Discuss two (2) methods for combining multiple anomaly detection methods to improve the identification of anomalous objects. You must consider both supervised and unsupervised cases in your discussion.

Answers

Answer 1

Answer:

Supervised anomaly detection is a process in data mining that uses a historic dataset of dependent variables and labeled independent variables to detect outliers or anomalies in the data been mined.

Unsupervised anomaly detection method uses unsupervised algorithms of unlabeled clusters to label and predicts and rule-out outliers or anomalies.

Explanation:

Anomaly detection is a method of identifying data or observations with high deviation or spread from other grouped data. Supervised and unsupervised machine learning algorithms are used to predict and detect abnormal datasets or outliers during data mining.

The supervised anomaly detection algorithm trains the model with a dataset, for the algorithm to derive a function it could use to predict outlier or anomalies. The unsupervised detection algorithm is able to cluster and label normal and abnormal data in the dataset, using this function to detect anomalies in future datasets.


Related Questions

Match the examples on the left with the categories on the right

Answers

I think the answer is 3,1,2

. What is a one-dimensional basic component in art and geometry

Answers

Answer:

a straight line

Explanation:

Anything one dimensional can only be a line

Overflow and roundoff errors result from real-world limitations in representing . . . (10 points)
A. number systems
B. fractions
C. place values

Answers

Answer:

C. place values

Explanation:

Place value can be defined as the numerical value representing a digit owing to its position in a number. Some examples of the various place values used in representing each digit are tenths, hundredths, thousandths, unit, tens, hundreds, thousands etc.

For example, in the number 316.2;

The place value of 3 is hundreds. The place value of 1 is tens. The place value of 6 is units. The place value of 2 is tenths.

In the real-world, their instances where there are limitations in counting and representing real numbers that are infinite (too small or too large). In order to overcome these limitations or barriers, we use place values.

An overflow error arises when a real number cannot be represented because it is too large and exceeds the upper limits of a range chosen.

Also, a roundoff error can be defined as the difference between the output generated from an algorithm using an exact or actual numbers and the output generated using rounded or finite-precision numbers.

Hence, overflow and roundoff errors result from real-world limitations in representing place values.

To solve the difficulty of scaling memory organization, memories are physically organized into a ____-dimensional organization.
A) one
B) two
C) three
D) multi

Answers

The answer is D) multi

Write a simple JavaScript function named makeFullName with two parameters named givenName and familyName. The function should return a string that contains the family name, a comma, and the given name. For example, if the function were called like this: var fn = makeFullName("Theodore", "Roosevelt");

Answers

Answer:

Explanation:

Ji

A JavaScript function exists as a block of code created to accomplish a certain task.

What is a JavaScript function?

In JavaScript, functions can also be described as expressions. A JavaScript function exists as a block of code created to accomplish a certain task.

Full Name with two parameters named given Name and family Name

#Program starts here

#Prompt User for Input "given Name and family Name "

given Name = input("Enter Your given Name: ")

family Name = input("Enter Your family Name: ")

#Define Function

def last F(given Name, Family Name):

  given Name = given Name[0]+"."

  print(Last Name+", "+Family Name);

last F(given Name, Family Name) #Call Function

#End of Program

To learn more about JavaScript function

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write c++ program to find maximum number for three variables using statement ?​

Answers

Answer:

#include<iostream>

using namespace std;

int main(){

int n1, n2, n3;

cout<<"Enter any three numbers: ";

cin>>n1>>n2>>n3;

if(n1>=n2 && n1>=n3){

cout<<n1<<" is the maximum";}

else if(n2>=n1 && n2>=n3){

cout<<n2<<" is the maximum";}

else{

cout<<n3<<" is the maximum";}

return 0;

}

Explanation:

The program is written in C++ and to write this program, I assumed the three variables are integers. You can change from integer to double or float, if you wish.

This line declares n1, n2 and n3 as integers

int n1, n2, n3;

This line prompts user for three numbers

cout<<"Enter any three numbers: ";

This line gets user input for the three numbers

cin>>n1>>n2>>n3;

This if condition checks if n1 is the maximum and prints n1 as the maximum, if true

if(n1>=n2 && n1>=n3){

cout<<n1<<" is the maximum";}

This else if condition checks if n2 is the maximum and prints n2 as the maximum, if true

else if(n2>=n1 && n2>=n3){

cout<<n2<<" is the maximum";}

If the above conditions are false, then n3 is the maximum and this condition prints n3 as the maximum

else{

cout<<n3<<" is the maximum";}

return 0;

Which hard drive type would be best to use by the army when writing operational data while traveling in a jeep in rough terrain?

Answers

Answer:

They should use an SSD.

Explanation:

The fact that the writing operation takes place in a jeep in rough terrain suggests that they should be using an SSD (Solid State Drive) which unlike HDD's, don't have a spinning disk and a head that writes data on it. So there are no moving parts in an SSD,  and they have about 30 times more resistance to shock/vibration damage which is really helpful in this situation.

I hope this answer helps.

fill in the blanks y'all-

-------- is a pictorial representation of a step-by-step algorithm

I will give brainliest, just answer quick :) ​
k I don't need it anymore

Answers

Answer:

Flowchart

Explanation:

Flowchart is a pictorial representation of a step-by-step algorithm.

It comprises of the various steps involved in a process which are usually well arranged in an orderly and sequential manner.

It is also referred to how algorithms are diagrammatical put up for better analysis .

Suppose you have n classes that you want to schedule in rooms. Each class has a fixed time interval at which it is offered, and classes whose times overlap cannot be scheduled in the same room. There are enough rooms to schedule all the classes. Design a O(n log n) time algorithm to find an assignment of classes to rooms that minimizes the total number of rooms used.

Answers

Answer:

Function schedule( list of tuple of start and end times, class available)

   class_list = create list of class from class available

   for items in time_list:

       if items is not same range as time_list[-1]:

           newdict[items] = class_list[0]

           print class time: class venue

       elif items is same range as time_list[-1]:

           used_class = newdict.values

           index = class_list.index(used_class[-1])

           new_dict[items] = class_list[index + 1 ]

           print class time: class venue

Explanation:

The algorithm above describe a program with a time complexity of O(n log n). The function defined accepts two parameters, an array of start and end time tuple and the number of class available for use. The algorithm uses a quick sort to compare the time interval of the items in the list and schedule new classes for classes that overlaps with others.

Database are pranized in
consist of a series of
which consist of a senes of​

Answers

Answer:

fields and records I guess is the answer

Which sentence indicates that Jeff is mentioning the visual synopsis in his proposal while planning a media project?

In the proposal, Jeff states the reason to create the project. He also explains how his project will conclude with a perfect takeaway point. Jeff describes how he is going to tell the story through photography. He then mentions various strategies to engage his audience and describes plans to make sure that the project reaches his intended audience.

Answers

Answer:

I believe its the last question

Explanation:

Answer:

I would say describes plans to make sure that the project reaches his intended audience

Explanation:

none needed

im trying to call the keys in a dictionary I have called "planet_dict". in order for them to be included in the for loop, the values of the keys have to be within a range of
273 <= x <= 373
I understand how to do this with certain values, but idk how to call them from a dictionary.

Answers

You can do something like this. My code iterates through the dictionary keys and then we use that key to get a value. We check if the value is between 273 and 373 and if it is, it's a water planet. My code is just a general idea of what to do. Instead of printing, you could add the key to a list and then print the contents of the list.

Which form of data does the image represent? (10 points)
A. Analog data
B. Digital data

Answers

The image in the photograph is representing A. Analog Data. Analog data is data that is represented in a physical way. Where digital data is a set of individual symbols, analog data is stored in physical media, whether that's the surface grooves on a vinyl record, the magnetic tape of a VCR cassette, or other non-digital media. Analog and digital signals are different types which are mainly used to carry the data from one apparatus to another. Analog signals are continuous wave signals that change with time period whereas digital is a discrete signal is a nature. Examples of analog technology: photocopiers. old land-line telephones. audio tapes. old televisions (intensity and color information per scan line). Analog and digital signals are the types of signals carrying information. The major difference between both signals is that the analog signals that have continuous electrical signals, while digital signals have non-continuous electrical signals.

Whose guidelines should you follow for the destruction of storage media such as thumb drives, Zip drives, and computers?

Answers

Answer:

Depends how bad you want to hide something. If the drive has previously been encrypted and the password hashed (like AES-256 with SHA-512 hashing), then deleting the content is enough since it will be slightly overridden and thus unusable. If it is not encrypted already, delete it, and override all your disk space with something. If you want it to die as a secrete 100%, burn it and pulverize it. Otherwise, if you want a quick method, use some real delete software.

What is a new option in PowerPoint 2016 that provides the ability to add multiple pictures into a slide, complete with transitions and captions?

Screenshot feature
Photo Album feature
Online Pictures command
Format command

Answers

Answer:

B

Explanation:

Photo Album feature s a new option in PowerPoint 2016 that provides the ability to add multiple pictures into a slide.

What is Photo album feature?

Slideshows are excellent for many types of presentations than simply professional ones. To make a memorable performance, use Microsoft PowerPoint to make a photo album and add music or visual effects.

Let's look at how to construct a photo book in PowerPoint for personal presentations of special occasions like weddings and anniversaries or even slideshows for organizations where the major focus is photographs.

Open PowerPoint and either start from scratch or use an existing presentation. PowerPoint automatically adds the photo album to a new slideshow when you create it.

Therefore, Photo Album feature s a new option in PowerPoint 2016 that provides the ability to add multiple pictures into a slide.

To learn more about Photo album feature, refer to the link:

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An attempt to generate a large number of session IDs and have a server process them as part of a session hijack attempt is known as what type of attack

Answers

Answer:

An attempt to generate a large number of session IDs and have a server process them as part of a session hijack attempt is known as

TCP Session Hijacking.

Explanation:

TCP Session Hijacking is a cyber-attack in which illegitimate access is acquired to a client's server in the network.  The attacker then hijacks the TCP/IP session by reading and modifying transmitted data packets and also sending requests to the addressee's server.  To achieve this attack effectively, the hacker generates a large number of session IDs, thereby confusing the client's server to process them as a part of the users' sessions. Sessions (a series of interactions between two communication end points) are used by applications to store user parameters and, they remain alive until the user logs off.

Suppose that L is a sorted list of 1,000,000 elements. To determine whether the x item is in L, the average number of comparisons executed by the sequential search algorithm is _____.

Answers

Answer:

≅500,000 comparisons.

Explanation:

The sequential search algorithm is, as its name express, a comparison method to search for a specific value in a list, sorted or not.

It starts with the first element in the list, compares the element with the searched value, if it is a match it stops, otherwise it moves to the next element and repeats.

In general, if the list size is X, the average number of comparisons is:

[tex]\frac{X+1}{2}[/tex]

Solving for X=1,000,000, the result is ≅500,000 comparisons.

PLEASE ANSWER ASAP! THANKSSSSS

Answers

That is hard .....……

list down four ways to start word 2010​

Answers

1Locate the Word icon on the Start button's All Programs menu. Don't click to start Word now!
2Right-click the Microsoft Word 2010 menu item. A pop-up menu appears.
3Choose Send To→Desktop (Create Shortcut).
4Press the Esc key to hide the Start button menu and view the desktop.

59. When analyzing the IDS logs, the system administrator noticed an alert was logged when the external router was accessed from the administrator's Computer to update the router configuration. What type of an alert is this

Answers

Answer:

False Positive

Explanation:

A false positive or false positive error may be defined as a result which indicated that the given conditions seems to exists when it actually does not. It is classified as a type I error. It tests a check for a single condition and then falsely provides a positive or affirmative decision.

In the context, a false positive type of error occurred when the external router of the system administrator was accessed from the computer of the administrator that was used to update the configuration of the router.

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Explain the trap. ( percy jackson chapter 15) find value for x please and thank you PLZ HELP IM ON EXAMS!!!!!!!!!!!!!!!!!Read the excerpt from "A Friend in Need." These days every dime had to be squeezed and every penny pinched to save for true necessities, so Jeb tried to ignore small things like short sleeves and the hole forming in the sole of his shoe. He gave his ma a warm smile as he served himself. He held no doubts that his family had it much better than so many others. At least we always have food on the table, he thought as he passed the fried potatoes to his fathers calloused hands. Which detail best helps readers to visualize Jeb's character? A. Jeb's short sleeves and the hole forming in the sole of his shoe B. the warm smile he gives to his mother as he serves himself C. the fact that his family was not doing much better than othersD. the way Jeb passes the fried potatoes to his father Most species of E. Coli are harmless or even helpful forms of bacteria that are found in the human intestine. E. Coli can aid humans in digestion and provide protection from other invading bacteria, but if the bacteria move to the human excretory system, they can replace other naturally occurring bacteria (Lactobaccilli). This can lead to bladder and kidney infections. Researchers found that by replenishing the excretory system with the naturally occurring bacteria, the infection caused by E. Coli is cured. Based on the research, what inference can researchers claim about the effect of bacteria? Which of these elements has the highest first ionization energy?a) Asb) Gac) Bid) Cse) K Simplify the expression by combining like terms.15 + 12z 5z + 4y- 7 10x 2 6x = 3x 2 + x A. one solution B. no solutions C. infinitely many solutions Why is the Law of Conservation of Mass a law, rather than a theory?A. It has more scientific evidence supporting it B. It has both independent and dependent variablesC. It has been tested with the latest laboratory balances, which are very accurateD. It describes a repeatedly observed relationship, but it does not offer an exclamation what answer this is ? Mr. Gonzalez invested $4,200 into an account that earns a simple interest rate of 3% per year. What is the amount of interest Mr. Gonzalez will earn at the end of one year? PLSS I NEED HELPPPPPPP ASAP 30 points What song are you chest compressing to ?Staying aliveshotta stylethe fugeesOne What is the function of the structure identified by the red arrow? ClimatePolitical Units Vegetation Language What would be the best title for the list above? on khan my progress wont go up and i need 50% and i have 44 help please 6. Howmany totalmuscularexits arethere fromthe femalePelvis? Work out the 3rd term of the sequence 3n +5. a. 11b. 14c. 17 The Dust Bowl was a time In the 1930s when prairie states in the Midwest had farmlands torn apart by wind erosion and storms. This disaster caused food shortages and financial hardship. What practice is most helpful to prevent another similar tragedy? A. no-till farming to allow roots to hold soil together B. over watering of fields to keep soil wet C. terrace farming by putting walls up on hills D. agricultural reform to change the types of crops planted how long did it take for a car to travel 20 meters with a speed of 10m/s Which of the following is NOT the responsibility of Congress?A. Servants of the people.B. Interest groups.C. Political parties.D. Vetoing Bills.