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Artificial Neural Networks and Machine Learning – ICANN 2018

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Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Fast CNN Pruning via Redundancy-Aware Training
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    Chapter 2 Two-Stream Convolutional Neural Network for Multimodal Matching
  4. Altmetric Badge
    Chapter 3 Kernel Graph Convolutional Neural Networks
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    Chapter 4 A Histogram of Oriented Gradients for Broken Bars Diagnosis in Squirrel Cage Induction Motors
  6. Altmetric Badge
    Chapter 5 Learning Game by Profit Sharing Using Convolutional Neural Network
  7. Altmetric Badge
    Chapter 6 Detection of Fingerprint Alterations Using Deep Convolutional Neural Networks
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    Chapter 7 A Convolutional Neural Network Approach for Modeling Semantic Trajectories and Predicting Future Locations
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    Chapter 8 Neural Networks for Multi-lingual Multi-label Document Classification
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    Chapter 9 Multi-region Ensemble Convolutional Neural Network for Facial Expression Recognition
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    Chapter 10 Further Advantages of Data Augmentation on Convolutional Neural Networks
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    Chapter 11 DTI-RCNN: New Efficient Hybrid Neural Network Model to Predict Drug–Target Interactions
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    Chapter 12 Hierarchical Convolution Neural Network for Emotion Cause Detection on Microblogs
  14. Altmetric Badge
    Chapter 13 Direct Training of Dynamic Observation Noise with UMarineNet
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    Chapter 14 Convolutional Soft Decision Trees
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    Chapter 15 A Multi-level Attention Model for Text Matching
  17. Altmetric Badge
    Chapter 16 Attention Enhanced Chinese Word Embeddings
  18. Altmetric Badge
    Chapter 17 Balancing Convolutional Neural Networks Pipeline in FPGAs
  19. Altmetric Badge
    Chapter 18 Generating Diverse and Meaningful Captions
  20. Altmetric Badge
    Chapter 19 Assessing Image Analysis Filters as Augmented Input to Convolutional Neural Networks for Image Classification
  21. Altmetric Badge
    Chapter 20 Balanced Cortical Microcircuitry-Based Network for Working Memory
  22. Altmetric Badge
    Chapter 21 Learning Continuous Muscle Control for a Multi-joint Arm by Extending Proximal Policy Optimization with a Liquid State Machine
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    Chapter 22 A Supervised Multi-spike Learning Algorithm for Recurrent Spiking Neural Networks
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    Chapter 23 Artwork Retrieval Based on Similarity of Touch Using Convolutional Neural Network
  25. Altmetric Badge
    Chapter 24 Microsaccades for Neuromorphic Stereo Vision
  26. Altmetric Badge
    Chapter 25 A Neural Spiking Approach Compared to Deep Feedforward Networks on Stepwise Pixel Erasement
  27. Altmetric Badge
    Chapter 26 Sparsity Enables Data and Energy Efficient Spiking Convolutional Neural Networks
  28. Altmetric Badge
    Chapter 27 Design of Spiking Rate Coded Logic Gates for C. elegans Inspired Contour Tracking
  29. Altmetric Badge
    Chapter 28 Gating Sensory Noise in a Spiking Subtractive LSTM
  30. Altmetric Badge
    Chapter 29 Spiking Signals in FOC Control Drive
  31. Altmetric Badge
    Chapter 30 Spiking Neural Network Controllers Evolved for Animat Foraging Based on Temporal Pattern Recognition in the Presence of Noise on Input
  32. Altmetric Badge
    Chapter 31 Spiking Neural Networks Evolved to Perform Multiplicative Operations
  33. Altmetric Badge
    Chapter 32 Very Small Spiking Neural Networks Evolved for Temporal Pattern Recognition and Robust to Perturbed Neuronal Parameters
  34. Altmetric Badge
    Chapter 33 Machine Learning to Predict Toxicity of Compounds
  35. Altmetric Badge
    Chapter 34 Energy-Based Clustering for Pruning Heterogeneous Ensembles
  36. Altmetric Badge
    Chapter 35 Real-Time Hand Gesture Recognition Based on Electromyographic Signals and Artificial Neural Networks
  37. Altmetric Badge
    Chapter 36 Fast Communication Structure for Asynchronous Distributed ADMM Under Unbalance Process Arrival Pattern
  38. Altmetric Badge
    Chapter 37 Improved Personalized Rankings Using Implicit Feedback
  39. Altmetric Badge
    Chapter 38 Cosine Normalization: Using Cosine Similarity Instead of Dot Product in Neural Networks
  40. Altmetric Badge
    Chapter 39 Discovering Thermoelectric Materials Using Machine Learning: Insights and Challenges
  41. Altmetric Badge
    Chapter 40 Auto-tuning Neural Network Quantization Framework for Collaborative Inference Between the Cloud and Edge
  42. Altmetric Badge
    Chapter 41 GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders
  43. Altmetric Badge
    Chapter 42 Generation of Reference Trajectories for Safe Trajectory Planning
  44. Altmetric Badge
    Chapter 43 Joint Application of Group Determination of Parameters and of Training with Noise Addition to Improve the Resilience of the Neural Network Solution of the Inverse Problem in Spectroscopy to Noise in Data
  45. Altmetric Badge
    Chapter 44 Generating Natural Answers on Knowledge Bases and Text by Sequence-to-Sequence Learning
  46. Altmetric Badge
    Chapter 45 Mitigating Concept Drift via Rejection
  47. Altmetric Badge
    Chapter 46 Strategies to Enhance Pattern Recognition in Neural Networks Based on the Insect Olfactory System
  48. Altmetric Badge
    Chapter 47 HyperNets and Their Application to Learning Spatial Transformations
  49. Altmetric Badge
    Chapter 48 Catastrophic Forgetting: Still a Problem for DNNs
  50. Altmetric Badge
    Chapter 49 Queue-Based Resampling for Online Class Imbalance Learning
  51. Altmetric Badge
    Chapter 50 Learning Simplified Decision Boundaries from Trapezoidal Data Streams
  52. Altmetric Badge
    Chapter 51 Improving Active Learning by Avoiding Ambiguous Samples
  53. Altmetric Badge
    Chapter 52 Solar Power Forecasting Using Dynamic Meta-Learning Ensemble of Neural Networks
  54. Altmetric Badge
    Chapter 53 Using Bag-of-Little Bootstraps for Efficient Ensemble Learning
  55. Altmetric Badge
    Chapter 54 Learning Preferences for Large Scale Multi-label Problems
  56. Altmetric Badge
    Chapter 55 Affinity Propagation Based Closed-Form Semi-supervised Metric Learning Framework
  57. Altmetric Badge
    Chapter 56 Online Approximation of Prediction Intervals Using Artificial Neural Networks
  58. Altmetric Badge
    Chapter 57 Estimation of Microphysical Parameters of Atmospheric Pollution Using Machine Learning
  59. Altmetric Badge
    Chapter 58 Communication Style - An Analysis from the Perspective of Automated Learning
  60. Altmetric Badge
    Chapter 59 Directional Data Analysis for Shape Classification
  61. Altmetric Badge
    Chapter 60 Semantic Space Transformations for Cross-Lingual Document Classification
  62. Altmetric Badge
    Chapter 61 Automatic Treatment of Bird Audios by Means of String Compression Applied to Sound Clustering in Xeno-Canto Database
  63. Altmetric Badge
    Chapter 62 FROD: Fast and Robust Distance-Based Outlier Detection with Active-Inliers-Patterns in Data Streams
  64. Altmetric Badge
    Chapter 63 Unified Framework for Joint Attribute Classification and Person Re-identification
  65. Altmetric Badge
    Chapter 64 Associative Graph Data Structures Used for Acceleration of K Nearest Neighbor Classifiers
  66. Altmetric Badge
    Chapter 65 A Game-Theoretic Framework for Interpretable Preference and Feature Learning
  67. Altmetric Badge
    Chapter 66 A Dynamic Ensemble Learning Framework for Data Stream Analysis and Real-Time Threat Detection
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    Chapter 67 Gaussian Kernel-Based Fuzzy Clustering with Automatic Bandwidth Computation
  69. Altmetric Badge
    Chapter 68 Fuzzy Clustering Algorithm Based on Adaptive Euclidean Distance and Entropy Regularization for Interval-Valued Data
  70. Altmetric Badge
    Chapter 69 Input-Dependably Feature-Map Pruning
  71. Altmetric Badge
    Chapter 70 Thermal Comfort Index Estimation and Parameter Selection Using Fuzzy Convolutional Neural Network
  72. Altmetric Badge
    Chapter 71 Soft Computing Modeling of the Illegal Immigration Density in the Borders of Greece
  73. Altmetric Badge
    Chapter 72 Fuzzy Implications Generating from Fuzzy Negations
  74. Altmetric Badge
    Chapter 73 Improving Ensemble Learning Performance with Complementary Neural Networks for Facial Expression Recognition
  75. Altmetric Badge
    Chapter 74 Automatic Beautification for Group-Photo Facial Expressions Using Novel Bayesian GANs
  76. Altmetric Badge
    Chapter 75 Fast and Accurate Affect Prediction Using a Hierarchy of Random Forests
  77. Altmetric Badge
    Chapter 76 Gender-Aware CNN-BLSTM for Speech Emotion Recognition
  78. Altmetric Badge
    Chapter 77 Semi-supervised Model for Emotion Recognition in Speech
  79. Altmetric Badge
    Chapter 78 Real-Time Embedded Intelligence System: Emotion Recognition on Raspberry Pi with Intel NCS
Attention for Chapter 10: Further Advantages of Data Augmentation on Convolutional Neural Networks
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About this Attention Score

  • Average Attention Score compared to outputs of the same age
  • Above-average Attention Score compared to outputs of the same age and source (62nd percentile)

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Chapter title
Further Advantages of Data Augmentation on Convolutional Neural Networks
Chapter number 10
Book title
Artificial Neural Networks and Machine Learning – ICANN 2018
Published in
arXiv, October 2018
DOI 10.1007/978-3-030-01418-6_10
Book ISBNs
978-3-03-001417-9, 978-3-03-001418-6
Authors

Alex Hernández-García, Peter König, Hernández-García, Alex, König, Peter

X Demographics

X Demographics

The data shown below were collected from the profiles of 6 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 95 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 95 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 23 24%
Student > Bachelor 10 11%
Student > Master 9 9%
Student > Doctoral Student 6 6%
Researcher 5 5%
Other 6 6%
Unknown 36 38%
Readers by discipline Count As %
Computer Science 23 24%
Engineering 18 19%
Agricultural and Biological Sciences 2 2%
Linguistics 1 1%
Immunology and Microbiology 1 1%
Other 11 12%
Unknown 39 41%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 2. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 27 June 2019.
All research outputs
#14,802,545
of 23,978,545 outputs
Outputs from arXiv
#271,040
of 1,010,913 outputs
Outputs of similar age
#188,555
of 347,669 outputs
Outputs of similar age from arXiv
#8,600
of 26,031 outputs
Altmetric has tracked 23,978,545 research outputs across all sources so far. This one is in the 37th percentile – i.e., 37% of other outputs scored the same or lower than it.
So far Altmetric has tracked 1,010,913 research outputs from this source. They receive a mean Attention Score of 4.0. This one has gotten more attention than average, scoring higher than 70% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 347,669 tracked outputs that were published within six weeks on either side of this one in any source. This one is in the 44th percentile – i.e., 44% of its contemporaries scored the same or lower than it.
We're also able to compare this research output to 26,031 others from the same source and published within six weeks on either side of this one. This one has gotten more attention than average, scoring higher than 62% of its contemporaries.