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SteadfastAgate5171

Uploaded by SteadfastAgate5171

Panimalar Engineering College

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knowledge representation systems artificial intelligence logic computer science

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This document presents a quiz on knowledge representation systems. It contains questions and answers covering various topics in the field, including explicit beliefs, knowledge bases, and inference engines. The topics include knowledge representation in the form of rules and the use of logic, such as first-order logic and resolution.

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UNIT 1 1. What is an explicit belief?  A) A belief that is inferred  B) A belief that is directly represented in the knowledge base  C) A belief that is hidden  D) A belief that is irrelevant Correct Answer: B) A belief that is directly repre...

UNIT 1 1. What is an explicit belief?  A) A belief that is inferred  B) A belief that is directly represented in the knowledge base  C) A belief that is hidden  D) A belief that is irrelevant Correct Answer: B) A belief that is directly represented in the knowledge base 2. What is the role of the knowledge base in a KBS?  A) To process data  B) To store a collection of information  C) To create user interfaces  D) To analyze data Correct Answer: B) To store a collection of information 3. Which part of a rule in a KBS lists a set of conditions?  A) THEN part  B) IF part  C) ELSE part  D) AND part Correct Answer: B) IF part 4. What is a characteristic of explicit beliefs?  A) They are difficult to access  B) They are clearly defined and stored within the system  C) They are always inferred  D) They are irrelevant Correct Answer: B) They are clearly defined and stored within the system 5. What type of system uses case-based reasoning?  A) Expert systems  B) Case-based systems  C) Rule-based systems  D) Blackboard systems Correct Answer: B) Case-based systems 6. What is one advantage of knowledge-based systems?  A) They are always reliable  B) They provide explanations of solutions  C) They are inflexible  D) They lack expert knowledge Correct Answer: B) They provide explanations of solutions 7. What is the purpose of the inference engine in a KBS?  A) To store data  B) To process and locate data based on requests  C) To create user interfaces  D) To input new information Correct Answer: B) To process and locate data based on requests 8. What is a blackboard system?  A) A system that relies on a single source of information  B) A system that enables multiple sources to input new information  C) A system that does not allow updates  D) A system that only uses past data Correct Answer: B) A system that enables multiple sources to input new information 9. What is the main function of knowledge representation in a KBS?  A) To create user interfaces  B) To store data  C) To represent knowledge in the form of rules  D) To analyze data Correct Answer: C) To represent knowledge in the form of rules 11. What is the main source of empirical knowledge?  A) Memory  B) Perception  C) Introspection  D) Testimony Correct Answer: B) Perception 12. What do constants represent in First Order Logic?  A) Any object in the domain  B) Specific objects in the domain  C) Relationships between objects  D) Logical connectives Correct Answer: B) Specific objects in the domain 13. Which of the following is a type of knowledge-based system?  A) Database systems  B) Expert systems  C) Spreadsheet systems  D) Word processing systems Correct Answer: B) Expert systems 14. What does the universal quantifier (∀) indicate?  A) A statement is false for all objects  B) A statement applies to all objects in the domain  C) A statement is true for none  D) A statement applies to some objects Correct Answer: B) A statement applies to all objects in the domain 15. What is the purpose of functions in First Order Logic?  A) To represent properties of objects  B) To map objects to other objects  C) To define logical connectives  D) To create user interfaces Correct Answer: B) To map objects to other objects UNIT 2 1. What is the first step in the resolution process?  A) Convert FOL statements into CNF  B) Negate the statement to be proved  C) Draw resolution graph  D) Conversion of facts into first-order logic (FOL) Correct Answer: D) Conversion of facts into first-order logic (FOL) 2. Which of the following is NOT an axiom of equality?  A) Reflexivity  B) Symmetry  C) Transitivity  D) Commutativity Correct Answer: D) Commutativity 3. What does a SAT solver determine?  A) If a formula is valid  B) If a formula is satisfiable  C) If a formula is a contradiction  D) If a formula is a tautology Correct Answer: B) If a formula is satisfiable 4. What is Skolemization?  A) A method to eliminate universal quantifiers  B) A transformation that removes existential quantifiers  C) A technique for converting formulas to CNF  D) A process for finding contradictions Correct Answer: B) A transformation that removes existential quantifiers 5. Which of the following is a property of equality?  A) Associativity  B) Reflexivity  C) Distributivity  D) Idempotency Correct Answer: B) Reflexivity 6. What is the purpose of converting formulas into clausal form?  A) To simplify the formulas  B) To prepare for resolution proofs  C) To eliminate all variables  D) To find contradictions Correct Answer: B) To prepare for resolution proofs 7. In the context of SAT solvers, what does "satisfiable" mean?  A) The formula is always true  B) There exists a variable assignment that makes the formula true  C) The formula is always false  D) The formula has no variables Correct Answer: B) There exists a variable assignment that makes the formula true 8. What is the result of applying negation to the conclusion statements in resolution?  A) It proves the statement  B) It creates a contradiction  C) It simplifies the statement  D) It eliminates the statement Correct Answer: B) It creates a contradiction 9. Which of the following is a step in finding the clausal form of formulas?  A) Eliminate all variables  B) Move negation inward  C) Add existential quantifiers  D) Remove all constants Correct Answer: B) Move negation inward 10. What does the resolution proof of the query "Some student is happy" look like?  A) ∀x. Student(x) ∧ Happy(x)  B) ∃x. Student(x) ∧ Happy(x)  C) ∀x. Happy(x)  D) ∃x. Happy(x) Correct Answer: B) ∃x. Student(x) ∧ Happy(x) 11. What is a clause in the context of resolution?  A) A conjunction of literals  B) A disjunction of literals  C) A single atomic sentence  D) A universal quantifier Correct Answer: B) A disjunction of literals 12. What is the main idea behind first-order resolution?  A) To eliminate all quantifiers  B) To resolve clauses with complementary literals  C) To convert all statements to propositional logic  D) To simplify the proof process Correct Answer: B) To resolve clauses with complementary literals 13. What does the Herbrand theorem relate to in first-order logic?  A) The completeness of propositional logic  B) The existence of a model for a set of clauses  C) The transformation of formulas into CNF  D) The elimination of existential quantifiers Correct Answer: B) The existence of a model for a set of clauses 14. What is the purpose of drawing a resolution graph?  A) To visualize the proof process  B) To eliminate variables  C) To convert statements into CNF  D) To find contradictions Correct Answer: A) To visualize the proof process UNIT 3 1. What does P(A|B) represent in the context of the Naïve Bayes Classifier? o A) Prior Probability o B) Marginal Probability o C) Posterior Probability o D) Likelihood Probability Correct Answer: C) Posterior Probability 7 2. In the Naïve Bayes Classifier, what is the first step to solve a problem? o A) Generate Likelihood table o B) Convert the dataset into frequency tables o C) Use Bayes theorem o D) Calculate Marginal Probability Correct Answer: B) Convert the dataset into frequency tables 7 3. What is the probability that a patient has meningitis given they have a stiff neck? o A) 0.02 o B) 0.8 o C) 1/30000 o D) 1/750 Correct Answer: D) 1/750 5 4. What is the probability of drawing a King from a standard deck of cards? o A) 1/52 o B) 4/52 o C) 1/13 o D) 3/52 Correct Answer: B) 4/52 5 5. In the frequency table for weather conditions, how many days were classified as "Sunny" where the outcome was "Yes"? o A) 2 o B) 3 o C) 5 o D) 4 Correct Answer: B) 3 8 6. What is the total number of days recorded in the weather dataset? o A) 10 o B) 14 o C) 15 o D) 12 Correct Answer: B) 14 8 7. According to Bayes' theorem, which of the following is NOT a component used to calculate P(B|A)? o A) P(A|B) o B) P(B) o C) P(A) o D) P(A|C) Correct Answer: D) P(A|C) 5 8. What is the likelihood probability of "Sunny" given "Yes"? o A) 0.3 o B) 0.5 o C) 0.71 o D) 0.35 Correct Answer: A) 0.3 9 9. In the context of the Naïve Bayes Classifier, what does the term "Likelihood" refer to? o A) Probability of the evidence given that the hypothesis is true o B) Probability of the hypothesis before observing the evidence o C) Probability of the evidence o D) Probability of the hypothesis after observing the evidence Correct Answer: A) Probability of the evidence given that the hypothesis is true 7 10. What is the marginal probability of "Sunny" in the weather dataset? o A) 0.35 o B) 0.29 o C) 0.71 o D) 0.5 Correct Answer: A) 0.35

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