TRUTH MAINTENANCE SYSTEMS (TMS)

4-11-1998


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Sommario

TRUTH MAINTENANCE SYSTEMS (TMS)

Monotonic Reasoning Systems

An Example

Nonmonotonic Reasoning Systems

Main Functions of TMS (o Belief Revision) Systems

Main Problems of a TMS

Justification-Based TMS (JTMS, Doyle-1979)

General Architecture of a KBS including a JTMS

PS-JTMS Interface

Main Functionality of JTMS

Labelling

New Justifications for a Node

The Example of Pluto

Nonmonotonic Justification

Representing Justifications with Support Lists

Premises

Monotonic Justifications

Support List for the Assumptions

An Example of Default Reasoning

An Example of Use of the JTMS

Cont.d

Representation of Nodes

An Example

Justification (or Dependency) Network

Operation of JTMS

Providing New Justifications

Retracting a (Nonmonotonic) Justification

Circularity

Activation of the Truth Maintenance Procedure

Truth-Maintenance Procedure

Procedure for Retracting Assumptions

DDB (Simplified Version)

Can DDB Be Replaced by Chronological Backtracking?

Drawbacks of Chronological Backtracking

Evaluation of JTMS

Other Truth Maintenance Systems

Assumption-Based TMS (ATMS, DeKleer-1986)

Hypothetical Reasoning

Main Features of the ATMS

Nodes

Assumptions and Justifications

The Term 'Assumption'

The Term 'Justification'

Environments

Nogoods

Environment Lattice

cont.d

Contexts

Labels

cont.d

Goals of the ATMS

Example

Types of nodes in the ATMS

Representation of Nodes

Premises

Assumptions

Assumed Nodes

Derived Nodes

ATMS Operation

Complexity of the ATMS

Evaluation of ATMS

ATMS vs. JTMS

Other TMS

When are TMS Systems Useful?

Applications Areas of TMS Systems

User Modeling

Student Modeling

Data Interpretation

EXAMPLES

Forbus' example

The Dependency Network

Inconsistency of a and b

JTMS-ATMS Comparison

An Initial Dependency Network

The JTMS Case

Inconsistency of d2 and d7

Dealing with Inconsistencies within JTMS: DDB

The ATMS Case

AutoreCarlo Tasso

Posta elettronica tasso@dimi.uniud.it

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