Recommendation system based on deep learning methods: a systematic review and new directions

Deep learning algorithms for human activity recognition using mobile and wearable sensor networks: State of the art and research challenges

(2018) Henry Friday Nweke et al.   EXPERT SYSTEMS WITH APPLICATIONS

Restricted Boltzmann machine to determine the input weights for extreme learning machines

(2018) Andre G.C. Pacheco et al.   EXPERT SYSTEMS WITH APPLICATIONS

The use of machine learning algorithms in recommender systems: A systematic review

(2018) Ivens Portugal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Social network data to alleviate cold-start in recommender system: A systematic review

(2018) Lesly Alejandra Gonzalez Camacho et al.   INFORMATION PROCESSING & MANAGEMENT

Personalized learning full-path recommendation model based on LSTM neural networks

(2018) Yuwen Zhou et al.   INFORMATION SCIENCES

An alternate method between generative objective and discriminative objective in training classification Restricted Boltzmann Machine

(2018) Linkai Luo et al.   KNOWLEDGE-BASED SYSTEMS

Dual-regularized matrix factorization with deep neural networks for recommender systems

(2018) Hao Wu et al.   KNOWLEDGE-BASED SYSTEMS

Sentiment classification with word localization based on weakly supervised learning with a convolutional neural network

(2018) Gichang Lee et al.   KNOWLEDGE-BASED SYSTEMS

A review on deep learning for recommender systems: challenges and remedies

(2018) Zeynep Batmaz et al.   ARTIFICIAL INTELLIGENCE REVIEW

Evaluation of session-based recommendation algorithms

(2018) Malte Ludewig et al.   USER MODELING AND USER-ADAPTED INTERACTION

A hybrid recommender system using artificial neural networks

(2017) Tulasi K. Paradarami et al.   EXPERT SYSTEMS WITH APPLICATIONS

Personalized recommender system based on friendship strength in social network services

(2017) Young-Duk Seo et al.   EXPERT SYSTEMS WITH APPLICATIONS

Collaborative filtering and deep learning based recommendation system for cold start items

(2017) Jian Wei et al.   EXPERT SYSTEMS WITH APPLICATIONS

Neural Semantic Personalized Ranking for item cold-start recommendation

(2017) Travis Ebesu et al.   Information Retrieval Journal

Deep hybrid recommender systems via exploiting document context and statistics of items

(2017) Donghyun Kim et al.   INFORMATION SCIENCES

A systematic literature review: Opinion mining studies from mobile app store user reviews

(2017) Necmiye Genc-Nayebi et al.   JOURNAL OF SYSTEMS AND SOFTWARE

Diversity in recommender systems – A survey

(2017) Matevž Kunaver et al.   KNOWLEDGE-BASED SYSTEMS

Representation learning via Dual-Autoencoder for recommendation

(2017) Fuzhen Zhuang et al.   NEURAL NETWORKS

A survey of deep neural network architectures and their applications

(2017) Weibo Liu et al.   NEUROCOMPUTING

DLTSR: A Deep Learning Framework for Recommendation of Long-tail Web Services

(2017) Bing Bai et al.   IEEE Transactions on Services Computing

On Deep Learning for Trust-Aware Recommendations in Social Networks

(2017) Shuiguang Deng et al.   IEEE Transactions on Neural Networks and Learning Systems

A new item-based deep network structure using a restricted Boltzmann machine for collaborative filtering

(2017) Yong-ping Du et al.   Frontiers of Information Technology & Electronic Engineering

Neural Semantic Personalized Ranking for item cold-start recommendation

(2017) Travis Ebesu et al.   Information Retrieval Journal

Hybrid Recommender Systems based on Content Feature Relationship

(2016) Ehsan Aslanian et al.   IEEE Transactions on Industrial Informatics

Towards latent context-aware recommendation systems

(2016) Moshe Unger et al.   KNOWLEDGE-BASED SYSTEMS

Mining opinion summarizations using convolutional neural networks in Chinese microblogging systems

(2016) Qiudan Li et al.   KNOWLEDGE-BASED SYSTEMS

Recurrent neural network based recommendation for time heterogeneous feedback

(2016) Caihua Wu et al.   KNOWLEDGE-BASED SYSTEMS

A survey of serendipity in recommender systems

(2016) Denis Kotkov et al.   KNOWLEDGE-BASED SYSTEMS

Aspect extraction for opinion mining with a deep convolutional neural network

(2016) Soujanya Poria et al.   KNOWLEDGE-BASED SYSTEMS

Neural networks: An overview of early research, current frameworks and new challenges

(2016) Alberto Prieto et al.   NEUROCOMPUTING

Tag-aware recommender systems based on deep neural networks

(2016) Yi Zuo et al.   NEUROCOMPUTING

Deep learning for visual understanding: A review

(2016) Yanming Guo et al.   NEUROCOMPUTING

A systematic literature review on the state of research and practice of collaborative filtering technique and implicit feedback

(2015) Maryam Khanian Najafabadi et al.   ARTIFICIAL INTELLIGENCE REVIEW

Recommender system application developments: A survey

(2015) Jie Lu et al.   DECISION SUPPORT SYSTEMS

A systematic review of scholar context-aware recommender systems

(2015) Zohreh Dehghani Champiri et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

A survey of collaborative filtering based social recommender systems

(2013) Xiwang Yang et al.   COMPUTER COMMUNICATIONS

Training restricted Boltzmann machines: An introduction

(2013) Asja Fischer et al.   PATTERN RECOGNITION

Systematic literature reviews in software engineering – A systematic literature review

(2008) Barbara Kitchenham et al.   INFORMATION AND SOFTWARE TECHNOLOGY