7. (Random Questions) Answer each o f the following questions in at most two brief sentences. (a) Why do we expect predictive models with less features to be more generalizable? (b) In training a classifier, after we divide the samples into a training set and a test set, we often further divide the training set into a training set used for model building and a validation set. What purpose does the validation set serve?

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
7.
(Random Questions) Answer each o f the following questions in at most two brief
sentences.
(a) Why do we expect predictive models with less features to be more generalizable?
(b) In training a classifier, after we divide the samples into a training set and a test set, we often
further divide the training set into a training set used for model building and a validation set.
What purpose does the validation set serve?
(c) Assume that we have 100 samples and we are using 5-fold cross validation. How many
different models will be built? How many training samples will be used to train each model?
Transcribed Image Text:7. (Random Questions) Answer each o f the following questions in at most two brief sentences. (a) Why do we expect predictive models with less features to be more generalizable? (b) In training a classifier, after we divide the samples into a training set and a test set, we often further divide the training set into a training set used for model building and a validation set. What purpose does the validation set serve? (c) Assume that we have 100 samples and we are using 5-fold cross validation. How many different models will be built? How many training samples will be used to train each model?
Expert Solution
steps

Step by step

Solved in 2 steps with 2 images

Blurred answer
Knowledge Booster
Computational Systems
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
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