In recommender systems, usually, implicit feedback comprises a _______ matrix, while explicit feedback comprises a _______ matrix. dense, sparse sparse, dense

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
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  • In recommender systems, usually, implicit feedback comprises a _______ matrix, while explicit feedback comprises a _______ matrix.
    1. dense, sparse
    2. sparse, dense
  • If you are building a recommender system for netflix.com which recommends products leveraging only explicit ratings, then which algorithm would you use?
    1. Stochastic Gradient Descent
    2. Alternating Least Squares
  • Which of the following is a limitation of deep learning (DL)?
    1. DL is not capable of modeling high dimensional and highly non-linear functions
    2. DL requires sophisticated feature engineering by experts
    3. DL is generally interpretable
    4. DL is extremely data intensive
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