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    SOLVED CS607 Quiz #2 Solution and Discussion

    CS607 - Artificial Intelligence
    cs607 quiz2 solution discussion spring 2019
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    • zaasmi
      zaasmi Cyberian's Gold last edited by zareen

      Please share your current Quiz and Solution to help the students…

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      • zaasmi
        zaasmi Cyberian's Gold last edited by

        Hypothesis space uses the ________________ of the attributes. CS607

        conjunctions (AND) (Page No 168)

        91bd86e3-fba3-4132-885c-4bb3c224f37f-image.png

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        • zaasmi
          zaasmi Cyberian's Gold last edited by

          Which one is NOT the phase of machine learning: CS607

          a7dbc9d9-1f53-4ac9-bcbe-cb883f7b1b3c-image.png

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          • zaasmi
            zaasmi Cyberian's Gold last edited by

            In theoretical computer science there are two main branches of problems: CS607

            • Tractable
            • Intractable
            Page (165)
            0d006721-074d-4c82-a74c-158579a314a3-image.png

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            • zaasmi
              zaasmi Cyberian's Gold last edited by

              The Entropy is 1 when the collection contains number of positive examples _______ to/than negative examples. CS607
              Equal (Page 177)

              6f0a4a18-deea-4521-af71-5f23e697cba9-image.png

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              • zaasmi
                zaasmi Cyberian's Gold last edited by

                The first step of FIND-S is to initialize h to the most specific hypothesis in __________: h = < Ø , Ø > CS607

                H (Page 172)

                56068d58-c7bf-4e43-8b57-929b4a0328a4-image.png

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                • zaasmi
                  zaasmi Cyberian's Gold last edited by

                  Decision trees give us disjunctions of conjunctions, that is, they have the form:(A AND B) _______ (C AND D). CS607

                  OR (Page 176)

                  89cd8e9d-2603-4ae9-8293-65622c498633-image.png

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                  • zaasmi
                    zaasmi Cyberian's Gold last edited by

                    ________ stands for interactive dichotomizer CS607
                    ID (Page No. 177)

                    476b9779-e6b0-46fd-9227-259ce6468eab-image.png

                    Discussion is right way to get Solution of the every assignment, Quiz and GDB.
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                    • zaasmi
                      zaasmi Cyberian's Gold last edited by

                      Interactive Dichotomizer uses a special function ________, to evaluate the gain information of each attribute. CS607
                      Page 177

                      cad37080-6f90-4393-b199-6d6cda5aa1a2-image.png

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                      • zaasmi
                        zaasmi Cyberian's Gold last edited by

                        _____________ learning works on existing facts and knowledge and deduces new knowledge from the old. CS607

                        Deductive (Page 162)
                        9026ed53-e3b6-40cb-8e11-ee5ec18ae7cc-image.png

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                        • zaasmi
                          zaasmi Cyberian's Gold last edited by

                          Machine learning typically follows ___________ phases according to Finlay. CS607

                          Three (Page 160)
                          b9e3c417-49de-4df6-9d32-db315dc9fea0-image.png

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                          • cyberian
                            cyberian Cyberian's last edited by

                            Question # 1 of 10 ( Start time: 08:34:53 PM ) Total Marks: 1

                            The Entropy is 1 when the collection contains number of positive examples _______ to/than negative examples.

                            Select correct option:

                            Equal

                            Greater

                            Less

                            None of the given

                            Question # 2 of 10 ( Start time: 08:35:22 PM ) Total Marks: 1

                            Measure of the effectiveness of an attribute in classifying the training data is called.

                            Select correct option:

                            Information Gain

                            Measure Gain

                            Information Goal

                            None of the given

                            Question # 3 of 10 ( Start time: 08:36:15 PM ) Total Marks: 1

                            A drawback of FIND-S is that, it assumes the consistency within the training set.

                            Select correct option:

                            True

                            False

                            Question # 4 of 10 ( Start time: 08:37:03 PM ) Total Marks: 1

                            The brain is a collection of about 100 ________ interconnected neurons.

                            Select correct option:

                            Million

                            Billion

                            Trillion

                            None of the given

                            Question # 5 of 10 ( Start time: 08:37:52 PM ) Total Marks: 1

                            Hypothesis space uses the ________________ of the attributes.

                            Select correct option:

                            Conjunctions (AND)

                            Disjunctions (OR)

                            Negation (NOR)

                            None of the given

                            Question # 6 of 10 ( Start time: 08:38:44 PM ) Total Marks: 1

                            Aggregation only occurs once for each output variable, just after the fifth and final step, defuzzification.

                            Select correct option:

                            True

                            False

                            Question # 7 of 10 ( Start time: 08:39:48 PM ) Total Marks: 1

                            A concept is the representation of the __________ with respect to the given attributes.

                            Select correct option:

                            Solution

                            Problem

                            Knowledge

                            None of the given

                            Question # 8 of 10 ( Start time: 08:40:32 PM ) Total Marks: 1

                            __________ is the process by which the fuzzy sets that represent the outputs of each rule are combined into a single fuzzy set.

                            Select correct option:

                            Aggregation

                            Fuzzification

                            Implication

                            None of the given

                            Question # 9 of 10 ( Start time: 08:41:22 PM ) Total Marks: 1

                            The first step of FIND-S is to initialize h to the most specific hypothesis in __________: h = < Ø , Ø >

                            Select correct option:

                            H

                            I

                            J

                            K

                            Question # 10 of 10 ( Start time: 08:42:19 PM ) Total Marks: 1

                            A single Perceptron simply draws a line, which is a hyper plane when the data is _____ than 2 dimensional.

                            Select correct option:

                            More

                            Less

                            Equal

                            None of the given

                            Quiz-2

                            Question # 1 of 10 ( Start time: 08:44:17 PM ) Total Marks: 1

                            Complex problems usually have well-defined steps

                            Select correct option:

                            True

                            False

                            Question # 2 of 10 ( Start time: 08:45:47 PM ) Total Marks: 1

                            __________ is the process by which the fuzzy sets that represent the outputs of each rule are combined into a single fuzzy set.

                            Select correct option:

                            Aggregation

                            Fuzzification

                            Implication

                            None of the given

                            Question # 3 of 10 ( Start time: 08:46:05 PM ) Total Marks: 1

                            The first step of FIND-S is to initialize h to the most specific hypothesis in __________: h = < Ø , Ø >

                            Select correct option:

                            H

                            I

                            J

                            K

                            Question # 4 of 10 ( Start time: 08:46:19 PM ) Total Marks: 1

                            Choose the fields in which Fuzzy inference systems have been successfully applied:

                            Select correct option:

                            automatic control

                            data classification

                            decision analysis

                            All of the given

                            Question # 5 of 10 ( Start time: 08:47:13 PM ) Total Marks: 1

                            A concept is the representation of the __________ with respect to the given attributes.

                            Select correct option:

                            Solution

                            Problem

                            Knowledge

                            None of the given

                            Question # 6 of 10 ( Start time: 08:47:30 PM ) Total Marks: 1

                            _________ is the process of formulating the mapping from a given input to an output using Fuzzy logic.

                            Select correct option:

                            FIZ

                            FIS

                            FOS

                            None of the given

                            Question # 7 of 10 ( Start time: 08:48:11 PM ) Total Marks: 1

                            The input of the aggregation process is the list of truncated output functions returned by the _________ process for each rule.

                            Select correct option:

                            Truncation

                            Implication

                            Aggregation

                            None of the given

                            Question # 8 of 10 ( Start time: 08:49:09 PM ) Total Marks: 1

                            In Fuzzy Inputs we resolve all fuzzy statements in the antecedent to a degree of membership between 0 and _____

                            Select correct option:

                            1

                            2

                            3

                            4

                            Question # 9 of 10 ( Start time: 08:49:37 PM ) Total Marks: 1

                            Fuzzy inference systems (FIS) are NOT associated with a number of names.

                            Select correct option:

                            True

                            False

                            Question # 10 of 10 ( Start time: 08:50:16 PM ) Total Marks: 1

                            Inductive learning takes examples and generalizes rather than starting with __________ knowledge.

                            Select correct option:

                            Existing

                            Inductive

                            Deductive

                            None of the given

                            Quiz-3

                            1-Artificial Neural Networks is a new learning paradigm which takes its roots from _________ inspired approach to learning.

                            Biology

                            2- In Candidate-Elimination algorithm version space is represented by two sets named:

                            G and S

                            3-Interactive Dichotomizer uses a special function ________, to evaluate the gain information of each attribute.

                            GAIN

                            4- The Entropy is 1 when the collection contains number of positive examples _______ to/than negative examples.

                            Equal

                            5-The first step of FIND-S is to initialize h to the most specific hypothesis in __________: h = < Ø , Ø >

                            H

                            6- Entropy characterizes the purity/impurity of an arbitrary collection of examples.

                            True

                            7- ________ stands for interactive dichotomizer.

                            ID

                            8- If the true output of a concept [c(xi)] is 1 or 0 for an instance, then the output by our hypothesis [h(xi)] is 1 or 0 as well, respectively.

                            True

                            9-Aggregation only occurs once for each output variable, just after the fifth and final step, defuzzification.

                            False

                            10- __________ is the process by which the fuzzy sets that represent the outputs of each rule are combined into a single fuzzy set.

                            Aggregation

                            Quiz-4

                            1- Fuzzy inference systems are not associated with number of names:

                            a. True
                            b. False

                            2- A single layer perceptron can not perform pattern classification on linearly separable patterns

                            a. True
                            b. False

                            3- Hypothesis space uses the ___________________of the attributes

                            Conjunction(AND)
                            Disjunction(OR)
                            Negation(NOR)
                            None of given

                            4- Machine learning is prerequisite for any mature program of artificial intelligence

                            a. True
                            b. False

                            5- ____is process of formulation the mapping from given input to output using fuzzy logic

                            FIZ
                            FIS
                            FOS
                            None of given

                            6- Many machine learning systems are classifiers

                            True
                            False

                            7- The brain is collection of about 100 ____ interconnected neurons

                            Million
                            Billion
                            Trillion
                            None of given

                            Quiz -5

                            Question # 2 of 10 ( Start time: 05:56:51 PM ) Total Marks: 1

                            In Fuzzy Inputs we resolve all fuzzy statements in the antecedent to a degree of membership between 0 and _____

                            Select correct option:

                            a. 1
                            b. 2
                            c. 0
                            d. None

                            Question # 3 of 10 ( Start time: 05:58:07 PM ) Total Marks: 1

                            The tractable problems are further divided into structured and ________ problems

                            Select correct option:

                            a. Complex

                            Question # 4 of 10 ( Start time: 05:59:02 PM ) Total Marks: 1

                            The role of tester is often called the critic

                            Select correct option:

                            b. True

                            Question # 5 of 10 ( Start time: 06:00:07 PM ) Total Marks: 1

                            Which one is NOT the phase of machine learning:

                            Select correct option:

                            c. validation
                            d. training
                            e. application
                            f. none of given

                            Question # 6 of 10 ( Start time: 06:01:05 PM ) Total Marks: 1

                            The Candidate-Elimination algorithm represents the ____________

                            Select correct option:

                            a. version space

                            Question # 7 of 10 ( Start time: 06:02:36 PM ) Total Marks: 1

                            Mamdani’s method was among the first _____________ built using fuzzy set theory.

                            Select correct option:

                            b. control systems

                            Question # 10 of 10 ( Start time: 06:03:42 PM ) Total Marks: 1

                            _____________ learning works on existing facts and knowledge and deduces new knowledge from the old.

                            Select correct option:

                            c. deductive

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                            • M
                              moaaz Cyberian's Gold last edited by

                              1. If the true output of a concept [c(xi)] is 1 or 0 for an instance, then the output by our hypothesis [h(xi)] is 1 or 0 as well, respectively.
                                A. True
                                B. False

                              2. Decision trees give us dis-junctions of conjunctions, that is, they have the form: (A AND B) _______ (C AND D).
                                A. OR
                                B. AND
                                C. XOR
                                D. None of the given

                              3. Hypothesis space uses the ________________ of the attributes.
                                A. Conjunctions (AND)
                                B. Disjunctions (OR)
                                C. Negation (NOR)
                                D. None of the given

                              4. Measure of the effectiveness of an attribute in classifying the training data is called.
                                A. Information Gain
                                B. Measure Gain
                                C. Information Goal
                                D. None of the given

                              5. Which one is NOT the advantage of Neural Network
                                A. Excellent for pattern recognition
                                B. Excellent classifiers
                                C. Handles noisy data well
                                D. None of the given

                              6. The first step of FIND-S is to initialize h to the most specific hypothesis in __________: h = < Ø , Ø >
                                A. H
                                B. I
                                C. J
                                D. K

                              7. A drawback of FIND-S is that, it assumes the consistency within the training set.
                                A. True
                                B. False

                              8. In all calculations involving Entropy we define _________ to be ______
                                A. 0 log 0, 0
                                B. 0 log 10, 1
                                C. 0 log 0, 1
                                D. 1 log 1, 1

                              9. The soma and the enclosed nucleus in neuron play a significant role in the processing of incoming and outgoing data.
                                A. True
                                B. False

                              10. A concept is the representation of the __________ with respect to the given attributes.
                                A. Solution
                                B. Problem
                                C. Knowledge
                                D. None of the given

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                              • M
                                moaaz Cyberian's Gold last edited by

                                Inductive learning takes examples and generalizes rather than starting with __________ knowledge.

                                Existing
                                Inductive
                                Deductive
                                None of the given

                                9dde9e93-60aa-40e5-9437-9726c52a8178-image.png

                                Discussion is right way to get Solution of the every assignment, Quiz and GDB.
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                                • M
                                  moaaz Cyberian's Gold last edited by

                                  In theoretical computer science there are two main branches of problems:

                                  Select correct option:
                                  Tractable and Intractable
                                  Intractable and Induction
                                  Tractable and Induction
                                  None of the given

                                  9a41b8cd-c0a4-4fc0-9f7d-5cb8d92ef956-image.png

                                  Discussion is right way to get Solution of the every assignment, Quiz and GDB.
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                                  • M
                                    moaaz Cyberian's Gold last edited by

                                    Which one is NOT the phase of machine learning:

                                    Select correct option:

                                    a. Validation
                                    b. Training
                                    c. Application
                                    d. none of given

                                    0f2572e8-d665-4070-9d51-789d83dd1ae0-image.png

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