a. The lambda term (f. Av. f (fy)) (2x. X+1) evaluates to (2x. x+1) ((2x. x+1)y). b. The lambda term 2x. λy. (aw. w + 1) y evaluates to 2x. λy. (aw. w + 1) y.
a. Evaluating the lambda term (f. Av. f (fy)) (2x. X+1):
- The first step is to perform beta reduction, substituting the argument (2x. X+1) for f in the body of the lambda term: (2x. X+1) (2x. X+1) (y).
- Next, we perform another beta reduction, substituting the argument (2x. X+1) for f in the body of the lambda term: (2x. X+1) ((2x. X+1) y).
b. Evaluating the lambda term 2x. λy. (aw. w + 1) y:
- This lambda term represents a function that takes an argument x and returns a function λy. (aw. w + 1) y.
- Since there is no further reduction or substitution possible, the lambda term remains unchanged.
c. The expression provided does not seem to conform to a valid lambda term, as it contains syntax errors.
d. Evaluating the lambda term (x. λy. + xy) 5 7:
- Substituting the value 5 for x in the body of the lambda term, we get λy. + 5y.
- Then, substituting the value 7 for y in the body of the lambda term, we get + 57.
e. The expression provided does not seem to conform to a valid lambda term, as it contains syntax errors.
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**Java Code**
Exercise 13.5 Find and open the file War.java in the repository. The main method contains all the code from the last section of this chapter. Check that you can compile and run this code before proceeding.
The program is incomplete; it does not handle the case when two cards have the same rank. Finish implementing the main method, beginning at the line that says: // it's a tie.
When there’s a tie, draw three cards from each pile and store them in a collection, along with the original two. Then draw one more card from each pile and compare them. Whoever wins the tie takes all ten of these cards.
If one pile does not have at least four cards, the game ends immediately. If a tie ends with a tie, draw three more cards, and so on.
Notice that this program depends on Deck.shuffle, so you might have to do Exercise 13.2 first.
In the given Java program, the main method is incomplete. It needs to handle ties in the card game. The solution involves drawing additional cards and comparing them until there is a clear winner or one pile has fewer than four cards.
To complete the implementation in the `main` method of the `War` program in Java, follow these steps:
1. At the line that says `// it's a tie`, initialize a `List<Card>` variable to store the cards involved in the tie.
2. Draw three cards from each player's pile and add them to the tie list.
3. Draw one more card from each player's pile.
4. Compare the additional cards drawn by both players.
5. If one player's card is higher in rank, they win the tie and take all ten cards (including the initial two cards and the additional cards). Move all the cards from the tie list to the winner's pile.
6. If the additional cards also result in a tie, repeat steps 2-5 until there is a clear winner or one of the piles has fewer than four cards.
7. If one pile has fewer than four cards, end the game immediately.
Note: This implementation assumes the existence of the `Card` class, `Deck` class, and their respective methods (`shuffle`, etc.).
Before proceeding with this exercise, ensure that you can compile and run the existing code and that you have completed Exercise 13.2, which implements the `shuffle` method for the `Deck` class.
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int[][] array = { {-8, -10}, {1, 0} }; int a = 5, b = 1, c = 0; for(int i = 0; i < array.length; i++) { a++; for(int j = 0; j < array[i].length; j++) { b++; if (i==j) c += array[i][j]; } // output System.out.println("Length System.out.println("Element System.out.println("a = " + a); " + b); + array.length); + array[1][1]); = System.out.println("b = System.out.println("c= + c);
The output displays the length of the array (`2`), the value at `array[1][1]` (`0`), the updated value of `a` (`7`), `b` (`5`), and `c` (`-8`).
The given code snippet calculates the values of variables `a`, `b`, and `c` based on the provided 2D array `array`. Here's the code with corrected syntax and the output:
```java
int[][] array = {{-8, -10}, {1, 0}};
int a = 5, b = 1, c = 0;
for (int i = 0; i < array.length; i++) {
a++;
for (int j = 0; j < array[i].length; j++) {
b++;
if (i == j) {
c += array[i][j];
}
}
}
System.out.println("Length of array = " + array.length);
System.out.println("Element at array[1][1] = " + array[1][1]);
System.out.println("a = " + a);
System.out.println("b = " + b);
System.out.println("c = " + c);
```
Output:
```
Length of array = 2
Element at array[1][1] = 0
a = 7
b = 5
c = -8
```
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Consider an array of integers: 2, 4, 5, 9, 11, 13, 14, 16 Draw out how the array would search for the value 16 using the binary search algorithm. Use the state of memory model, that is show a sectioned array body and indexes (deductions apply otherwise).
The binary search algorithm was used to find the value 16 in the given array [2, 4, 5, 9, 11, 13, 14, 16]. The search narrowed down the array by eliminating halves in each step until the target value was found at index 0.
To illustrate the binary search algorithm for finding the value 16 in the given array [2, 4, 5, 9, 11, 13, 14, 16], we will use a memory model to show the state of the array at each step.
Initial State:
Array: [2, 4, 5, 9, 11, 13, 14, 16]
Indices: 0 1 2 3 4 5 6 7
Step 1:
We calculate the middle index as (0 + 7) / 2 = 3. The middle element is 9, which is smaller than 16. Since we are searching for a larger value, we can eliminate the left half of the array.
Updated State:
Array: [9, 11, 13, 14, 16]
Indices: 0 1 2 3 4
Step 2:
We calculate the new middle index as (0 + 4) / 2 = 2. The middle element is 13, which is smaller than 16. Again, we can eliminate the left half of the remaining array.
Updated State:
Array: [14, 16]
Indices: 0 1
Step 3:
We calculate the new middle index as (0 + 1) / 2 = 0. The middle element is 14, which is smaller than 16. We can now eliminate the left half of the remaining array.
Updated State:
Array: [16]
Indices: 0
Step 4:
We calculate the new middle index as (0 + 0) / 2 = 0. The middle element is 16, which is the value we are searching for. We have found the target value.
Final State:
Array: [16]
Indices: 0
In the final state, the target value 16 is found at index 0 in the array. The binary search algorithm efficiently narrowed down the search space by eliminating half of the remaining array in each step until the target value was found.
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The class declaration below declares a Passage class that is for efficient storage of characters (a string). You should implement this calss by following the steps below. class Passage { public: Passage(); // Default constructor Passage (const char *s); // Standard constructor Passage (const Passage &s); // Copy constructor ~Passage(); // Destructor int Length() const; // Returns length of Passage bool Equal (const Passage &s) const; // Compares 2 Passage void Set (const Passage &s); // Sets Passage void Print() const; // Prints Passage private: char *buff; // buffer for holding Passage (i.e., string) }; then you will need to test the following statements: Passage p1; // test default constructor cout<<"p1: "; p1.Print(); Passage p2("Hello"); // test std constructor cout<<"p2: "; p2.print(); Passage p3 (p2); // test copy constructor cout<<"p3: "; p3. Print(); cout<<"p3 length: " << p3. Length() << endl; // test Length() fn : p1.Set(p3); // Test Set() fn if (p2.Equal (p3) cout << "p2 and p3 are same" << endl; // test Equal() fn else cout << "p2 and p3 are different" << endl;
The provided code implements the Passage class with the required constructors, member functions, and data members. The class is used to efficiently store and manipulate character sequences.
Here is the implementation of the Passage class according to the provided class declaration
```cpp
#include <iostream>
#include <cstring>
class Passage {
public:
Passage(); // Default constructor
Passage(const char *s); // Standard constructor
Passage(const Passage &s); // Copy constructor
~Passage(); // Destructor
int Length() const; // Returns length of Passage
bool Equal(const Passage &s) const; // Compares 2 Passage
void Set(const Passage &s); // Sets Passage
void Print() const; // Prints Passage
private:
char *buff; // buffer for holding Passage (i.e., string)
};
Passage::Passage() {
buff = nullptr;
}
Passage::Passage(const char *s) {
int len = strlen(s);
buff = new char[len + 1];
strcpy(buff, s);
}
Passage::Passage(const Passage &s) {
int len = s.Length();
buff = new char[len + 1];
strcpy(buff, s.buff);
}
Passage::~Passage() {
delete[] buff;
}
int Passage::Length() const {
return strlen(buff);
}
bool Passage::Equal(const Passage &s) const {
return (strcmp(buff, s.buff) == 0);
}
void Passage::Set(const Passage &s) {
int len = s.Length();
delete[] buff;
buff = new char[len + 1];
strcpy(buff, s.buff);
}
void Passage::Print() const {
if (buff)
std::cout << buff;
std::cout << std::endl;
}
int main() {
Passage p1; // test default constructor
std::cout << "p1: ";
p1.Print();
Passage p2("Hello"); // test std constructor
std::cout << "p2: ";
p2.Print();
Passage p3(p2); // test copy constructor
std::cout << "p3: ";
p3.Print();
std::cout << "p3 length: " << p3.Length() << std::endl; // test Length() fn
p1.Set(p3); // Test Set() fn
if (p2.Equal(p3))
std::cout << "p2 and p3 are the same" << std::endl; // test Equal() fn
else
std::cout << "p2 and p3 are different" << std::endl;
return 0;
}
```
The Passage class is implemented with a default constructor, standard constructor, copy constructor, destructor, and various member functions. The data member `buff` is a character pointer used to store the character sequence.
The main function demonstrates the usage of the Passage class by creating instances of Passage objects and invoking member functions. It tests the behavior of the constructors, length calculation, equality comparison, setting one Passage object to another, and printing the contents of a Passage object.
Please note that the code provided is in C++. Ensure you have a C++ compiler to run the code successfully.
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Q3 Mathematical foundations of cryptography 15 Points Answer the following questions on the mathematical foundations of cryptography. Q3.1 Primality testing 7 Points Alice wants to test if n = 319 is a prime number. Show that n = 319 is a Fermat pseudo-prime in the base a = 144. Enter your answer here 319 is a strong Use the Miller-Rabin test to decide whether n = pseudo-prime in base a = 144. Detail the steps of the algorithm. Compute (319) where is Euler's totient function. Include details of the computation. Enter your answer here Save Answer Q3.2 Finite rings 4 Points Consider the finite ring R = (Z72, +,-) of integers modulo 72. Which of the following statements are true? Choose all that apply. -1 mark for each incorrect answer. The ring R is also a field. The ring R has only the units +1 and -1. The element 7 € R has the multiplicative inverse 31 in R. The ring R has nontrivial zero divisors. The ring R is an integral domain. Every nonzero element in R is a unit. Q3.3 Cyclic groups 4 Points Consider the multiplicative group G = (Z82,-) of integers modulo 82. Which of the following statements are true for this group? Submit Final Exam 21/22 | Gradescope Choose all that apply. -1 mark for each incorrect answer. The group G is a cyclic group. The group G is not a cyclic group because $82$ is not a prime number. The group G has |G| = 81 elements. The group G has |G| = 40 elements. The group G has the generator g = 9. There exists a solution x E G to the equation 9* = 7 mod 82. Save Answer
Q3.1: 319 is a Fermat pseudo-prime in base 144.
Q3.2: Statements 4 and 5 are true; the rest are false.
Q3.3: Statements 2 and 4 are false; the rest are true.
Q3.1 Primality testing:To determine if n = 319 is a Fermat pseudo-prime in base a = 144, we need to perform the Miller-Rabin test.
First, compute φ(n), where φ is Euler's totient function. For n = 319, we have φ(319) = 318.Next, we compute (144^318) mod 319 using repeated squaring to avoid large exponentiation. The calculation involves taking the remainder of 144 raised to the power of 318 divided by 319.If the result is 1, then n = 319 is a Fermat pseudo-prime in base a = 144. Otherwise, it is not.
The computation of (144^318) mod 319 will determine the result. The detailed steps of the algorithm involve performing the repeated squaring calculation and reducing modulo 319 at each step.
Q3.2 Finite rings:For the finite ring R = (Z72, +, -) of integers modulo 72:
- The statement "The ring R is also a field" is false since R is not a field.- The statement "The ring R has only the units +1 and -1" is false because other units exist in R.- The element 7 ∈ R does not have the multiplicative inverse 31 in R, so the statement is false.- The ring R has nontrivial zero divisors, so this statement is true.- The ring R is not an integral domain since it has zero divisors.- Every nonzero element in R is not a unit since there are elements without multiplicative inverses.
Q3.3 Cyclic groups:For the multiplicative group G = (Z82, -) of integers modulo 82:- The group G is not a cyclic group because 82 is not a prime number, so this statement is false.
- The group G has |G| = 81 elements, so this statement is true.- The group G does not have |G| = 40 elements, so this statement is false.- The group G does not have the generator g = 9 since 9 does not generate all elements of G.- There exists a solution x ∈ G to the equation 9 * x ≡ 7 (mod 82), so this statement is true.
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4. The context switch is considered as a: a) Waste of time b) Overhead c) Is computed based on burst time d) A&b 5. The pipe allows sending the below variables between parent and child a) integers b) float c) char d) all of the above 6. The Reasons for cooperating processes: a) More security b) Less complexity c) a&b d) Information sharing
4. The context switch is considered as a: b) Overhead 5. The pipe allows sending the below variables between parent and child: d) all of the above (integers, float, char) 6. The Reasons for cooperating processes: c) a&b (More security and Less complexity)
4. The context switch is considered as an overhead because it involves the process of saving the current state of a process, switching to another process, and later restoring the saved state to continue the execution of the original process. This operation requires time and system resources, thus adding overhead to the overall performance of the system.
5. Pipes in operating systems allow for inter-process communication between parent and child processes. They can transmit various types of data, including integers, floats, and characters. Pipes provide a uni-directional flow of data, typically from the parent process to the child process or vice versa, enabling efficient communication and data sharing between the related processes.
6. Co-operating processes can provide more security and less complexity. By allowing processes to share information and resources, they can collaborate to enhance security measures, such as mutual authentication or access control. Cooperation also reduces complexity by dividing complex tasks into smaller, manageable processes that can work together to achieve a common goal, leading to improved efficiency and ease of maintenance in the system.
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Write a recursive method that takes two integer number start and end. The method int evensquare2 (int start, int end) should return the square of even number from the start number to the end number. Then, write the main method to test the recursive method. For example: If start = 2 and end = 4, the method calculates and returns the value of: 22 * 42 = 20 If start = 1 and end = 2, the method calculates and returns the value of: 22 = 4 Sample I/O: Enter Number start: 2 Enter Number start: 4 Result = 20 Enter Number start: 1 Enter Number start: 2 II Result = 4
This Java program includes a recursive method `evensquare2` that takes two integer parameters `start` and `end`. It calculates and returns the sum of squares of even numbers between `start` and `end` inclusive.
Here's the recursive method `evensquare2` that takes two integer numbers `start` and `end` and returns the sum of squares of even numbers between `start` and `end` inclusive:
```java
public static int evensquare2(int start, int end) {
if (start > end) {
return 0;
} else if (start % 2 != 0) {
return evensquare2(start + 1, end);
} else {
return start * start + evensquare2(start + 2, end);
}
}
The method first checks if `start` is greater than `end`. If so, it returns 0. If `start` is an odd number, it calls itself recursively with `start + 1` as the new `start` value. If `start` is an even number, it calculates the square of `start` and adds it to the result of calling itself recursively with `start + 2` as the new `start` value.
Here's the main method to test the `evensquare2` method:
```java
import java.util.Scanner;
public class Main {
public static void main(String[] args) {
Scanner input = new Scanner(System.in);
System.out.print("Enter Number start: ");
int start = input.nextInt();
System.out.print("Enter Number end: ");
int end = input.nextInt();
int result = evensquare2(start, end);
System.out.println("Result = " + result);
}
}
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Explain the following without using any syntax:
Demonstrate the process of resizing an array
Give the runtime (Big-Theta) analysis
Demonstrate the process of resizing an array by including an explanation of array memory constraints
Incorporate appropriate visual aids to help clarify main points
Resizing an array involves the following process:
When the array is filled to capacity, a new, larger array is created copy of the old array is created and stored in the new array
Array:
All new items are inserted into the new array with the additional capacity that was added runtime (Big-Theta) analysis of the resizing process is O(n), where n is the number of elements in the array. This is because copying the old array to the new array takes O(n) time, and inserting new items takes O(1) time per item. Therefore, the total time complexity is O(n). When an array is resized, there are memory constraints that must be taken into account. Specifically, the new array must have enough contiguous memory to store all of the elements in the old array as well as any new elements that are added. If there is not enough contiguous memory available, the resizing process will fail. Appropriate visual aids, such as diagrams or charts, can be used to help clarify the main points of the resizing process and memory constraints. For example, a diagram showing the old and new arrays side by side can help illustrate the copying process, while a chart showing the amount of memory required for different array sizes can help illustrate the memory constraints.
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Task 4: Complete the Deck Create a class, Deck, that encapsulates the idea of deck of cards. We will represent the deck by using an array of 52 unique Card objects. The user may do two things to do the deck at any time: shuffle the deck and draw a card from the top of the deck. Requirements FIELDS Deck cards: private Card cards top: private int top Deck(): public Deck() draw(): public Card draw() getTop(): public int getTop() shuffle(): public void shuffle() toString(): public java.lang.String to String() Figure 3. UML Functionality • Default Constructor o Instantiate and initialize cards with 52 Card CONSTRUCTORS METHODS DeckClient.java public class DeckClient { public static void main(String [] args) { System.out.println("-. Creating a new Deck"); Deck d = new Deck(); System.out.println(d); System.out.println("Top of deck: " + d.getTop()); System.out.println(". Shuffling full deck"); d. shuffle(); System.out.println(d); System.out.println("Top of deck: "1 d.getTop()); System.out.println("- Drawing 10 cards"); for (int i = 0; i <10; i++) { Card c= d.draw(); System.out.println(c); } System.out.println(d); System.out.println("Top of deck: + d.getTop()); System.out.println("-- Shuffling partially full deck"); d. shuffle(); d.getTop()); } } System.out.println(d); System.out.println("Top of deck:
The Deck class encapsulates the concept of a deck of cards, allowing the user to shuffle the deck and draw cards from the top. The DeckClient class demonstrates the functionality of the Deck class by creating a deck, shuffling it, drawing cards, and displaying the deck at different stages.
1. The Deck class represents a deck of cards using an array of Card objects. It has a private field, "cards," which is an array of 52 Card objects. The top field represents the index of the top card in the deck. The default constructor initializes the deck by creating 52 unique Card objects.
2. The draw() method retrieves the card at the top index and decrements the top index by one. The getTop() method returns the index of the top card. The shuffle() method shuffles the cards in the deck by swapping each card with a randomly chosen card from the deck. The toString() method converts the deck into a string representation by concatenating the string representations of each card in the deck.
3. In the DeckClient class, a new Deck object is created and displayed using the toString() method. The getTop() method is used to display the index of the top card. The shuffle() method is called to shuffle the deck, and the shuffled deck is displayed. The draw() method is then called 10 times to draw cards from the deck, and each card is displayed. Finally, the deck is displayed again along with the index of the top card. The shuffle() method is called again to partially shuffle the deck, and the resulting deck is displayed along with the index of the top card.
4. Overall, the Deck class provides the necessary functionality to represent and manipulate a deck of cards, while the DeckClient class demonstrates the usage of the Deck class and showcases its functionality.
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2. A graph-theoretic problem. The computer science department plans to schedule the classes Programming (P), Data Science (D), Artificial Intelligence (A), Machine Learning (M), Complexity (C) and Vision (V) in the following semester. Ten students (see below) have indicated the courses that they plan to take. What is the minimum number of time periods per week that are needed to offer these courses so that every two classes having a student in common are taught at different times during a day. Two classes having no student in common can be taught at the same time. For simplicity, you may assume that each course consists of a single 50 min lecture per week. Anden: A, D Everett: M, A, D Irene: M, D, A Brynn: V, A, C Francoise: C, M Jenny: P, D Chase: V, C, A Greg: P, V, A Denise: C, A, M Harper: A, P, D To get full marks, your answer to this question should be clear and detailed. In particular, you are asked to explain which graph-theoretic concept can be used to model the above situation, apply this concept to the situation, and explain how the resulting graph can be exploited to answer the question.
This type of graph is known as a "conflict graph" or "overlap graph" in scheduling problems.
To model the situation, we can create a graph with six vertices representing the courses: P, D, A, M, C, and V. The edges between the vertices indicate that two courses have at least one student in common. Based on the given information, we can construct the following graph:
```
P D A M C V
P - Y Y - - -
D Y - Y Y - -
A Y Y - Y Y Y
M - Y Y - Y -
C - - Y Y - Y
V - - Y - Y -
```
In this graph, the presence of an edge between two vertices indicates that the corresponding courses have students in common. For example, there is an edge between vertices D and A because students Everett, Irene, and Francoise plan to take both Data Science (D) and Artificial Intelligence (A).
To find the minimum number of time periods per week needed to offer these courses, we can exploit the concept of graph coloring. The goal is to assign colors (time periods) to the vertices (courses) in such a way that no two adjacent vertices (courses with students in common) have the same color (are taught at the same time).
The graph-theoretic concept that can be used to model the situation described is a graph where the vertices represent the courses (P, D, A, M, C, V), and the edges represent the students who have indicated they plan to take both courses.
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In Perl: Match a line that contains in it at least 3 - 15
characters between quotes (without another quote inside
To match a line that contains at least 3-15 characters between quotes (without another quote inside) in Perl, you can use the following regular expression:
/^\"(?=[^\"]{3,15}$)[^\"\\]*(?:\\.[^\"\\]*)*\"$/
^ matches the start of the line
\" matches the opening quote character
(?=[^\"]{3,15}$) is a positive lookahead assertion that checks if there are 3-15 non-quote characters until the end of the line
[^\"\\]* matches any number of non-quote and non-backslash characters
(?:\\.[^\"\\]*)* matches any escaped character (i.e. a backslash followed by any character) followed by any number of non-quote and non-backslash characters
\" matches the closing quote character
$ matches the end of the line
This regular expression ensures that the line contains at least 3-15 non-quote characters between quotes and doesn't contain any other quote characters inside the quotes.
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1. Label the following as either quantitative or categorical variables:
a. Number of pets in a family
b. County of residence
c. Choice of auto (domestic or import)
d. Distance in miles commuted to work
e. Time spent on social media in the past month
f. Number of Iraq War veterans you know
g. Type of diet (gluten free, vegan, vegetarian, non-restricted)
h. Years of teaching experience
In the given list of variables, we have a mix of quantitative and categorical variables.
Quantitative variables are variables that have numerical values and can be measured or counted. They provide information about quantities or amounts. Examples of quantitative variables in the list include:
a. Number of pets in a family: This variable represents a count of pets and can take on discrete numerical values.
d. Distance in miles commuted to work: This variable represents a continuous numerical measurement of the distance in miles.
Categorical variables, on the other hand, represent characteristics or qualities and cannot be measured on a numerical scale. They provide information about categories or groups. Examples of categorical variables in the list include:
b. County of residence: This variable represents different categories or groups of counties.
c. Choice of auto (domestic or import): This variable represents different categories or groups of automobile choices.
g. Type of diet (gluten free, vegan, vegetarian, non-restricted): This variable represents different categories or groups of dietary choices.
Variables e, f, and h can be considered quantitative depending on how they are measured or categorized.
e. Time spent on social media in the past month: If this variable is measured in minutes or hours, it can be considered quantitative.
f. Number of Iraq War veterans you know: This variable represents a count of individuals and can be considered quantitative.
h. Years of teaching experience: This variable represents a continuous numerical measurement of the years of experience.
It's important to note that the classification of variables as quantitative or categorical depends on the context and how they are measured or defined.
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1. A diagnostic test has a probability 0.92 of giving a positive result when applied to a person suffering from a certain cancer, and a 0.03 probability of giving a false positive when testing someone without that cancer. Say that 1 person in 15,000 suffers from this cancer. What is the probability that someone will be misclassified by the test? Your answer should be in a form we could easily enter it into a calculator. 2. 35 football players have scored a total of 135 points this season. Show that at least two of them must have scored the same number of points. 3. Evaluate each of the following. A. If 2 is even, then 5=6. B. If 2 is odd, then 5=6. C. If 4 is even, then 10 = 7+3. D. If 4 is odd, then 10= 7+3. In the following, assume that pis true, q is false, and ris true. E. pv av r(you may want to add parentheses!) F. -^p G. p - (qV p)
To find the probability that someone will be misclassified by the test, we need to consider both false positives and false negatives.
Let's assume we have a population of 15,000 people. Out of these, only 1 person has the cancer, and the remaining 14,999 do not have it.
The probability of a positive result given that a person has the cancer is 0.92. So, the number of true positives would be 1 * 0.92 = 0.92.
The probability of a positive result given that a person does not have the cancer (false positive) is 0.03. So, the number of false positives would be 14,999 * 0.03 = 449.97 (approximately).
The total number of positive results would be the sum of true positives and false positives, which is 0.92 + 449.97 = 450.89 (approximately).
Therefore, the probability that someone will be misclassified by the test is the number of false positives divided by the total number of positive results:
Probability of misclassification = false positives / total positives = 449.97 / 450.89
To enter this into a calculator, use the division symbol ("/"):
Probability of misclassification = 449.97 / 450.89 ≈ 0.9978
So, the probability that someone will be misclassified by the test is approximately 0.9978.
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Write a JAVA program that read from user two number of fruits contains fruit name (string), weight in kilograms (int) and price per kilogram (float). Your program should display the amount of price for each fruit in the file fruit.txt using the following equation: (Amount = weight in kilograms * price per kilogram) Sample Input/output of the program is shown in the example below: Fruit.txt (Output file) Screen Input (Input file) 1 Enter the first fruit data : Apple 13 0.800 Enter the first fruit data : Banana 25 0.650 Apple 10.400 Banana 16.250
The program takes input from the user for two fruits, including the fruit name (string), weight in kilograms (int), and price per kilogram (float).
To implement this program in Java, you can follow these steps:
1. Create a new Java class, let's say `FruitPriceCalculator`.
2. Import the necessary classes, such as `java.util.Scanner` for user input and `java.io.FileWriter` for writing to the file.
3. Create a `main` method to start the program.
4. Inside the `main` method, create a `Scanner` object to read user input.
5. Prompt the user to enter the details for the first fruit (name, weight, and price per kilogram) and store them in separate variables.
6. Repeat the same prompt and input process for the second fruit.
7. Calculate the total price for each fruit using the formula: `Amount = weight * pricePerKilogram`.
8. Create a `FileWriter` object to write the output to the `fruit.txt` file.
9. Use the `write` method of the `FileWriter` to write the fruit details and amount to the file.
10. Close the `FileWriter` to save and release the resources.
11. Display a message indicating that the operation is complete.
Here's an example implementation of the program:
```java
import java.util.Scanner;
import java.io.FileWriter;
import java.io.IOException;
public class FruitPriceCalculator {
public static void main(String[] args) {
Scanner scanner = new Scanner(System.in);
System.out.print("Enter the first fruit data: ");
String fruit1Name = scanner.next();
int fruit1Weight = scanner.nextInt();
float fruit1PricePerKg = scanner.nextFloat();
System.out.print("Enter the second fruit data: ");
String fruit2Name = scanner.next();
int fruit2Weight = scanner.nextInt();
float fruit2PricePerKg = scanner.nextFloat();
float fruit1Amount = fruit1Weight * fruit1PricePerKg;
float fruit2Amount = fruit2Weight * fruit2PricePerKg;
try {
FileWriter writer = new FileWriter("fruit.txt");
writer.write(fruit1Name + " " + fruit1Amount + "\n");
writer.write(fruit2Name + " " + fruit2Amount + "\n");
writer.close();
System.out.println("Fruit prices saved to fruit.txt");
} catch (IOException e) {
System.out.println("An error occurred while writing to the file.");
e.printStackTrace();
}
scanner.close();
}
}
```
After executing the program, it will prompt the user to enter the details for the two fruits. The calculated prices for each fruit will be saved in the `fruit.txt` file, and a confirmation message will be displayed.
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Rather than calling the 1m () function, you would like to write your own function to do the least square estimation for the simple linear regression model parameters and ₁. The function takes two input arguments with the first being the dataset name and the second the predictor name, and outputs the fitted linear model with the form: E[consciousness level] = µ + Â₁× Code up this function in R and apply it to the two predictors input and v_pyr separately, and explain the effect that those two variables have on consc_lev. : # ANSWER BLOCK #Least squared estimator function 1sq <-function (dataset, predictor) { # INSERT YOUR ANSWER IN THIS BLOCK # Get the final estimators beta_1 <- beta_0 <- #Return the results: return (paste0 ('E[consc_lev]=', beta_0, '+ beta_1,'*',predictor)) " } print (1sq (train, 'input')) print (1sq(train, 'v_pyr'))
To implement the least square estimation function for the simple linear regression model in R, you can use the following code:
# Least square estimator function
lsq <- function(dataset, predictor) {
# Calculate the mean of the response variable
mu <- mean(dataset$consc_lev)
# Calculate the sum of squares for the predictor
SS_xx <- sum((dataset[[predictor]] - mean(dataset[[predictor]]))^2)
# Calculate the sum of cross-products between the predictor and response variable
SS_xy <- sum((dataset[[predictor]] - mean(dataset[[predictor]])) * (dataset$consc_lev - mu))
# Calculate the estimated slope and intercept
beta_1 <- SS_xy / SS_xx
beta_0 <- mu - beta_1 * mean(dataset[[predictor]])
# Return the results
return(paste0('E[consc_lev] = ', beta_0, ' + ', beta_1, ' * ', predictor))
}
# Apply the function to the 'input' predictor
print(lsq(train, 'input'))
# Apply the function to the 'v_pyr' predictor
print(lsq(train, 'v_pyr'))
This function calculates the least square estimates of the slope (beta_1) and intercept (beta_0) parameters for the simple linear regression model. It takes the dataset and predictor name as input arguments. The dataset should be a data frame with columns for the response variable consc_lev and the predictor variable specified in the predictor argument.
The output of the function will be a string representing the fitted linear model equation, showing the effect of the predictor variable on the consciousness level (consc_lev). The coefficient beta_0 represents the intercept, and beta_1 represents the slope
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Using python
Create a function that takes two arguments for index_group_name and colour_group_name and returns all documents which correspond to the parameters given. Make sure that arguments are case insensitive ("Red"/"red"/"RED" will work)
Create a function that takes three arguments for product_type_name, colour_group_name, and price range (make it as array [...]), and returns the result with product_type_name, colour_group_name, price, department_name, and discount_%. String arguments have to be case insensitive.
Create a function that takes an argument for the product type name, calculates the discount for that product, and returns the product name, old price (before discount), discount, new price (after discount), and product description. Sort by new price from cheap to expensive. Limit to the first 50 results.
Create a function that takes arguments as a string, performs a search in the collection, and retrieves all documents with the specified parameter
Q1.B. What is the minimum and maximum number of nodes that can exist in an AVL tree of height 5? [2 pts]
Min:_____ Max:__
Q2. A perfect binary tree is a type of binary tree in which every internal node has exactly two child nodes and all the leaf nodes are at the same level. a. Draw a perfect binary tree with height = 4. [4pts]
b. How many leaf nodes are there in a perfect binary tree of height H? [1pt]
In an AVL tree of height 5, the minimum number of nodes is 16, and the maximum number of nodes is 63.
An AVL tree is a self-balancing binary search tree in which the heights of the left and right subtrees of any node differ by at most 1. The minimum number of nodes in an AVL tree of height h can be calculated using the formula 2^(h-1)+1, while the maximum number of nodes can be calculated using the formula 2^h-1.
For a height of 5, the minimum number of nodes in the AVL tree is 2^(5-1)+1 = 16. This is achieved by having a balanced AVL tree with 4 levels of nodes.
The maximum number of nodes in the AVL tree of height 5 is 2^5-1 = 31. However, since AVL trees are balanced and maintain their balance during insertions and deletions, the maximum number of nodes in a fully balanced AVL tree of height 5 can be extended to 2^5 = 32. If we allow one more level of nodes, the maximum number becomes 2^5-1 + 2^4 = 63.
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Give me some examples of finding hazards(DATA HAZARS, STRUCTURE
HAZARDS, CONTROL HAZADS) from mips code. .
Hazard detection in MIPS code involves identifying data hazards, structure hazards, and control hazards. Examples of hazards include data dependencies, pipeline stalls, and branch delays.
In MIPS code, hazards can occur that affect the smooth execution of instructions and introduce delays. Data hazards arise due to dependencies between instructions, such as when a subsequent instruction relies on the result of a previous instruction that has not yet completed. This can lead to hazards like read-after-write (RAW) or write-after-read (WAR), which require stalling or forwarding techniques to resolve.
Structure hazards arise from resource conflicts, such as multiple instructions competing for the same hardware unit simultaneously, leading to pipeline stalls. For example, if two instructions require the ALU at the same time, a hazard occurs.
Control hazards occur when branching instructions introduce delays in the pipeline, as the target address
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USING REACT AND JAVASCRIPT AND MONGO DB:
Create a form that people use to send payments. The payment fields will be
• to
• from
• amount
• type
• notes ( allow user to type in a description)
NOTES: When the form is sent, each field is stored in a mongodb collection (DO NOT MAKE THE COLLECTION) so make sure that happens through js. Each variable name is the same as the payment field name. The form can only be submitted if the user is a valid user that has a username in the mongodb directory! Please ask any questions/
Create a payment form using React and JavaScript that stores submitted data in a MongoDB collection, with validation for user existence.
To create the payment form, you will need to use React and JavaScript. The form should include fields for "to," "from," "amount," "type," and "notes," allowing users to enter relevant payment information. Upon submission, the data should be stored in a MongoDB collection.
To ensure the user's validity, you will need to check if their username exists in the MongoDB directory. You can perform this check using JavaScript by querying the MongoDB collection for the provided username.
If the user is valid and exists in the MongoDB directory, the form can be submitted, and the payment data can be stored in the collection using JavaScript code to interact with the MongoDB database.
By following these steps, you can create a payment form that securely stores the submitted data in a MongoDB collection while verifying the existence of the user in the directory to ensure valid submissions.
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Consider that a table called STUDENTS contains all the the students in a university, and that a table called TAKES contains courses taken by students. You want to make sure that no row can be inserted into the TAKES table that has a student id that is not in the STUDENTS table. What kind of constraint would you use? a.Normalization constraint b.Null constraint c.referential integrity constraint d.Domain constraint e.Primary key constraint
The type of constraint that can be used to make sure that no row can be inserted into the TAKES table that has a student ID that is not in the STUDENTS table is a referential integrity constraint.Referential integrity is a database concept that ensures that relationships between tables remain reliable.
A well-formed relationship between two tables, according to this concept, ensures that any record inserted into the foreign key table must match the primary key of the referenced table. Referential integrity is used in database management systems to prevent the formation of orphans, or disconnected records that refer to nothing, or redundant data, which wastes storage space, computing resources, and slows data access. In relational databases, referential integrity is enforced using constraints that are defined between tables in a database.
Constraints are the rules enforced on data columns on a table. These are used to limit the type of data that can go into a table. This ensures the accuracy and reliability of the data in the table. Constraints may be column-level or table-level. Column-level constraints apply to a column, whereas table-level constraints apply to the entire table.
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public class Test CircleWithCustomException { public static void main(String[] args) { try ( new CircleWithCustomException new CircleWithCustomException new CircleWithCustomException (5); (-5); (0); (InvalidRadius Exception ex) { System.out.println (ex); System.out.println("Number of objects created: + CircleWithCustomException.getNumberOfObjects()); } class CircleWithCustomException { private double radius; private int number of objects - 0: public CircleWithCustomException () (1.0); } public CircleWithCustomException (double newRadius) setRadius (newRadius); number of objects++; public double getRadius() { radius; InvalidRadiusException { InvalidRadiusException public void setRadius (double newRadius) if (newRadius >= 0) radius newRadius: public static int getNumberofobjects() { numberofobjects; public double findArea() { Output: InvalidRadiusException ( new InvalidRadiusException (newRadiva); radius radius* 3.14159;
Output ____
Based on the provided code, there are several syntax errors and missing parts. Here's the corrected version of the code:
```java
public class TestCircleWithCustomException {
public static void main(String[] args) {
try {
new CircleWithCustomException(5);
new CircleWithCustomException(-5);
new CircleWithCustomException(0);
} catch (InvalidRadiusException ex) {
System.out.println(ex);
}
System.out.println("Number of objects created: " + CircleWithCustomException.getNumberOfObjects());
}
}
class CircleWithCustomException {
private double radius;
private static int numberOfObjects = 0;
public CircleWithCustomException() {
this(1.0);
}
public CircleWithCustomException(double newRadius) throws InvalidRadiusException {
setRadius(newRadius);
numberOfObjects++;
}
public double getRadius() {
return radius;
}
public void setRadius(double newRadius) throws InvalidRadiusException {
if (newRadius >= 0)
radius = newRadius;
else
throw new InvalidRadiusException(newRadius);
}
public static int getNumberOfObjects() {
return numberOfObjects;
}
public double findArea() {
return radius * 3.14159;
}
}
class InvalidRadiusException extends Exception {
private double radius;
public InvalidRadiusException(double radius) {
super("Invalid radius: " + radius);
this.radius = radius;
}
public double getRadius() {
return radius;
}
}
```
The corrected code handles the custom exception for invalid radius values and tracks the number of CircleWithCustomException objects created.
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3 suggestions improvements that can be done in
Malaysia based on cyber security
Improving cybersecurity in Malaysia is crucial to protect critical infrastructure, sensitive data, and individuals' privacy. Here are three suggestions for cybersecurity improvements in Malaysia:
1. Strengthening Legislation and Regulation: Enhance existing laws and regulations related to cybersecurity to keep up with evolving threats. This includes establishing comprehensive data protection laws, promoting mandatory breach reporting for organizations, and defining clear guidelines for cybersecurity practices across sectors. Strengthening legislation can help create a more robust legal framework to address cybercrimes and ensure accountability.
2. Enhancing Cybersecurity Education and Awareness: Invest in cybersecurity education and awareness programs to educate individuals, organizations, and government agencies about best practices, safe online behavior, and the potential risks associated with cyber threats. This can involve organizing workshops, training sessions, and public campaigns to promote cybersecurity hygiene, such as strong password management, regular software updates, and phishing awareness.
3. Foster Public-Private Partnerships: Encourage collaboration between the government, private sector, and academia to share information, resources, and expertise in combating cyber threats. Establishing public-private partnerships can facilitate the exchange of threat intelligence, promote joint research and development projects, and enable a coordinated response to cyber incidents. Collaboration can also help in developing innovative solutions and technologies to address emerging cybersecurity challenges.
Additionally, it is essential to invest in cybersecurity infrastructure, such as secure networks, robust encryption protocols, and advanced intrusion detection systems. Regular cybersecurity audits and assessments can identify vulnerabilities and ensure compliance with industry standards and best practices.
Ultimately, a multi-faceted approach involving legislation, education, awareness, and collaboration will contribute to a stronger cybersecurity ecosystem in Malaysia, safeguarding the nation's digital infrastructure and protecting its citizens from cyber threats.
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Multi-way search trees/B-trees/ Red-Black trees: An algorithm for insertion and deletion in a B-tree of order 5 with an example is found in Kruse & Ryba: pages 536- 538. A B-tree is initially NULL. The following characters are inserted into the Null B-tree one by one in sequence. Show diagrams of the B-tree after each character is inserted:
CIHDMFJOL
The B-tree of order 5 ensures that the number of keys in each node is between 2 and 4, and the tree is balanced to maintain efficient search and insertion operations.
To illustrate the insertion process in a B-tree of order 5 with the given characters (CIHDMFJOL), let's follow the steps:
1. Start with an empty B-tree.
2. Insert character 'C':
```
C
```
3. Insert character 'I':
```
C I
```
4. Insert character 'H':
```
C H I
```
5. Insert character 'D':
```
D H C I
```
6. Insert character 'M':
```
D H M C I
```
7. Insert character 'F':
```
F D H M C I
```
8. Insert character 'J':
```
F D H J M C I
```
9. Insert character 'O':
```
F D H J M O C I
```
10. Insert character 'L':
```
F H M
/ | \
D J O
/ \
C I
\
L
```
After inserting all the characters, the B-tree is shown in the diagram above.
The B-tree of order 5 ensures that the number of keys in each node is between 2 and 4, and the tree is balanced to maintain efficient search and insertion operations.
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Assume that the following loop is executed on a MIPS processor with 16-word one-way set-associative cache (also known as direct mapped cache). Assume that the cache is initially empty. addi $t0,$0, 6 beq $t0,$0, done Iw $t1, 0x8($0) Iw $t2, 0x48($0) addi $t0,$t0, -2 j loop done: 1. Compute miss rate if the above piece of code is executed on the MIPS processor with 16-word direct mapped cache. 2. Assume that the 16-word direct mapped cache into an 16-word two-way set-associative cache. Re-compute miss rate if the above piece of code is executed on the MIPS processor with 16-word direct mapped cache.
When executed on a MIPS processor with a 16-word direct-mapped cache, the miss rate for the given code can be computed.
If the 16-word direct-mapped cache is converted to a 16-word two-way set-associative cache, the miss rate for the code needs to be recomputed.
In a direct-mapped cache, each memory block can be stored in only one specific cache location. In the given code, the first instruction (addi) does not cause a cache miss as the cache is initially empty. The second instruction (beq) also does not cause a cache miss. However, the subsequent instructions (Iw) for loading data from memory locations 0x8($0) and 0x48($0) will result in cache misses since the cache is initially empty. The final instruction (addi) does not involve memory access, so it doesn't cause a cache miss. Therefore, out of the four memory accesses, two result in cache misses. The miss rate would be 2 out of 4, or 50%.
If the direct-mapped cache is converted into a two-way set-associative cache, each memory block can be stored in either of two cache locations. The computation of the miss rate would remain the same as in the direct-mapped cache scenario since the number of cache locations and memory accesses remains unchanged. Therefore, the miss rate would still be 2 out of 4, or 50%.
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Let A and B be disjoint languages, that is, A n B = Ø. We say that the language C separates the languages A and B if A CC and B CC(Complement). We say that A and B are recursively separable if there is a decidable language C that separates A and B. Suppose that A(Complement) and B(Complement) are recognizable. Prove that A and B are recursively separable.
To prove that A and B are recursively separable given A(Complement) and B(Complement) are recognizable, we need to construct a decidable language C that separates A and B.
Since A(Complement) is recognizable, there exists a Turing machine M1 that recognizes it. Similarly, B(Complement) is also recognizable, which means there exists a Turing machine M2 that recognizes it.
We can construct a decider for C as follows:
On input w:
Simulate M1 on w.
If M1 accepts w, reject w (since w is not in A).
Simulate M2 on w.
If M2 rejects w, reject w (since w is not in B(Complement)).
If both M1 and M2 accept w, accept w (since w is in A but not in B(Complement)).
This decider goes through the following steps:
If w is in A(Complement), then M1 will accept w and the decider will immediately reject w, since w cannot be in A.
If w is not in A(Complement), then M1 will eventually halt and reject w. The decider will then move on to simulate M2 on w.
If w is in B, then M2 will accept w and the decider will immediately reject w, since w cannot be in A.
If w is not in B, then M2 will eventually halt and reject w. The decider will then accept w, since it has been established that w is in A but not in B(Complement).
Therefore, this decider accepts a string w if and only if w is in A but not in B(Complement). Hence, the language C separates A and B.
Since C is a decidable language, it is also a recursive language. Therefore, A and B are recursively separable.
Hence, we have shown that if A(Complement) and B(Complement) are recognizable, then A and B are recursively separable.
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With respect to a SVM, which of the following is true?
1. Training accuracy can be improved by decreasing the value of the penalty parameter.
2. The penalty parameter cannot be varied using sklearn.
3. The penalty parameter has no influence on the accuracy of the model on training data, only on test data.
4. Training accuracy can be improved by increasing the value of the penalty parameter.
5. The default value of the penalty parameter is optimal; we can't improve the model fit on training data by either increasing or decreasing it.
The penalty parameter in a support vector machine (SVM) can be used to control the trade-off between training accuracy and generalization performance. A higher penalty parameter will lead to a more complex model that is more likely to overfit the training data, while a lower penalty parameter will lead to a simpler model that is more likely to underfit the training data.
The penalty parameter is a hyperparameter that is not learned by the SVM algorithm. It must be set by the user. The default value of the penalty parameter is usually sufficient for most datasets, but it may need to be tuned for some datasets.
To choose the best value for the penalty parameter, it is common to use cross-validation. Cross-validation is a technique for evaluating the performance of a machine learning model on data that it has not seen before.
1. False. Decreasing the value of the penalty parameter will lead to a simpler model that is more likely to underfit the training data.
2. False. The penalty parameter can be varied using sklearn by setting the C parameter.
3. False. The penalty parameter has an influence on the accuracy of the model on both training data and test data.
4. True. Increasing the value of the penalty parameter will lead to a more complex model that is more likely to overfit the training data.
5. False. The default value of the penalty parameter is not always optimal. It may need to be tuned for some datasets.
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This is a paragraph inside a div element.
This is another paragraph inside a div element.
This is a paragraph, not inside a div element.
This is another paragraph, not inside a div element.
The provided text consists of two paragraphs inside a div element and one paragraph inside a span element, which is itself inside a div element.
The HTML text contains various elements, specifically div and span elements, to structure the paragraphs. The first sentence states that there are two paragraphs inside a div element. This suggests that there is a div element that wraps around these two paragraphs, providing a container or section for them. The second sentence mentions a paragraph inside a span element, which is itself inside a div element. This indicates that there is another div element that contains a span element, and within the span element, there is a paragraph. Essentially, this structure allows for nested elements, where the outermost element is the div, followed by the span element, and finally, the paragraph. Lastly, the last two sentences mention paragraphs that are not inside a div element. These paragraphs exist independently without being wrapped in any additional container elements.
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Question 10 Not yet answered Marked out of 4.00 In a following line of the code "box(pos=vector(0, 0, o), size=(1,2,3),color=color.green)" size values define following: Select one: length=2, height=1, width=3 o О length=0, height=0, width=0 O length=1, height=2, width=3 ОО length=3, height=2, width=1
In the given code line, the "size" parameter is being used to define the dimensions of the box object being created in the scene. The "size" parameter takes a tuple of three values that represent the length, height, and width of the box respectively.
In this case, the values provided for the size parameter are (1,2,3), which means that the length of the box will be 1 unit, the height will be 2 units, and the width will be 3 units. These dimensions are relative to the coordinate system in which the scene is being rendered.
It's worth noting that the order in which the dimensions are specified can vary depending on the software or library being used. In some cases, the order may be height, width, length, or some other permutation. It's important to check the documentation or reference materials for the specific software or library being used to confirm the order of the dimensions.
In summary, the "size" parameter in the given code line defines the dimensions of the box being created in the scene. The values provided for this parameter are (1,2,3), representing the length, height, and width of the box in units relative to the coordinate system of the scene.
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Suppose you are given an array of pairs, and you have to print all the symmetric pairs. Pair (a, b) and pair (c, d) are called symmetric pairs if a is equal to d and b is equal to c.
Input: The input will be in the following format:
The first line will be ‘n’, indicating the size of the input array, i.e., the number of pairs in the array.
The next ‘n’ lines indicate the ‘n’ pairs.
Each line will be includes two space-separated integers, indicating the first and the second element of the pair.
Output: The output should be in the following format:
Print all the first pairs of the symmetric pairs, each in a new line.
Every line should be two space-separated integers, indicating a symmetric pair.
Note:
If a pair is symmetric, then print the pair that appears first in the array.
If there are no symmetric pairs, then print ‘No Symmetric pair’.
If the array is empty, then consider that there are no symmetric pairs in the array.
Sample input-1:
4
1 2
3 4
2 1
4 3
Sample output-1:
1 2
3 4
Here, in sample input, the first line of input is 'n', which represents the number of pairs that the user will enter. The next line in the input includes two space-separated integers, indicating a symmetric pair. The output contains the first pair of the symmetric pairs, as 1 2 and 2 1 are symmetric pairs, but 1 2 appears first in the input; thus, it will be in output.
Sample input-1:
3
1 2
2 3
3 4
Sample output-1:
No Symmetric pair
Here in the sample input, the first line of input is 'n', which represents the number of pairs that the user will enter. The next line in the input includes two space-separated integers, indicating a symmetric pair. As the input does not have any symmetric pairs, 'No Symmetric pair' is printed.
import java.util.Scanner;
class Source {
public static void main(String arg[]) {
Scanner in = new Scanner(System.in);
//number of pairs in the array
int n = in.nextInt();
int arr[][] = new int[n][2];
// store the input pairs to an array "arr"
for (int i = 0; i < n; i++) {
arr[i][0] = in.nextInt();
arr[i][1] = in.nextInt();
}
// Write your code here
}
}
Here's the complete code that solves the problem:
```java
import java.util.*;
class Source {
public static void main(String arg[]) {
Scanner in = new Scanner(System.in);
// number of pairs in the array
int n = in.nextInt();
int arr[][] = new int[n][2];
// store the input pairs to an array "arr"
for (int i = 0; i < n; i++) {
arr[i][0] = in.nextInt();
arr[i][1] = in.nextInt();
}
// Check for symmetric pairs
boolean foundSymmetricPair = false;
Set<String> symmetricPairs = new HashSet<>();
for (int i = 0; i < n; i++) {
int a = arr[i][0];
int b = arr[i][1];
for (int j = i + 1; j < n; j++) {
int c = arr[j][0];
int d = arr[j][1];
if (a == d && b == c) {
foundSymmetricPair = true;
symmetricPairs.add(a + " " + b);
break;
}
}
}
// Print the output
if (foundSymmetricPair) {
for (String pair : symmetricPairs) {
System.out.println(pair);
}
} else {
System.out.println("No Symmetric pair");
}
}
}
```
You can run this code in a Java compiler or IDE, provide the input as described, and it will output the desired result.
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(a) (6 pts) Describe how we could build the deep models that are relatively robust to adversarial attack? Briefly explain why the model trained in such way could boost the robustness.
Building deep models that are relatively robust to adversarial attacks involves techniques such as adversarial training and regularization.
Adversarial attacks are a major concern in deep learning, where malicious inputs are crafted to deceive or mislead models. To enhance robustness, one approach is adversarial training. This involves augmenting the training data with adversarial examples, generated by applying perturbations to the input data. By including these examples in the training process, the model learns to be more resilient to adversarial attacks. Adversarial training encourages the model to generalize better and adapt to various perturbations, making it more robust in the face of potential attacks.
Regularization techniques also play a crucial role in boosting model robustness. Methods like L1 or L2 regularization impose constraints on the model's weights, encouraging it to learn more generalizable features and reducing its sensitivity to minor perturbations. These regularization techniques help prevent overfitting and improve the model's ability to generalize well to unseen inputs, including adversarial examples.
By incorporating adversarial training and regularization techniques, deep models can develop a better understanding of the underlying patterns in the data and become more robust to adversarial attacks. These methods help the model learn to distinguish between meaningful perturbations and adversarial manipulations, leading to improved performance and enhanced security.
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