CSC583 Artificial Intelligence Algorithms Topic 1 Quiz

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Questions and Answers

What is the objective of understanding Turing Imitation game?

  • To mimic human problem-solving skills (correct)
  • To understand AI programming paradigm
  • To develop intelligent machines
  • To identify machine learning methods

What was the main focus of the workshop organized by John McCarthy at Dartmouth College?

  • Extended brainstorming on IR 4.0
  • Deliberately engineered computer programs
  • Discussion on interconnected machines via internet
  • Artificial Intelligence (correct)

What does the Theory of Intelligence primarily aim to explore?

  • Machine learning methods
  • Human problem-solving skills
  • Can machines think like humans (correct)
  • State of the art Artificial Intelligence

What is the definition of intelligence?

<p>The capacity to solve problems and make decisions (B)</p> Signup and view all the answers

What is the focus of artificial intelligence as per the text?

<p>Emulating intelligent behavior using computational processes (C)</p> Signup and view all the answers

What was the vitally important question addressed by the discipline of AI?

<p>Are there machines that think like humans? (A)</p> Signup and view all the answers

What defines artificial intelligence (AI)?

<p>Emphasizing the creation of intelligent machines that work and react like humans (D)</p> Signup and view all the answers

What are the two Big Questions of the Universe mentioned in the text?

<p>How does a human mind work and can non-humans have minds? (C)</p> Signup and view all the answers

What is one goal of artificial intelligence as a science?

<p>To make machines perform tasks requiring human intelligence (A)</p> Signup and view all the answers

What did Alan Turing's questions address regarding artificial intelligence?

<p>Whether machines can experience thought without life (C)</p> Signup and view all the answers

What does 'Artificial Intelligence' refer to according to the text?

<p>The art of creating machines that perform functions requiring intelligence when performed by people (A)</p> Signup and view all the answers

What is one essential aspect of intelligence according to the text?

<p>Skill to solve problems and make decisions (C)</p> Signup and view all the answers

What is the main advantage of inheritance in programming?

<p>Reducing the need for code duplication (D)</p> Signup and view all the answers

In the context of inheritance, what is the 'IS-A' relationship primarily associated with?

<p>Subclass object treated as superclass object (A)</p> Signup and view all the answers

Which access level allows a class's attributes and methods to be accessed by its subclasses?

<p>Protected (A)</p> Signup and view all the answers

What is the primary purpose of extending classes in the context of inheritance?

<p>To add methods and fields in the new class (A)</p> Signup and view all the answers

What does a subclass inherit from its superclass in the context of inheritance?

<p>Attributes &amp; behavior (C)</p> Signup and view all the answers

How does inheritance contribute to code reusability in programming?

<p>By allowing subclasses to inherit superclass features (C)</p> Signup and view all the answers

In the context of inheritance in Java, what does the 'extends' keyword primarily signify?

<p>Inheriting methods and fields from a superclass (D)</p> Signup and view all the answers

What is the main purpose of the UML class diagram in the context of inheritance relationships?

<p>To illustrate the 'IS-A' relationship between classes (C)</p> Signup and view all the answers

Which of the following is an example of single inheritance?

<p>A class inheriting from one superclass (A)</p> Signup and view all the answers

What is the primary function of a subclass in the context of inheritance?

<p>To provide more specific features than the superclass (D)</p> Signup and view all the answers

How does Java handle the scenario where a subclass overrides a method of its superclass?

<p>The subclass method takes precedence over the superclass method (C)</p> Signup and view all the answers

What is the significance of the 'super' keyword in Java inheritance?

<p>It denotes a superclass within a subclass (C)</p> Signup and view all the answers

In terms of inheritance, what does the 'IS-A' relationship primarily emphasize?

<p>The specialized nature of subclasses as extensions of their superclass (B)</p> Signup and view all the answers

What is the primary reason behind Java's restriction on multiple inheritance?

<p>To simplify code readability and maintenance (B)</p> Signup and view all the answers

Which scenario best represents an 'IS-A' relationship in terms of inheritance?

<p>A dog having attributes of a pet (B)</p> Signup and view all the answers

What is the focus of Swarm Intelligence (SI) as per the text?

<p>Studying collective behavior in decentralized systems (D)</p> Signup and view all the answers

What is the key principle of Swarm Intelligence (SI) according to the text?

<p>Shared information and seamless coordination (B)</p> Signup and view all the answers

What does Swarm Intelligence (SI) primarily rely on for communication within the system?

<p>Local communication among simple agents (A)</p> Signup and view all the answers

What is the basis of increased intelligence in Swarm Intelligence (SI) systems according to the text?

<p>Shared information and decentralized collaboration (D)</p> Signup and view all the answers

What is the primary characteristic of individual activities within a Swarm Intelligence (SI) system as per the text?

<p>Seamless coordination without a leader/supervisor (A)</p> Signup and view all the answers

What is the main feature of artificial intelligence technique based on Swarm Intelligence?

<p>Decentralized, self-organized systems (A)</p> Signup and view all the answers

What is the main objective of Swarm Intelligence?

<p>Minimize power consumption and minimize path (D)</p> Signup and view all the answers

Which biological advantage is associated with swarm intelligence?

<p>Decreased energy consumption in groups (C)</p> Signup and view all the answers

What are the two main development areas of Swarm Intelligence mentioned in the text?

<p>Ant Colony Optimization and Particle Swarm Optimization (D)</p> Signup and view all the answers

Which concept inspired Particle Swarm Optimization (PSO)?

<p>Social behavior of bird flocking and fish schooling (D)</p> Signup and view all the answers

What did Craig Reynolds describe as the three simple behaviors of bird flocking and fish schooling that inspired PSO?

<p>Separation, Alignment, Cohesion (A)</p> Signup and view all the answers

What is the main characteristic of Particle Swarm Optimization (PSO) as a technique?

<p>It uses a number of agents (particles) that constitute a swarm moving around in the search space looking for the best solution (A)</p> Signup and view all the answers

During initialization, what do all particles in a swarm remember?

<p>Personal best position and global best value (A)</p> Signup and view all the answers

What do particles in a swarm do to find the optimum during the search space movement?

<p>Cooperate with other particles in the swarm (A)</p> Signup and view all the answers

'Population-based stochastic optimization technique' refers to:

<p>'Utilizing randomly selected individuals to solve optimization problems' (D)</p> Signup and view all the answers

'Swarm Intelligence' can be modeled for which purposes according to the text?

<p>'Understanding microscopic (local) to macroscopic (global) transformations' (C)</p> Signup and view all the answers

Flashcards

Artificial Intelligence (AI)

The ability of machines to solve problems and make decisions, imitating human intelligence.

Turing Imitation Game

A thought experiment that assesses a machine's ability to exhibit intelligent behavior indistinguishable from a human.

Swarm Intelligence (SI)

The study of how collective behavior emerges from decentralized systems of simple agents.

Particle Swarm Optimization (PSO)

A technique that mimics the social behavior of bird flocks and fish schools to solve optimization problems.

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Intelligence

The capacity to solve problems and make decisions.

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Subclass

A program that inherits properties and behaviors from another program, allowing for code reuse and specialization.

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Superclass

A program that provides a general set of properties and behaviors, forming the foundation for other programs.

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IS-A Relationship

The relationship between a subclass and its superclass, representing the principle that a subclass 'is a' type of its superclass.

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Method Overriding

The ability of a subclass to override a method inherited from its superclass, providing specialized implementation.

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Extend a Class

To create a new class that inherits properties and behaviors from an existing class.

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Extends Keyword

A keyword in programming languages used to indicate inheritance, signifying that a subclass inherits from a superclass.

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Code Reusability

The principle of reusing code by inheriting properties and behaviors from existing classes, reducing code redundancy.

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Protected Access Level

The level of access control that allows a class's members to be accessed by its subclasses and its own methods.

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UML Class Diagram

A diagram used to visually represent the relationships between classes, especially inheritance relationships through the 'IS-A' principle.

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Population-Based Stochastic Optimization

A process of using randomly selected individuals (particles) to search for the best solution in a problem space.

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Theory of Intelligence

The capacity of machines to think like humans, focusing on replicating intelligent behavior through computational processes.

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Machines Can Experience Thought Without Life

A question addressing whether machines can experience thought without life, exploring the nature of consciousness.

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How Does a Human Mind Work and Can Non-Humans Have Minds?

A question exploring the nature of human minds and whether non-humans can possess minds, investigating the essence of consciousness.

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Artificial Intelligence

The creation of intelligent machines that perform tasks requiring intelligence as humans do, emphasizing the imitation of human capabilities.

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AI's Goal: Machines Performing Tasks Requiring Human Intelligence

The main goal of artificial intelligence is to develop machines capable of performing tasks that typically require human intelligence, such as problem-solving and decision-making.

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Swarm Intelligence: Decentralized Collaboration

The key principle of Swarm Intelligence is decentralized collaboration, where individual agents share information and seamlessly coordinate with each other without a central leader.

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Shared Information & Decentralized Collaboration in SI

The basis of increased intelligence in Swarm Intelligence systems is the sharing of information between decentralized agents, leading to collective decision-making and problem-solving.

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Local Communication in SI

Swarm Intelligence relies on local communication among simple agents, where each agent interacts with its neighbors without global knowledge of the entire system.

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PSO Inspired by Bird Flocking and Fish Schooling

Particle Swarm Optimization (PSO) is inspired by the social behavior of bird flocks and fish schools, where individual agents (particles) cooperate to find the best solution to a problem.

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PSO Inspired By Separation, Alignment, and Cohesion

The three simple behaviors of separation, alignment, and cohesion that contribute to the coordination of bird flocks and fish schools are the inspiration for the Particle Swarm Optimization (PSO) technique.

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Particles Remember Personal Best & Global Best

Each particle in a swarm remembers its personal best position (best solution it has found) and the global best value (best solution found by the entire swarm) during the search for the optimum solution.

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Particles Movement in PSO

In Particle Swarm Optimization (PSO), particles move around the search space, adjusting their positions based on their personal best, global best, and random velocity, collaborating to find the optimum solution.

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Swarm Intelligence Modelling Transformations

Swarm Intelligence can be modeled to understand transformations from the microscopic (local) level to the macroscopic (global) level, demonstrating how collective behavior emerges from individual interactions.

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