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A Sensitivity Analysis of (and Practitioners' Guide to) Convolutional
  Neural Networks for Sentence Classification

A Sensitivity Analysis of (and Practitioners' Guide to) Convolutional Neural Networks for Sentence Classification

13 October 2015
Ye Zhang
Byron C. Wallace
    AAML
ArXivPDFHTML

Papers citing "A Sensitivity Analysis of (and Practitioners' Guide to) Convolutional Neural Networks for Sentence Classification"

47 / 197 papers shown
Title
Learning to Explain: An Information-Theoretic Perspective on Model
  Interpretation
Learning to Explain: An Information-Theoretic Perspective on Model Interpretation
Jianbo Chen
Le Song
Martin J. Wainwright
Michael I. Jordan
MLT
FAtt
10
555
0
21 Feb 2018
MemeSequencer: Sparse Matching for Embedding Image Macros
MemeSequencer: Sparse Matching for Embedding Image Macros
Abhimanyu Dubey
Esteban Moro Egido
Manuel Cebrian
Iyad Rahwan
24
35
0
14 Feb 2018
A Practitioners' Guide to Transfer Learning for Text Classification
  using Convolutional Neural Networks
A Practitioners' Guide to Transfer Learning for Text Classification using Convolutional Neural Networks
Tushar Semwal
Gaurav Mathur
Promod Yenigalla
S. B. Nair
21
55
0
19 Jan 2018
Multimodal Attribute Extraction
Multimodal Attribute Extraction
Robert L Logan IV
Samuel Humeau
Sameer Singh
13
27
0
29 Nov 2017
Improving the Accuracy of Pre-trained Word Embeddings for Sentiment
  Analysis
Improving the Accuracy of Pre-trained Word Embeddings for Sentiment Analysis
S. M. Rezaeinia
A. Ghodsi
R. Rahmani
22
62
0
23 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
11
11
0
15 Nov 2017
A Deep Learning Approach for Expert Identification in Question Answering
  Communities
A Deep Learning Approach for Expert Identification in Question Answering Communities
Chen Zheng
Shuangfei Zhai
Zhongfei Zhang
19
16
0
14 Nov 2017
ActivityNet Challenge 2017 Summary
ActivityNet Challenge 2017 Summary
Bernard Ghanem
Juan Carlos Niebles
Cees G. M. Snoek
Fabian Caba Heilbron
Humam Alwassel
Ranjay Krishna
Victor Escorcia
Kenji Hata
S. Buch
32
48
0
22 Oct 2017
Fishing for Clickbaits in Social Images and Texts with
  Linguistically-Infused Neural Network Models
Fishing for Clickbaits in Social Images and Texts with Linguistically-Infused Neural Network Models
M. Glenski
Ellyn Ayton
Dustin L. Arendt
Svitlana Volkova
17
21
0
17 Oct 2017
Convolutional Neural Networks for Sentiment Classification on Business
  Reviews
Convolutional Neural Networks for Sentiment Classification on Business Reviews
Andreea Salinca
11
16
0
16 Oct 2017
Auto Analysis of Customer Feedback using CNN and GRU Network
Auto Analysis of Customer Feedback using CNN and GRU Network
D. Gupta
Pabitra Lenka
Harsimran Bedi
Asif Ekbal
P. Bhattacharyya
19
1
0
12 Oct 2017
Word Vector Enrichment of Low Frequency Words in the Bag-of-Words Model
  for Short Text Multi-class Classification Problems
Word Vector Enrichment of Low Frequency Words in the Bag-of-Words Model for Short Text Multi-class Classification Problems
B. Heap
Michael Bain
W. Wobcke
A. Krzywicki
Susanne Schmeidl
11
22
0
18 Sep 2017
Simple Recurrent Units for Highly Parallelizable Recurrence
Simple Recurrent Units for Highly Parallelizable Recurrence
Tao Lei
Yu Zhang
Sida I. Wang
Huijing Dai
Yoav Artzi
LRM
28
270
0
08 Sep 2017
The CLaC Discourse Parser at CoNLL-2016
The CLaC Discourse Parser at CoNLL-2016
Majid Laali
Andre Cianflone
Leila Kosseim
11
9
0
19 Aug 2017
Leveraging Sparse and Dense Feature Combinations for Sentiment
  Classification
Leveraging Sparse and Dense Feature Combinations for Sentiment Classification
Tao Yu
Christopher Hidey
Owen Rambow
Kathleen McKeown
8
7
0
13 Aug 2017
Recent Trends in Deep Learning Based Natural Language Processing
Recent Trends in Deep Learning Based Natural Language Processing
Tom Young
Devamanyu Hazarika
Soujanya Poria
Erik Cambria
23
2,809
0
09 Aug 2017
Neural-based Context Representation Learning for Dialog Act
  Classification
Neural-based Context Representation Learning for Dialog Act Classification
Daniel Ortega
Ngoc Thang Vu
17
35
0
08 Aug 2017
Identifying civilians killed by police with distantly supervised
  entity-event extraction
Identifying civilians killed by police with distantly supervised entity-event extraction
Katherine A. Keith
Abram Handler
Michael Pinkham
Cara Magliozzi
J. McDuffie
Brendan T. O'Connor
21
36
0
22 Jul 2017
Do Convolutional Networks need to be Deep for Text Classification ?
Do Convolutional Networks need to be Deep for Text Classification ?
Hoa T. Le
Christophe Cerisara
Alexandre Denis
VLM
19
105
0
13 Jul 2017
Towards the Improvement of Automated Scientific Document Categorization
  by Deep Learning
Towards the Improvement of Automated Scientific Document Categorization by Deep Learning
Thomas Krause
8
0
0
18 Jun 2017
Open Loop Hyperparameter Optimization and Determinantal Point Processes
Open Loop Hyperparameter Optimization and Determinantal Point Processes
Jesse Dodge
Catrìona Anderson
Noah A. Smith
28
2
0
06 Jun 2017
CRNN: A Joint Neural Network for Redundancy Detection
CRNN: A Joint Neural Network for Redundancy Detection
Xinyu Fu
Eugene Ch’ng
U. Aickelin
Simon See
16
34
0
04 Jun 2017
Deep Learning for User Comment Moderation
Deep Learning for User Comment Moderation
John Pavlopoulos
Prodromos Malakasiotis
Ion Androutsopoulos
13
124
0
28 May 2017
Quantifying Mental Health from Social Media with Neural User Embeddings
Quantifying Mental Health from Social Media with Neural User Embeddings
Silvio Amir
Glen A. Coppersmith
Paula Carvalho
Mário J. Silva
Byron C. Wallace
20
58
0
30 Apr 2017
BB_twtr at SemEval-2017 Task 4: Twitter Sentiment Analysis with CNNs and
  LSTMs
BB_twtr at SemEval-2017 Task 4: Twitter Sentiment Analysis with CNNs and LSTMs
M. Cliche
12
228
0
20 Apr 2017
Topic Identification for Speech without ASR
Topic Identification for Speech without ASR
Chunxi Liu
J. Trmal
Matthew Wiesner
Craig Harman
Sanjeev Khudanpur
BDL
12
20
0
22 Mar 2017
Predicting Audience's Laughter Using Convolutional Neural Network
Predicting Audience's Laughter Using Convolutional Neural Network
L. Chen
Chong Min Lee
HAI
11
27
0
08 Feb 2017
Exploiting Domain Knowledge via Grouped Weight Sharing with Application
  to Text Categorization
Exploiting Domain Knowledge via Grouped Weight Sharing with Application to Text Categorization
Ye Zhang
Matthew Lease
Byron C. Wallace
8
15
0
08 Feb 2017
How to evaluate word embeddings? On importance of data efficiency and
  simple supervised tasks
How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks
Stanislaw Jastrzebski
Damian Lesniak
Wojciech M. Czarnecki
11
77
0
07 Feb 2017
Search Intelligence: Deep Learning For Dominant Category Prediction
Search Intelligence: Deep Learning For Dominant Category Prediction
Z. Malik
Mo Kobrosli
Peter Maas
16
0
0
06 Feb 2017
A Multichannel Convolutional Neural Network For Cross-language Dialog
  State Tracking
A Multichannel Convolutional Neural Network For Cross-language Dialog State Tracking
Hongjie Shi
Takashi Ushio
M. Endo
K. Yamagami
Noriaki Horii
10
33
0
23 Jan 2017
Is a picture worth a thousand words? A Deep Multi-Modal Fusion
  Architecture for Product Classification in e-commerce
Is a picture worth a thousand words? A Deep Multi-Modal Fusion Architecture for Product Classification in e-commerce
Tom Zahavy
Alessandro Magnani
Abhinandan Krishnan
Shie Mannor
14
62
0
29 Nov 2016
Text Classification Improved by Integrating Bidirectional LSTM with
  Two-dimensional Max Pooling
Text Classification Improved by Integrating Bidirectional LSTM with Two-dimensional Max Pooling
P. Zhou
Zhenyu Qi
Suncong Zheng
Jiaming Xu
Hongyun Bao
Bo Xu
AI4TS
24
494
0
21 Nov 2016
CB2CF: A Neural Multiview Content-to-Collaborative Filtering Model for
  Completely Cold Item Recommendations
CB2CF: A Neural Multiview Content-to-Collaborative Filtering Model for Completely Cold Item Recommendations
Oren Barkan
Noam Koenigstein
E. Yogev
Ori Katz
VLM
37
4
0
01 Nov 2016
Word Embeddings and Their Use In Sentence Classification Tasks
Word Embeddings and Their Use In Sentence Classification Tasks
Amit Mandelbaum
Adi Shalev
12
80
0
26 Oct 2016
Learning Robust Representations of Text
Learning Robust Representations of Text
Yitong Li
Trevor Cohn
Timothy Baldwin
OOD
140
15
0
20 Sep 2016
Multilingual Modal Sense Classification using a Convolutional Neural
  Network
Multilingual Modal Sense Classification using a Convolutional Neural Network
Ana Marasović
Anette Frank
11
21
0
18 Aug 2016
Modelling Context with User Embeddings for Sarcasm Detection in Social
  Media
Modelling Context with User Embeddings for Sarcasm Detection in Social Media
Silvio Amir
Byron C. Wallace
Hao Lyu
Mário J. Silva
13
250
0
04 Jul 2016
Using Word Embeddings in Twitter Election Classification
Using Word Embeddings in Twitter Election Classification
Xiao Yang
Craig Macdonald
I. Ounis
19
158
0
22 Jun 2016
Learning text representation using recurrent convolutional neural
  network with highway layers
Learning text representation using recurrent convolutional neural network with highway layers
Ying Wen
Weinan Zhang
Rui Luo
Jun Wang
SSL
16
53
0
22 Jun 2016
Active Discriminative Text Representation Learning
Active Discriminative Text Representation Learning
Ye Zhang
Matthew Lease
Byron C. Wallace
10
4
0
14 Jun 2016
Siamese convolutional networks based on phonetic features for cognate
  identification
Siamese convolutional networks based on phonetic features for cognate identification
Taraka Rama
6
6
0
17 May 2016
Rationale-Augmented Convolutional Neural Networks for Text
  Classification
Rationale-Augmented Convolutional Neural Networks for Text Classification
Ye Zhang
Iain J. Marshall
Byron C. Wallace
18
158
0
14 May 2016
Sentence-Level Grammatical Error Identification as Sequence-to-Sequence
  Correction
Sentence-Level Grammatical Error Identification as Sequence-to-Sequence Correction
A. Schmaltz
Yoon Kim
Alexander M. Rush
Stuart M. Shieber
21
42
0
16 Apr 2016
MGNC-CNN: A Simple Approach to Exploiting Multiple Word Embeddings for
  Sentence Classification
MGNC-CNN: A Simple Approach to Exploiting Multiple Word Embeddings for Sentence Classification
Ye Zhang
Stephen Roller
Byron C. Wallace
22
105
0
03 Mar 2016
The Effects of Hyperparameters on SGD Training of Neural Networks
The Effects of Hyperparameters on SGD Training of Neural Networks
Thomas Breuel
61
63
0
12 Aug 2015
Improving neural networks by preventing co-adaptation of feature
  detectors
Improving neural networks by preventing co-adaptation of feature detectors
Geoffrey E. Hinton
Nitish Srivastava
A. Krizhevsky
Ilya Sutskever
Ruslan Salakhutdinov
VLM
243
7,597
0
03 Jul 2012
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