyo1

Gerd Wagner2

1University of Twente2Eindhoven University of Technology

Page 2: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Introduction Shift in the business model from a static to

a dynamic model, built on top of continuously changing and knowledge-based organizations.

This generates the need for creative and flexible professionals, who have the ability to cooperate and work in teams.

The hierarchical educational model is not appropriate to educate these professionals.

Collaborative methods can lead to better results.

Page 3: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Hierarchical vs. Collaborative Educational Model

Hierarchical Model teachers detain

knowledge while students consume knowledge

instructional methods based on memorization of information and individual study

Collaborative Model

students and teachers are, at the same time, producers and consumers of knowledge

instructional methods based on teams of students working together toward a common goal

Page 4: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Theories and Empirical Studies Supporting Collaborative Learning

Collaborative Learning is based on constructivist theories. Piaget: peer collaboration leads to the

development of logical thinking; Vygotsky: collaboration among individuals from

different performance levels is essential for learning.

Gokhale (1995): empirical study developed at the Western Illinois University. Journal of Technology Education. Vol 7, n. 1, Fall 1995.

Page 5: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Benefits of KM for Collaborative Learning

KM motivates students to be active in the creation of knowledge, trough externalization of knowledge in terms of concrete artifacts.

In learning environments, knowledge resources are naturally distributed. Therefore, a KM infrastructure is needed to manage all these resources.

Page 6: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Benefits of P2P for Collaborative Learning

Requirements for a Collaborative Environment: Cooperative posture Cooperative-based environment structure Non-hierarchical method

P2P reflects the need for a non-hierarchical structure among teachers and learners. There is no central authority. All peers are equals.

While sharing knowledge, peers feel valued. This motivates collaboration.

Page 7: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Help&Learn

H&L is a peer-to-peer architecture to support KM in collaborative learning environments.

It provides an environment where teachers, students, and external participants can share knowledge.

Knowledge is exchanged in the form of help items. E.g: what-is or how-to-do explanation, electronic documents, bibliographic reference, etc.

H&L is based on a helpdesk metaphor: somebody asks for help (the helpee) and somebody provides help (the helper).

Page 8: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Help&Learn Agents

Resource Manager

Peer Assistant

Broker

Directory Server

SIG Assistant

HelpItemsearch on

peer’s behalf

HelpItemsearch on

peer’s behalf

Integrates existing

knowledge repositories

Registration of helpers and Explanation Case Helper

indication

SIG members can be helpers

Page 9: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

P2P is…

Scenario of use

Anna’s Peer Assistant

Request explanation

Directory Server

Check for existing explanation

No explanation available

what is p2p?

Anna

Broker

Find best peer

Best peer = Mark

Mark’s Peer Assistant

Request explanation

Request explanation

Provide explanation

Provide explanation

Provide explanation

Page 10: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Agent-Object-Relationship Modeling Language An entity can be either an agent, an

event, an action, a claim, a commitment or an object.

Agents are the active entities while objects are the passive entities of the domain.

Agents can be either artificial, human, or institutional.

There are two types of AORML models: external and internal models.

Page 11: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Strengths of AORML It models agents and objects. It considers organizations and human

actors of the domain as agents. It explicitly considers ‘mentalistic’

concepts such as commitments and claims, rights and obligations.

It captures behavior of agents with the help of reactive rules.

It is based on UML.

Page 12: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

H&L Modeling: AORML Agent Diagram

Page 13: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Interaction Sequence Diagram – Helper Indication

Page 14: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Interaction Sequence Diagram – Provide Help

Page 15: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Interaction Pattern Diagram

Page 16: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Conclusions Help&Learn is a peer-to-peer agent-based

architecture, aimed at creating a rich environment for knowledge sharing in learning contexts.

Developing H&L we aim at contributing to the advance in the state of the art of collaborative learning environments.

AORML has proven to be an effective modeling language, guiding us during the system’s analysis and design phases.

During the experiments, we gathered feedback on how AORML can be extended.

Page 17: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Future Work We aim at investigating:

the structuring and retrieval of the questions and answers present in the Explanation Case;

the organization of the personal knowledge assets owned by each peer;

the management of resource items by the Resource Manager;

incorporating ontologies into the architecture, aiming at making knowledge explicit, supporting interaction among the system peers.

Page 18: Agent-oriented Knowledge Management in Learning Environments: A Peer-to-Peer Helpdesk Case Study Renata S. S. Guizzardi 1 Lora Aroyo 1 Gerd Wagner 2 1

Renata – [email protected][email protected][email protected]

AORML site – http://aor.rezearch.info