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A Critical Review of Recurrent Neural Networks for Sequence Learning
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A Critical Review of Recurrent Neural Networks for Sequence Learning

29 May 2015
Zachary Chase Lipton
John Berkowitz
Charles Elkan
ArXiv (abs)PDFHTML

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

50 / 271 papers shown
Title
Time-Sequence Channel Inference for Beam Alignment in Vehicular Networks
Time-Sequence Channel Inference for Beam Alignment in Vehicular Networks
Sheng Chen
Zhiyuan Jiang
Sheng Zhou
Z. Niu
LLMSV
32
10
0
04 Dec 2018
The Effect of Explicit Structure Encoding of Deep Neural Networks for
  Symbolic Music Generation
The Effect of Explicit Structure Encoding of Deep Neural Networks for Symbolic Music Generation
Kai Chen
Weilin Zhang
Shlomo Dubnov
Gus Xia
Wei Li
MGen
55
5
0
20 Nov 2018
Concept-Oriented Deep Learning: Generative Concept Representations
Concept-Oriented Deep Learning: Generative Concept Representations
Daniel T. Chang
DRLGANBDL
74
12
0
15 Nov 2018
Long Short-Term Attention
Long Short-Term Attention
G. Zhong
Xin Lin
Kang Chen
Qingyang Li
Kaizhu Huang
ODLRALMHAI
54
10
0
30 Oct 2018
DeepDPM: Dynamic Population Mapping via Deep Neural Network
DeepDPM: Dynamic Population Mapping via Deep Neural Network
Zefang Zong
J. Feng
Kechun Liu
Hongzhi Shi
Yong Li
AI4TS
61
25
0
25 Oct 2018
A Deep Learning Approach to the Inversion of Borehole Resistivity
  Measurements
A Deep Learning Approach to the Inversion of Borehole Resistivity Measurements
M. Shahriari
David Pardo
A. Picón
Adrian Galdran
Javier Del Ser
C. Torres‐Verdín
39
44
0
05 Oct 2018
Brain decoding from functional MRI using long short-term memory
  recurrent neural networks
Brain decoding from functional MRI using long short-term memory recurrent neural networks
Hongming Li
Yong-Xian Fan
50
43
0
14 Sep 2018
DeepProteomics: Protein family classification using Shallow and Deep
  Networks
DeepProteomics: Protein family classification using Shallow and Deep Networks
Anu Vazhayil
R. Vinayakumar
Kp Soman
47
12
0
11 Sep 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
66
66
0
11 Sep 2018
Notes on Deep Learning for NLP
Notes on Deep Learning for NLP
A. Tixier
VLM
64
15
0
29 Aug 2018
Progressive Operational Perceptron with Memory
Progressive Operational Perceptron with Memory
D. Tran
S. Kiranyaz
Moncef Gabbouj
Alexandros Iosifidis
KELMAI4CE
66
26
0
20 Aug 2018
Development and Evaluation of Recurrent Neural Network based Models for
  Hourly Traffic Volume and AADT Prediction
Development and Evaluation of Recurrent Neural Network based Models for Hourly Traffic Volume and AADT Prediction
M. Z. Khan
Sakib Chowdhury
M. Chowdhury
Kakan C. Dey
AI4TS
37
42
0
15 Aug 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
148
3,801
0
09 Aug 2018
Deep convolutional recurrent autoencoders for learning low-dimensional
  feature dynamics of fluid systems
Deep convolutional recurrent autoencoders for learning low-dimensional feature dynamics of fluid systems
F. J. Gonzalez
Maciej Balajewicz
AI4CE
152
140
0
03 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
26
12
0
01 Aug 2018
Predicting purchasing intent: Automatic Feature Learning using Recurrent
  Neural Networks
Predicting purchasing intent: Automatic Feature Learning using Recurrent Neural Networks
Humphrey Sheil
Omer F. Rana
R. Reilly
43
34
0
21 Jul 2018
LSTM-Based Zero-Velocity Detection for Robust Inertial Navigation
LSTM-Based Zero-Velocity Detection for Robust Inertial Navigation
Brandon Wagstaff
Jonathan Kelly
73
107
0
13 Jul 2018
Adding Attentiveness to the Neurons in Recurrent Neural Networks
Adding Attentiveness to the Neurons in Recurrent Neural Networks
Pengfei Zhang
Jianru Xue
Cuiling Lan
Wenjun Zeng
Zhanning Gao
Nanning Zheng
76
96
0
12 Jul 2018
Arcades: A deep model for adaptive decision making in voice controlled
  smart-home
Arcades: A deep model for adaptive decision making in voice controlled smart-home
Alexis Brenon
François Portet
Michel Vacher
69
22
0
05 Jul 2018
Deductron -- A Recurrent Neural Network
Deductron -- A Recurrent Neural Network
Marek Rychlik
8
0
0
23 Jun 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
88
276
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
37
29
0
06 Jun 2018
Addressing Two Problems in Deep Knowledge Tracing via
  Prediction-Consistent Regularization
Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization
Chun-Kit Yeung
Dit-Yan Yeung
AI4Ed
68
263
0
06 Jun 2018
Training LSTM Networks with Resistive Cross-Point Devices
Training LSTM Networks with Resistive Cross-Point Devices
Tayfun Gokmen
Malte J. Rasch
W. Haensch
53
46
0
01 Jun 2018
Anticipating cryptocurrency prices using machine learning
Anticipating cryptocurrency prices using machine learning
Laura Alessandretti
Abeer ElBahrawy
L. Aiello
Andrea Baronchelli
63
169
0
22 May 2018
Low-Cost Recurrent Neural Network Expected Performance Evaluation
Low-Cost Recurrent Neural Network Expected Performance Evaluation
Andrés Camero
J. Toutouh
Enrique Alba
61
20
0
18 May 2018
On the Classification of SSVEP-Based Dry-EEG Signals via Convolutional
  Neural Networks
On the Classification of SSVEP-Based Dry-EEG Signals via Convolutional Neural Networks
N. F. N. Aznan
Stephen Bonner
J. D. Connolly
Noura Al Moubayed
T. Breckon
65
64
0
10 May 2018
The unreasonable effectiveness of the forget gate
The unreasonable effectiveness of the forget gate
J. Westhuizen
Joan Lasenby
77
89
0
13 Apr 2018
Personalized Dynamics Models for Adaptive Assistive Navigation Systems
Personalized Dynamics Models for Adaptive Assistive Navigation Systems
Eshed Ohn-Bar
Kris Kitani
Chieko Asakawa
75
30
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
28
58
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
54
33
0
21 Mar 2018
Sales forecasting using WaveNet within the framework of the Kaggle
  competition
Sales forecasting using WaveNet within the framework of the Kaggle competition
Glib Kechyn
L. Yu
Yangguang Zang
Svyatoslav Kechyn
54
26
0
11 Mar 2018
Low-cost Autonomous Navigation System Based on Optical Flow
  Classification
Low-cost Autonomous Navigation System Based on Optical Flow Classification
Michel C. Meneses
L. Matos
Bruno O. Prado
27
1
0
11 Mar 2018
Sequence-Aware Recommender Systems
Sequence-Aware Recommender Systems
Massimo Quadrana
Paolo Cremonesi
Dietmar Jannach
99
483
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
32
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
101
339
0
18 Jan 2018
Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for
  Network-wide Traffic Speed Prediction
Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction
Zhiyong Cui
Ruimin Ke
Ziyuan Pu
Yinhai Wang
AI4TS
66
416
0
07 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
41
38
0
28 Dec 2017
Multi-Level Recurrent Residual Networks for Action Recognition
Multi-Level Recurrent Residual Networks for Action Recognition
Zhenxing Zheng
Gaoyun An
Q. Ruan
41
12
0
22 Nov 2017
Mobile Video Object Detection with Temporally-Aware Feature Maps
Mobile Video Object Detection with Temporally-Aware Feature Maps
Mason Liu
Menglong Zhu
ObjD
77
197
0
17 Nov 2017
A Sequential Neural Encoder with Latent Structured Description for
  Modeling Sentences
A Sequential Neural Encoder with Latent Structured Description for Modeling Sentences
Yu-Ping Ruan
Qian Chen
Zhenhua Ling
36
11
0
15 Nov 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
OffRLAI4CE
85
646
0
10 Nov 2017
Transaction Fraud Detection Using GRU-centered Sandwich-structured Model
Transaction Fraud Detection Using GRU-centered Sandwich-structured Model
Xurui Li
Wei Yu
Tianyu Luwang
Jianbin Zheng
Xuetao Qiu
Jintao Zhao
Lei Xia
Yujiao Li
70
26
0
04 Nov 2017
Sleep Stage Classification Based on Multi-level Feature Learning and
  Recurrent Neural Networks via Wearable Device
Sleep Stage Classification Based on Multi-level Feature Learning and Recurrent Neural Networks via Wearable Device
Xin Zhang
Weixuan Kou
E. Chang
He Gao
Yubo Fan
Yan Xu
36
76
0
02 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
64
8
0
30 Oct 2017
R2N2: Residual Recurrent Neural Networks for Multivariate Time Series
  Forecasting
R2N2: Residual Recurrent Neural Networks for Multivariate Time Series Forecasting
Hardik Goel
Igor Melnyk
A. Banerjee
AI4TS
76
32
0
10 Sep 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
24
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
51
25
0
17 Aug 2017
Neural Translation of Musical Style
Neural Translation of Musical Style
Iman Malik
Carl Henrik Ek
83
38
0
11 Aug 2017
Early Stage Malware Prediction Using Recurrent Neural Networks
Early Stage Malware Prediction Using Recurrent Neural Networks
Matilda Rhode
Pete Burnap
K. Jones
AAML
72
255
0
11 Aug 2017
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