Big data cloud-based recommendation system using NLP techniques with machine and deep learning

[...]the deep neural network (DNN) algorithm is utilized with TensorFlow. [...]the proposed MF model is constructed in this work three times to compare modern methods such as alternating least squares (ALS) and deep neural network (DNN) with traditional methods such as SVD. [...]a deep neural networ...

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Bibliographic Details
Published in:Telkomnika 2023-10, Vol.21 (5), p.1076-1083
Main Authors: Omar, Hoger K., Frikha, Mondher, Jumaa, Alaa Khalil
Format: Article
Language:English
Subjects:
Algorithms
Artificial intelligence
Artificial neural networks
Big Data
Datasets
Deep learning
Machine learning
Neural networks
Recommender systems
Social networks
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Description
Summary:[...]the deep neural network (DNN) algorithm is utilized with TensorFlow. [...]the proposed MF model is constructed in this work three times to compare modern methods such as alternating least squares (ALS) and deep neural network (DNN) with traditional methods such as SVD. [...]a deep neural network algorithm is utilized by operating the Keras framework on top of TensorFlow. The work consists of three learning phases and performs a good result in treating the cold start method. [...]they found that the ratings and comments are time-sensitive which means old comments might become noise data for recommendations.
ISSN:1693-6930
2302-9293
DOI:10.12928/telkomnika.v21i5.24889