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A Critical Review of Recurrent Neural Networks for Sequence Learning

A Critical Review of Recurrent Neural Networks for Sequence Learning

29 May 2015
Zachary Chase Lipton
John Berkowitz
Charles Elkan
ArXivPDFHTML

Papers citing "A Critical Review of Recurrent Neural Networks for Sequence Learning"

50 / 106 papers shown
Title
Data-driven control of room temperature and bidirectional EV charging
  using deep reinforcement learning: simulations and experiments
Data-driven control of room temperature and bidirectional EV charging using deep reinforcement learning: simulations and experiments
B. Svetozarevic
C. Baumann
S. Muntwiler
L. Di Natale
M. Zeilinger
Philipp Heer
AI4CE
14
34
0
02 Mar 2021
A Survey on Deep Reinforcement Learning for Audio-Based Applications
A Survey on Deep Reinforcement Learning for Audio-Based Applications
S. Latif
Heriberto Cuayáhuitl
Farrukh Pervez
Fahad Shamshad
Hafiz Shehbaz Ali
Erik Cambria
OffRL
42
73
0
01 Jan 2021
Memory-Gated Recurrent Networks
Memory-Gated Recurrent Networks
Yaquan Zhang
Qi Wu
Nanbo Peng
Min Dai
Jing Zhang
Hu Wang
BDL
AI4TS
19
7
0
24 Dec 2020
Multi-frame Feature Aggregation for Real-time Instrument Segmentation in
  Endoscopic Video
Multi-frame Feature Aggregation for Real-time Instrument Segmentation in Endoscopic Video
Shan Lin
Fangbo Qin
Haonan Peng
Randall Bly
K. Moe
Blake Hannaford
22
18
0
17 Nov 2020
Listening to Sounds of Silence for Speech Denoising
Listening to Sounds of Silence for Speech Denoising
Ruilin Xu
Rundi Wu
Y. Ishiwaka
Carl Vondrick
Changxi Zheng
15
32
0
22 Oct 2020
Review: Deep Learning in Electron Microscopy
Review: Deep Learning in Electron Microscopy
Jeffrey M. Ede
24
79
0
17 Sep 2020
Leveraging Multi-level Dependency of Relational Sequences for Social
  Spammer Detection
Leveraging Multi-level Dependency of Relational Sequences for Social Spammer Detection
J. Yin
Q. Li
S. Liu
Zhiang Wu
Guandong Xu
6
17
0
14 Sep 2020
A Deep Prediction Network for Understanding Advertiser Intent and
  Satisfaction
A Deep Prediction Network for Understanding Advertiser Intent and Satisfaction
Liyi Guo
Rui Lu
Haoqi Zhang
Junqi Jin
Zhenzhe Zheng
...
Haiyang Xu
Han Li
Wen-kai Lu
Jian Xu
Kun Gai
8
12
0
20 Aug 2020
Beyond Graph Neural Networks with Lifted Relational Neural Networks
Beyond Graph Neural Networks with Lifted Relational Neural Networks
Gustav Sourek
F. Železný
Ondrej Kuzelka
NAI
35
17
0
13 Jul 2020
Deep Learning modeling of Limit Order Book: a comparative perspective
Deep Learning modeling of Limit Order Book: a comparative perspective
Antonio Briola
J. Turiel
T. Aste
14
24
0
12 Jul 2020
COLREG-Compliant Collision Avoidance for Unmanned Surface Vehicle using
  Deep Reinforcement Learning
COLREG-Compliant Collision Avoidance for Unmanned Surface Vehicle using Deep Reinforcement Learning
Eivind Meyer
Amalie Heiberg
Adil Rasheed
Omer San
17
74
0
16 Jun 2020
A Survey of Machine Learning Methods and Challenges for Windows Malware
  Classification
A Survey of Machine Learning Methods and Challenges for Windows Malware Classification
Edward Raff
Charles K. Nicholas
AAML
21
54
0
15 Jun 2020
Deep Learning for Change Detection in Remote Sensing Images:
  Comprehensive Review and Meta-Analysis
Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis
Lazhar Khelifi
M. Mignotte
18
259
0
10 Jun 2020
Greenhouse Gas Emission Prediction on Road Network using Deep Sequence
  Learning
Greenhouse Gas Emission Prediction on Road Network using Deep Sequence Learning
Lama Alfaseeh
R. Tu
Bilal Farooq
M. Hatzopoulou
11
46
0
16 Apr 2020
A Survey of Deep Learning Techniques for Neural Machine Translation
A Survey of Deep Learning Techniques for Neural Machine Translation
Shu Yang
Yuxin Wang
X. Chu
VLM
AI4TS
AI4CE
15
138
0
18 Feb 2020
Scalable End-to-end Recurrent Neural Network for Variable star
  classification
Scalable End-to-end Recurrent Neural Network for Variable star classification
I. Becker
K. Pichara
M. Catelán
P. Protopapas
Carlos Aguirre
Fatemeh Nikzat
6
28
0
03 Feb 2020
Understanding and mitigating gradient pathologies in physics-informed
  neural networks
Understanding and mitigating gradient pathologies in physics-informed neural networks
Sifan Wang
Yujun Teng
P. Perdikaris
AI4CE
PINN
21
289
0
13 Jan 2020
Survey on Deep Neural Networks in Speech and Vision Systems
Survey on Deep Neural Networks in Speech and Vision Systems
M. Alam
Manar D. Samad
Lasitha Vidyaratne
Alexander M. Glandon
Khan M. Iftekharuddin
3DV
VLM
AI4TS
31
205
0
16 Aug 2019
LSTM vs. GRU vs. Bidirectional RNN for script generation
LSTM vs. GRU vs. Bidirectional RNN for script generation
Sanidhya Mangal
Poorva Joshi
Rahul Modak
11
37
0
12 Aug 2019
LSTM Based Music Generation System
LSTM Based Music Generation System
Sanidhya Mangal
Rahul Modak
Poorva Joshi
MGen
11
39
0
02 Aug 2019
Improving the Performance of the LSTM and HMM Model via Hybridization
Improving the Performance of the LSTM and HMM Model via Hybridization
Larkin Liu
Yu-Chung Lin
Joshua Reid
14
9
0
09 Jul 2019
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks
  for Hyperspectral Image Classification
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification
Wen-Shuai Hu
Hengchao Li
Lei Pan
Wei Li
R. Tao
Q. Du
14
150
0
09 May 2019
Deep Learning for Audio Signal Processing
Deep Learning for Audio Signal Processing
Hendrik Purwins
Bo-wen Li
Tuomas Virtanen
Jan Schlüter
Shuo-yiin Chang
Tara N. Sainath
VLM
24
584
0
30 Apr 2019
A review on Neural Turing Machine
A review on Neural Turing Machine
Soroor Malekmohamadi Faradonbe
Faramarz Safi Esfahani
AI4CE
14
6
0
10 Apr 2019
Recurrent Neural Networks For Accurate RSSI Indoor Localization
Recurrent Neural Networks For Accurate RSSI Indoor Localization
Minh Tu Hoang
Brosnan Yuen
Xiaodai Dong
Tao Lu
Robert Westendorp
K. Reddy
16
281
0
27 Mar 2019
Introducing a Generative Adversarial Network Model for Lagrangian
  Trajectory Simulation
Introducing a Generative Adversarial Network Model for Lagrangian Trajectory Simulation
Jingwei Gan
Pai Liu
R. Chakrabarty
GAN
6
0
0
13 Jan 2019
Deep Learning for Human Affect Recognition: Insights and New
  Developments
Deep Learning for Human Affect Recognition: Insights and New Developments
Philipp V. Rouast
M. Adam
R. Chiong
24
167
0
09 Jan 2019
Augmentation Scheme for Dealing with Imbalanced Network Traffic
  Classification Using Deep Learning
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning
Ramin Hasibi
Matin Shokri
M. Dehghan
18
34
0
01 Jan 2019
Deep Air Quality Forecasting Using Hybrid Deep Learning Framework
Deep Air Quality Forecasting Using Hybrid Deep Learning Framework
Shengdong Du
Tianrui Li
Yan Yang
S. Horng
AI4TS
17
312
0
12 Dec 2018
Learning Deep Representations for Semantic Image Parsing: a
  Comprehensive Overview
Learning Deep Representations for Semantic Image Parsing: a Comprehensive Overview
Lili Huang
Jiefeng Peng
Ruimao Zhang
Guanbin Li
Liang Lin
VLM
SSL
SSeg
41
12
0
10 Oct 2018
Bio-LSTM: A Biomechanically Inspired Recurrent Neural Network for 3D
  Pedestrian Pose and Gait Prediction
Bio-LSTM: A Biomechanically Inspired Recurrent Neural Network for 3D Pedestrian Pose and Gait Prediction
Xiaoxiao Du
Ram Vasudevan
Matthew Johnson-Roberson
3DH
17
64
0
11 Sep 2018
Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term
  Memory (LSTM) Network
Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) Network
A. Sherstinsky
13
3,592
0
09 Aug 2018
Towards Machine Learning on data from Professional Cyclists
Towards Machine Learning on data from Professional Cyclists
Agrin Hilmkil
Oscar Ivarsson
Moa Johansson
D. Kuylenstierna
T. V. Erp
8
12
0
01 Aug 2018
LSTM-Based Zero-Velocity Detection for Robust Inertial Navigation
LSTM-Based Zero-Velocity Detection for Robust Inertial Navigation
Brandon Wagstaff
Jonathan Kelly
22
105
0
13 Jul 2018
Detecting Cyberattacks in Industrial Control Systems Using Convolutional
  Neural Networks
Detecting Cyberattacks in Industrial Control Systems Using Convolutional Neural Networks
Moshe Kravchik
A. Shabtai
17
273
0
21 Jun 2018
Incorporating Features Learned by an Enhanced Deep Knowledge Tracing
  Model for STEM/Non-STEM Job Prediction
Incorporating Features Learned by an Enhanced Deep Knowledge Tracing Model for STEM/Non-STEM Job Prediction
Chun-Kit Yeung
Zizheng Lin
Kai Yang
Dit-Yan Yeung
20
28
0
06 Jun 2018
Training LSTM Networks with Resistive Cross-Point Devices
Training LSTM Networks with Resistive Cross-Point Devices
Tayfun Gokmen
M. Rasch
W. Haensch
6
45
0
01 Jun 2018
Low-Cost Recurrent Neural Network Expected Performance Evaluation
Low-Cost Recurrent Neural Network Expected Performance Evaluation
Andrés Camero
J. Toutouh
Enrique Alba
16
20
0
18 May 2018
Personalized Dynamics Models for Adaptive Assistive Navigation Systems
Personalized Dynamics Models for Adaptive Assistive Navigation Systems
Eshed Ohn-Bar
Kris M. Kitani
Chieko Asakawa
19
29
0
11 Apr 2018
Deep Learning For Computer Vision Tasks: A review
Deep Learning For Computer Vision Tasks: A review
R. K. Sinha
Ruchi Pandey
R. Pattnaik
VLM
14
57
0
11 Apr 2018
Seglearn: A Python Package for Learning Sequences and Time Series
Seglearn: A Python Package for Learning Sequences and Time Series
D. Burns
C. Whyne
AI4TS
14
33
0
21 Mar 2018
Sequence-Aware Recommender Systems
Sequence-Aware Recommender Systems
Massimo Quadrana
Paolo Cremonesi
Dietmar Jannach
16
473
0
23 Feb 2018
A Machine Learning Approach for Virtual Flow Metering and Forecasting
A Machine Learning Approach for Virtual Flow Metering and Forecasting
N. Andrianov
AI4TS
13
49
0
15 Feb 2018
Multi-Objective De Novo Drug Design with Conditional Graph Generative
  Model
Multi-Objective De Novo Drug Design with Conditional Graph Generative Model
Yibo Li
L. Zhang
Zhenming Liu
29
335
0
18 Jan 2018
Connecting Software Metrics across Versions to Predict Defects
Connecting Software Metrics across Versions to Predict Defects
Yibin Liu
Yanhui Li
Jianbo Guo
Yuming Zhou
Baowen Xu
14
36
0
28 Dec 2017
Applications of Deep Learning and Reinforcement Learning to Biological
  Data
Applications of Deep Learning and Reinforcement Learning to Biological Data
M. S. M. Mahmud
M. S. Kaiser
Amir Hussain
S. Vassanelli
OffRL
AI4CE
39
640
0
10 Nov 2017
How deep learning works --The geometry of deep learning
How deep learning works --The geometry of deep learning
Xiao Dong
Jiasong Wu
Ling Zhou
GNN
33
8
0
30 Oct 2017
Arabic Multi-Dialect Segmentation: bi-LSTM-CRF vs. SVM
Arabic Multi-Dialect Segmentation: bi-LSTM-CRF vs. SVM
Mohamed I. Eldesouki
Younes Samih
Ahmed Abdelali
Mohammed Attia
Hamdy Mubarak
Kareem Darwish
Laura Kallmeyer
8
15
0
19 Aug 2017
General Backpropagation Algorithm for Training Second-order Neural
  Networks
General Backpropagation Algorithm for Training Second-order Neural Networks
Fenglei Fan
W. Cong
Ge Wang
17
25
0
17 Aug 2017
DeepCCI: End-to-end Deep Learning for Chemical-Chemical Interaction
  Prediction
DeepCCI: End-to-end Deep Learning for Chemical-Chemical Interaction Prediction
Sunyoung Kwon
Sungroh Yoon
9
52
0
27 Apr 2017
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