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Artificial Neural Networks and Machine Learning – ICANN 2020

Overview of attention for book
Cover of 'Artificial Neural Networks and Machine Learning – ICANN 2020'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 On the Security Relevance of Initial Weights in Deep Neural Networks
  3. Altmetric Badge
    Chapter 2 Fractal Residual Network for Face Image Super-Resolution
  4. Altmetric Badge
    Chapter 3 From Imbalanced Classification to Supervised Outlier Detection Problems: Adversarially Trained Auto Encoders
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    Chapter 4 Generating Adversarial Texts for Recurrent Neural Networks
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    Chapter 5 Enforcing Linearity in DNN Succours Robustness and Adversarial Image Generation
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    Chapter 6 Computational Analysis of Robustness in Neural Network Classifiers
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    Chapter 7 Convolutional Neural Networks with Reusable Full-Dimension-Long Layers for Feature Selection and Classification of Motor Imagery in EEG Signals
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    Chapter 8 Compressing Genomic Sequences by Using Deep Learning
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    Chapter 9 Learning Tn5 Sequence Bias from ATAC-seq on Naked Chromatin
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    Chapter 10 Tucker Tensor Decomposition of Multi-session EEG Data
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    Chapter 11 Reactive Hand Movements from Arm Kinematics and EMG Signals Based on Hierarchical Gaussian Process Dynamical Models
  13. Altmetric Badge
    Chapter 12 Investigating Efficient Learning and Compositionality in Generative LSTM Networks
  14. Altmetric Badge
    Chapter 13 Fostering Event Compression Using Gated Surprise
  15. Altmetric Badge
    Chapter 14 Physiologically-Inspired Neural Circuits for the Recognition of Dynamic Faces
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    Chapter 15 Hierarchical Modeling with Neurodynamical Agglomerative Analysis
  17. Altmetric Badge
    Chapter 16 Deep and Wide Neural Networks Covariance Estimation
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    Chapter 17 Monotone Deep Spectrum Kernels
  19. Altmetric Badge
    Chapter 18 Permutation Learning in Convolutional Neural Networks for Time-Series Analysis
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    Chapter 19 GTFNet: Ground Truth Fitting Network for Crowd Counting
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    Chapter 20 Evaluation of Deep Learning Methods for Bone Suppression from Dual Energy Chest Radiography
  22. Altmetric Badge
    Chapter 21 Multi-person Absolute 3D Human Pose Estimation with Weak Depth Supervision
  23. Altmetric Badge
    Chapter 22 Solar Power Forecasting Based on Pattern Sequence Similarity and Meta-learning
  24. Altmetric Badge
    Chapter 23 Analysis and Prediction of Deforming 3D Shapes Using Oriented Bounding Boxes and LSTM Autoencoders
  25. Altmetric Badge
    Chapter 24 Novel Sketch-Based 3D Model Retrieval via Cross-domain Feature Clustering and Matching
  26. Altmetric Badge
    Chapter 25 Multi-objective Cuckoo Algorithm for Mobile Devices Network Architecture Search
  27. Altmetric Badge
    Chapter 26 DeepED: A Deep Learning Framework for Estimating Evolutionary Distances
  28. Altmetric Badge
    Chapter 27 Interpretable Machine Learning Structure for an Early Prediction of Lane Changes
  29. Altmetric Badge
    Chapter 28 Convex Density Constraints for Computing Plausible Counterfactual Explanations
  30. Altmetric Badge
    Chapter 29 Identifying Critical States by the Action-Based Variance of Expected Return
  31. Altmetric Badge
    Chapter 30 Explaining Concept Drift by Mean of Direction
  32. Altmetric Badge
    Chapter 31 Context Adaptive Metric Model for Meta-learning
  33. Altmetric Badge
    Chapter 32 Ensemble-Based Deep Metric Learning for Few-Shot Learning
  34. Altmetric Badge
    Chapter 33 More Attentional Local Descriptors for Few-Shot Learning
  35. Altmetric Badge
    Chapter 34 Implementation of Siamese-Based Few-Shot Learning Algorithms for the Distinction of COPD and Asthma Subjects
  36. Altmetric Badge
    Chapter 35 Few-Shot Learning for Medical Image Classification
  37. Altmetric Badge
    Chapter 36 Adversarial Defense via Attention-Based Randomized Smoothing
  38. Altmetric Badge
    Chapter 37 Learning to Learn from Mistakes: Robust Optimization for Adversarial Noise
  39. Altmetric Badge
    Chapter 38 Unsupervised Anomaly Detection with a GAN Augmented Autoencoder
  40. Altmetric Badge
    Chapter 39 An Efficient Blurring-Reconstruction Model to Defend Against Adversarial Attacks
  41. Altmetric Badge
    Chapter 40 EdgeAugment: Data Augmentation by Fusing and Filling Edge Maps
  42. Altmetric Badge
    Chapter 41 Face Anti-spoofing with a Noise-Attention Network Using Color-Channel Difference Images
  43. Altmetric Badge
    Chapter 42 Variational Autoencoder with Global- and Medium Timescale Auxiliaries for Emotion Recognition from Speech
  44. Altmetric Badge
    Chapter 43 Improved Classification Based on Deep Belief Networks
  45. Altmetric Badge
    Chapter 44 Temporal Anomaly Detection by Deep Generative Models with Applications to Biological Data
  46. Altmetric Badge
    Chapter 45 Inferring, Predicting, and Denoising Causal Wave Dynamics
  47. Altmetric Badge
    Chapter 46 PART-GAN: Privacy-Preserving Time-Series Sharing
  48. Altmetric Badge
    Chapter 47 EvoNet: A Neural Network for Predicting the Evolution of Dynamic Graphs
  49. Altmetric Badge
    Chapter 48 Facial Expression Recognition Method Based on a Part-Based Temporal Convolutional Network with a Graph-Structured Representation
  50. Altmetric Badge
    Chapter 49 Generating Facial Expressions Associated with Text
  51. Altmetric Badge
    Chapter 50 Bilinear Fusion of Commonsense Knowledge with Attention-Based NLI Models
  52. Altmetric Badge
    Chapter 51 Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases
  53. Altmetric Badge
    Chapter 52 Tell Me Why You Feel That Way: Processing Compositional Dependency for Tree-LSTM Aspect Sentiment Triplet Extraction (TASTE)
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    Chapter 53 SOM-Based System for Sequence Chunking and Planning
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    Chapter 54 Bilinear Models for Machine Learning
  56. Altmetric Badge
    Chapter 55 Enriched Feature Representation and Combination for Deep Saliency Detection
  57. Altmetric Badge
    Chapter 56 Spectral Graph Reasoning Network for Hyperspectral Image Classification
  58. Altmetric Badge
    Chapter 57 Salient Object Detection with Edge Recalibration
  59. Altmetric Badge
    Chapter 58 Multi-Scale Cross-Modal Spatial Attention Fusion for Multi-label Image Recognition
  60. Altmetric Badge
    Chapter 59 A New Efficient Finger-Vein Verification Based on Lightweight Neural Network Using Multiple Schemes
  61. Altmetric Badge
    Chapter 60 SU-Net: An Efficient Encoder-Decoder Model of Federated Learning for Brain Tumor Segmentation
  62. Altmetric Badge
    Chapter 61 Synthesis of Registered Multimodal Medical Images with Lesions
  63. Altmetric Badge
    Chapter 62 ACE-Net: Adaptive Context Extraction Network for Medical Image Segmentation
  64. Altmetric Badge
    Chapter 63 Wavelet U-Net for Medical Image Segmentation
  65. Altmetric Badge
    Chapter 64 Character-Based LSTM-CRF with Semantic Features for Chinese Event Element Recognition
  66. Altmetric Badge
    Chapter 65 Sequence Prediction Using Spectral RNNs
  67. Altmetric Badge
    Chapter 66 Attention Based Mechanism for Load Time Series Forecasting: AN-LSTM
  68. Altmetric Badge
    Chapter 67 DartsReNet: Exploring New RNN Cells in ReNet Architectures
  69. Altmetric Badge
    Chapter 68 On Multi-modal Fusion for Freehand Gesture Recognition
  70. Altmetric Badge
    Chapter 69 Recurrent Neural Network Learning of Performance and Intrinsic Population Dynamics from Sparse Neural Data
Attention for Chapter 38: Unsupervised Anomaly Detection with a GAN Augmented Autoencoder
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About this Attention Score

  • Average Attention Score compared to outputs of the same age
  • Good Attention Score compared to outputs of the same age and source (75th percentile)

Mentioned by

twitter
5 tweeters

Readers on

mendeley
3 Mendeley
Summary Twitter
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Chapter title
Unsupervised Anomaly Detection with a GAN Augmented Autoencoder
Chapter number 38
Book title
Artificial Neural Networks and Machine Learning – ICANN 2020
Published in
arXiv, October 2020
DOI 10.1007/978-3-030-61609-0_38
Book ISBNs
978-3-03-061608-3, 978-3-03-061609-0
Authors

Laya Rafiee, Thomas Fevens, Laya Rafiee Sevyeri, Rafiee, Laya, Fevens, Thomas

View on publisher site
Twitter Demographics

Twitter Demographics

The data shown below were collected from the profiles of 5 tweeters 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 3 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 3 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 1 33%
Unknown 2 67%
Readers by discipline Count As %
Computer Science 1 33%
Unknown 2 67%
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 03 January 2022.
All research outputs
#14,338,684
of 24,093,053 outputs
Outputs from arXiv
#237,404
of 1,018,817 outputs
Outputs of similar age
#210,692
of 417,587 outputs
Outputs of similar age from arXiv
#7,648
of 33,865 outputs
Altmetric has tracked 24,093,053 research outputs across all sources so far. This one is in the 39th percentile – i.e., 39% of other outputs scored the same or lower than it.
So far Altmetric has tracked 1,018,817 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 74% 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 417,587 tracked outputs that were published within six weeks on either side of this one in any source. This one is in the 47th percentile – i.e., 47% of its contemporaries scored the same or lower than it.
We're also able to compare this research output to 33,865 others from the same source and published within six weeks on either side of this one. This one has done well, scoring higher than 75% of its contemporaries.

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