Java 8 Features and Multithreading
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Questions and Answers

What is the primary purpose of the Optional class in Java 8?

  • To avoid null pointer exceptions (correct)
  • To facilitate functional programming
  • To provide a concise way to represent single-method interfaces
  • To synchronize thread access to shared resources

What is the syntax for a lambda expression in Java 8?

  • (parameters) -> {code} (correct)
  • {code} (parameters) ->
  • {code} (parameters) =>
  • (parameters) => {code}

What is the purpose of the default method in Java 8 interfaces?

  • To facilitate functional programming
  • To provide a concise way to represent single-method interfaces
  • To synchronize thread access to shared resources
  • To add new methods to interfaces without breaking existing implementations (correct)

What is the primary purpose of thread synchronization in Java?

<p>To coordinate access to shared resources (A)</p> Signup and view all the answers

What is a deadlock in multithreading?

<p>A situation where two or more threads are blocked indefinitely (B)</p> Signup and view all the answers

What is the purpose of the Runnable interface in Java?

<p>To create and execute threads (C)</p> Signup and view all the answers

What is the default behavior of the decision tree algorithm in Weka?

<p>It prunes the tree to improve generalization (B)</p> Signup and view all the answers

What is the purpose of the minNum parameter in the decision tree algorithm?

<p>To define the minimum number of instances in a leaf node (D)</p> Signup and view all the answers

What is the name of the decision tree algorithm in Weka that is an advanced version of the REPTree?

<p>J48 (A)</p> Signup and view all the answers

What does setting the noPruning parameter to True do?

<p>It turns off pruning (B)</p> Signup and view all the answers

What type of problem can the k-nearest neighbors algorithm be used for?

<p>Both classification and regression (A)</p> Signup and view all the answers

How can you visualize a decision tree in Weka?

<p>By right-clicking on the 'Result list' and clicking 'Visualize Tree' (C)</p> Signup and view all the answers

What is the primary purpose of the 5 classification algorithms discussed in the context of Weka?

<p>To provide a starting point for solving a classification problem (B)</p> Signup and view all the answers

What is the characteristic of the input variables in the Ionosphere dataset?

<p>They are all numeric variables with the same scale (B)</p> Signup and view all the answers

What is the task in the Ionosphere binary classification problem?

<p>To predict whether or not there is structure in the ionosphere (B)</p> Signup and view all the answers

What is the next step after loading the Ionosphere dataset in the Weka Explorer?

<p>Click the “Classify” button to open the Classify tab (D)</p> Signup and view all the answers

What is the reported accuracy of top results in the Ionosphere classification problem?

<p>Around 98% accuracy (A)</p> Signup and view all the answers

What is the purpose of the Weka Explorer interface?

<p>To explore and test machine learning algorithms (B)</p> Signup and view all the answers

What is the default search algorithm used in the k-Nearest Neighbors Algorithm?

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

What is the purpose of normalizing input data in Support Vector Machines?

<p>To convert nominal values to numerical values (D)</p> Signup and view all the answers

What is the default distance function used in the k-Nearest Neighbors Algorithm?

<p>Euclidean distance (D)</p> Signup and view all the answers

What is the purpose of trying different k values and distance measures in the k-Nearest Neighbors Algorithm?

<p>To find the optimal combination for a specific problem (D)</p> Signup and view all the answers

What type of classification problems were Support Vector Machines originally developed for?

<p>Binary classification problems (D)</p> Signup and view all the answers

What is the accuracy of the k-Nearest Neighbors Algorithm with the default configuration on the Ionosphere dataset?

<p>86% (C)</p> Signup and view all the answers

Study Notes

Java 8 Features

Lambda Expressions

  • A concise way to represent a single-method interface
  • Allows for functional programming
  • Syntax: (parameters) -> {code}

Functional Interfaces

  • An interface with a single abstract method (SAM)
  • Can be used with lambda expressions
  • Examples: Runnable, Callable

Method References

  • A shorthand for lambda expressions
  • Syntax: Classname::methodName
  • Can be used to refer to existing methods or constructors

Default Methods

  • Allows adding new methods to interfaces without breaking existing implementations
  • Can be used to provide default implementations for interface methods
  • Syntax: default return-type methodName(parameters) {code}

Optional Class

  • A container for a value that may or may not be present
  • Can be used to avoid null pointer exceptions
  • Methods: isPresent(), get(), orElse()

Multithreading

Thread Creation

  • Can be created using Thread class or Runnable interface
  • Thread class provides a start() method to start the thread
  • Runnable interface provides a run() method to be executed by the thread

Thread Synchronization

  • Used to coordinate access to shared resources
  • Methods: synchronized block, wait(), notify(), notifyAll()

Thread Safety

  • Ensuring that multiple threads can access shared resources without causing errors
  • Techniques: atomic operations, locks, immutable objects

Deadlock

  • A situation where two or more threads are blocked indefinitely
  • Caused by circular dependencies between threads
  • Can be avoided by using deadlock-avoidance algorithms or careful design

Thread States

  • Newborn: thread is created but not started
  • Runnable: thread is running or ready to run
  • Running: thread is currently executing
  • Waiting: thread is waiting for some event to occur
  • Sleeping: thread is sleeping for a specified amount of time
  • Blocked: thread is blocked due to I/O or synchronization
  • Dead: thread has finished execution

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Test your knowledge of Java 8 features such as lambda expressions, functional interfaces, and method references, as well as multithreading concepts like thread creation, synchronization, and deadlock avoidance.

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