You have a dataset that contains some patient medical records. This dataset is messy, full of incomplete/missing and erroneous data. Your task is to build a classification model on these records but you are concerned about the quality of the data handed to you. After consulting your colleagues you get an advice to chain two models: 1. the first model will de-noise the data and transform it into a better and complete representation of itself 2. the second model will take the output of the first model and classify the data What type of artificial neural network would you consider for your first model? Group of answer choices Autoencoder Convolutional neural network (CNN) Generative adversarial network (GAN) Multi-layer perceptron (MLP) Recurrent neural network (RNN

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
icon
Related questions
Question

You have a dataset that contains some patient medical records. This dataset is messy, full of incomplete/missing and erroneous data. Your task is to build a classification model on these records but you are concerned about the quality of the data handed to you. After consulting your colleagues you get an advice to chain two models:

1. the first model will de-noise the data and transform it into a better and complete representation of itself

2. the second model will take the output of the first model and classify the data

What type of artificial neural network would you consider for your first model?

Group of answer choices
Autoencoder
Convolutional neural network (CNN)
Generative adversarial network (GAN)
Multi-layer perceptron (MLP)
Recurrent neural network (RNN)
Expert Solution
steps

Step by step

Solved in 2 steps

Blurred answer
Knowledge Booster
Complex Datatypes
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, computer-science and related others by exploring similar questions and additional content below.
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
Database System Concepts
Database System Concepts
Computer Science
ISBN:
9780078022159
Author:
Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:
McGraw-Hill Education
Starting Out with Python (4th Edition)
Starting Out with Python (4th Edition)
Computer Science
ISBN:
9780134444321
Author:
Tony Gaddis
Publisher:
PEARSON
Digital Fundamentals (11th Edition)
Digital Fundamentals (11th Edition)
Computer Science
ISBN:
9780132737968
Author:
Thomas L. Floyd
Publisher:
PEARSON
C How to Program (8th Edition)
C How to Program (8th Edition)
Computer Science
ISBN:
9780133976892
Author:
Paul J. Deitel, Harvey Deitel
Publisher:
PEARSON
Database Systems: Design, Implementation, & Manag…
Database Systems: Design, Implementation, & Manag…
Computer Science
ISBN:
9781337627900
Author:
Carlos Coronel, Steven Morris
Publisher:
Cengage Learning
Programmable Logic Controllers
Programmable Logic Controllers
Computer Science
ISBN:
9780073373843
Author:
Frank D. Petruzella
Publisher:
McGraw-Hill Education