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Quasi-Recurrent Neural Networks

https://arxiv.org/abs/1611.01576

Modeling of nonlinear system based on deep learning framework

https://www.researchgate.net/publication/288700047_Modeling_of_nonlinear_system_based_on_deep_learning_framework

Learning to Design Circuits

https://arxiv.org/abs/1812.02734

Non-linear system modeling using LSTM neuralnetworks

https://reader.elsevier.com/reader/sd/pii/S2405896318310814?token=243634B07809F6F21E3E6A15D91C8EBE28670B9F96CA29D245C0B55AFC8C64DE9C94FDA23D3DD18B169E77DFDA7ABDE9

Deep Learning for Tube Amplifier Emulation

https://arxiv.org/abs/1811.00334

Identification of Volterra Models of Tube Audio Devices using Multiple-Variance Method

http://www.aes.org/e-lib/browse.cfm?elib=19864

Gray-Box Modeling of Guitar Amplifiers

http://www.aes.org/e-lib/browse.cfm?elib=19874

Time Series Shapelets: A New Primitive for Data Mining

http://alumni.cs.ucr.edu/~lexiangy/Shapelet/kdd2009shapelet.pdf

A Digital Modeling Technique for Distortion Effect Based on a Machine Learning Approach

http://www.apsipa.org/proceedings/2018/pdfs/0001888.pdf

AN INTRODUCTION TO THE USE OF NEURAL NETWORKS IN CONTROL SYSTEMS

http://www.geocities.ws/djorland/NNControl.pdf

Table Detection using Deep Learning

https://www.researchgate.net/profile/Azka_Gilani2/publication/320243569_Table_Detection_Using_Deep_Learning/links/59d725ca458515db19c9b544/Table-Detection-Using-Deep-Learning.pdf?origin=publication_detail

バックプロパゲーションによる階層形ニューラル非線形フィルタの設計

https://search.ieice.org/bin/pdf_link.php?category=A&lang=J&year=1991&fname=j74-a_3_421&abst=
j74-a_3_421.pdf

１クラス分類に基づく時系列データの波形パターン学習

どんなもの？

One-class SVMとshapeletを組み合わせて同時に勾配法によって学習させる。

先行研究と比べてどこがすごい？

SGDにより、非線形な分類器を扱うにもかかわらず計算量が少ない
学習データだけで異常データを発見可能

技術や手法のキモはどこ？

どうやって有効だと検証した？

人口データと実データ(UCR time series archive)を用いてLTSとAUCとF値を比較
議論はある？
次に読むべき論文は？

Loudspeaker Nonlinearities - Analysis and Compensation

https://www.computer.org/csdl/proceedings/acssc/1992/3160/00/00269094.pdf

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

https://arxiv.org/abs/1506.01497

A Wavenet for Speech Denoising

https://arxiv.org/abs/1706.07162

A Neural Network Approach to the Adaptive Correction of Loudspeaker Nonlinearities

http://www.aes.org/e-lib/browse.cfm?elib=6482

Inverse filtering of a loudspeaker and room acoustics using time-delay neural networks

https://pdfs.semanticscholar.org/911e/6cd95ca356e04f96700134415a4e486f2f1c.pdf

Real Time Emulation of Parametric Guitar Tube Amplifier With Long Short Term Memory Neural Network

https://arxiv.org/abs/1804.07145

http://www.aes.org/e-lib/browse.cfm?elib=19483

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