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(1)

1. Introduction –

Data-Based Systems (DBS) and

Knowledge-Based Systems/Expert Systems (KBS/XS)

Objectives of this unit:

Notions: data, information, knowledge

Dualisms

ƒ Algorithm / Problem Solving

ƒ Data Base / Knowledge Base

ƒ Procedural Knowledge / Declarative Knowledge

ƒ Data-Based Systems / Knowledge-Based Systems – Expert Systems

• A (very brief summary of ) Methods and techniques of

Knowledge Representation / Processing

(2)

Input

Memory Control

ALU

Output CPU

Data

Data Processing Systems – Overall Architecture

(3)

Data-Based Systems, Knowledge-Based Systems

Algorithm

Procedural Knowledge Data Base

• • •

Algorithm

Data Base

Procedural Knowledge

Problem Solving

Knowledge Base

Declarative Knowledge

(4)

Data-Based Systems, Knowledge-Based Systems

Wikipedia:

Procedural Knowledge:

– procedural knowledge is one type of knowledge that can be possessed by an intelligent agent. Such knowledge is often represented as a partial or complete finite-state machine or computer program. A well-known example is the Procedural Reasoning System, which might, in the case of a mobile robot that navigates in a building, contain procedures such as "navigate to a room" or "plan a path".

Declarative Knowledge:

– an AI system based on declarative knowledge might just contain a map of the building, together with information about the basic actions that can be done by the robot (like moving forward, turning, and stopping), and leave it to a domain-independent planning algorithm to discover how to use those actions to achieve the agent's goals.

(5)

User/Expert

Interface

Case- Specific Knowledge

Black Board

Domain- Specific Knowledge Problem Solving

Knowledge Acquisition /

Processing

Interface Engine

Explanation Generation

Engine

Overall Architecture of Expert Systems

(6)

Entities of Expert Systems

Expert Systems

• Incorporate utility information

• Are able to make decisions

• Can use the value of information to decide whether to acquire it

• Can calculate the sensitivity of their decisions to small changes in probability and

utility assessment

(7)

Knowledge Representation / Processing

• Knowledge Representation – Predicate Logic

– Rule-Based Systems

– Constraints

– Fuzzy Logic

– Neural Networks

• Knowledge Representation / Processing – Searching

– Genetic / Evolutionary Algorithms

– Case- / Assumption-Based Reasoning

– Incomplete Knowledge / Truth Maintenance

– Decision under Uncertainty

– Temporal Logic

Planning

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