❤️ Local Minima Problem Neural Network

Google Keyword Rankings for : local minima problem neural network

1
https://medium.com/@pranabbhadani/is-the-local-minima-a-real-issue-in-deep-neural-learning-6d812b28d684
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2
https://www.fromthegenesis.com/is-the-local-minima-a-real-issue-in-artificial-neural-network/
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3
https://www.quora.com/How-do-I-overcome-a-local-minimum-problem-in-neural-networks
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4
http://proceedings.mlr.press/v108/kawaguchi20b/kawaguchi20b.pdf
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5
https://standoutpublishing.com/g/local%20minimum.html
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6
https://stats.stackexchange.com/questions/108631/neural-networks-are-local-minima-bad
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7
https://vitalflux.com/local-global-maxima-minima-explained-examples/
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8
https://arxiv.org/abs/2012.13632
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9
https://openreview.net/pdf?id=Syoiqwcxx
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10
https://pubmed.ncbi.nlm.nih.gov/18267788/
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11
https://www.jmlr.org/papers/volume22/19-586/19-586.pdf
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12
https://www.sciencedirect.com/science/article/pii/S0925231208002002
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13
http://papers.neurips.cc/paper/6112-deep-learning-without-poor-local-minima.pdf
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14
https://lis.csail.mit.edu/pubs/kawaguchi-nc2019.pdf
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15
https://blog.paperspace.com/intro-to-optimization-in-deep-learning-gradient-descent/
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16
https://link.springer.com/content/pdf/10.1007/978-3-540-76928-6_12.pdf
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17
https://papers.nips.cc/paper/6112-deep-learning-without-poor-local-minima
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18
https://ieeexplore.ieee.org/iel4/72/6922/00279182.pdf
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19
https://www.arxiv-vanity.com/papers/1611.06310/
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20
https://www.kdnuggets.com/2017/06/deep-learning-local-minimum.html
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21
https://www.adventuresinwhy.com/post/local-minima-distribution/
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22
https://www.kaggle.com/questions-and-answers/228156
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23
https://par.nsf.gov/servlets/purl/10201450
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24
https://www.researchgate.net/publication/220237893_Avoiding_the_Local_Minima_Problem_in_Backpropagation_Algorithm_with_Modified_Error_Function
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25
https://pubsonline.informs.org/doi/abs/10.1287/moor.2021.1228
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26
https://dphi.tech/learn/getting-started-with-deep-learning/optimising-a-neural-network/263/optimizing-a-neural-network-part-2
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27
https://www.i2tutorials.com/how-can-you-avoid-local-minima-to-achieve-the-minimized-loss-function/
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28
http://www.vision.jhu.edu/assets/HaeffeleCVPR17.pdf
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29
https://www.cs.auckland.ac.nz/~pat/706_98/ln/node158.html
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30
https://machinelearningmastery.com/why-training-a-neural-network-is-hard/
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31
https://www.youtube.com/watch?v=NA8jPdQ_vBM
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32
https://neuron.eng.wayne.edu/tarek/MITbook/chap8/ch8-5.html
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33
https://www.worldscientific.com/doi/pdf/10.1142/S2010194512005533
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34
https://www.studocu.com/en-us/messages/question/2715171/discuss-the-problem-of-local-minima-in-neural-network-training-and-techniques-to-ensure
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35
https://cedar.buffalo.edu/~srihari/CSE676/8.2%20NNOptimization.pdf
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36
https://www.semanticscholar.org/paper/On-the-problem-of-local-minima-in-recurrent-neural-Bianchini-Gori/71e2ad0ffd39f7d5e117b49272a8f598130b07d7
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37
https://www.reddit.com/r/learnmachinelearning/comments/6wqfu7/how_neural_networks_avoid_local_minima_problem/
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38
https://towardsdatascience.com/how-to-train-neural-networks-like-a-pro-1d2362768c1
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39
http://www0.cs.ucl.ac.uk/staff/M.Herbster/pubs/exp-min.pdf
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40
https://cnl.salk.edu/~schraudo/teach/NNcourse/momrate.html
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41
https://www.ism.ac.jp/~fukumizu/papers/icann99.pdf
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42
https://epubs.siam.org/doi/pdf/10.1137/19M1308943
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43
https://iopscience.iop.org/article/10.1088/2632-2153/ac64e6/pdf
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44
https://stackoverflow.com/questions/18533643/neural-network-local-minimum-evasion-techniques
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45
https://statinfer.com/203-5-10-local-vs-global-minimum/
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46
https://paperswithcode.com/paper/on-the-omnipresence-of-spurious-local-minima
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47
https://www.rsisinternational.org/journals/ijrias/DigitalLibrary/Vol.5&Issue1/210-217.pdf
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48
https://d4datascience.com/category/neural-network/
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49
https://ganguli-gang.stanford.edu/pdf/14.SaddlePoint.NIPS.pdf
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50
https://www.cs.montana.edu/courses/spring2009/536/lectures/tom-4b.ppt
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51
https://www.analyticsvidhya.com/blog/2021/04/is-gradient-descent-sufficient-for-neural-network/
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52
https://www.dcs.bbk.ac.uk/~gmagoulas/365.pdf
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53
https://dl.acm.org/doi/pdf/10.5555/3546258.3546401
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54
https://www.jeremyjordan.me/nn-learning-rate/
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55
https://optimization-online.org/2019/10/7409/
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56
https://quandco.com/blog/arxiv-2110-02479
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57
https://www.cs.rit.edu/~rlaz/PatternRecognition/slides/6-4_5_6.pdf
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https://liacs.leidenuniv.nl/assets/PDF/TechRep/tr95-19.pdf
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59
https://journal.uob.edu.bh/handle/123456789/3486
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60
https://ml4a.github.io/ml4a/how_neural_networks_are_trained/
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61
https://www.pnas.org/doi/10.1073/pnas.1908636117
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62
https://www.techleer.com/articles/526-adding-one-neuron-can-eliminate-all-bad-local-minima/
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63
https://www.padl.ws/papers/Paper%2040.pdf
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64
https://news.ycombinator.com/item?id=10884233
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65
https://github.com/topics/local-minima
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66
https://analyticsindiamag.com/what-is-the-plateau-problem-in-neural-networks-and-how-to-fix-it/
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67
https://www.weizmann.ac.il/math/yonina/sites/math.yonina/files/The%20Global%20Optimization%20Geometry%20of%20Shallow%20Linear%20Neural%20Networks.pdf
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68
https://www.cs.ubc.ca/labs/lci/mlrg/slides/deep_learning.pdf
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69
https://folk.ntnu.no/skoge/prost/proceedings/cdc-2008/data/papers/1828.pdf
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70
https://link.gale.com/apps/doc/A607662144/AONE?u=googlescholar&sid=AONE&xid=f140d58d
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71
https://en.wikipedia.org/wiki/Artificial_neural_network
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72
https://web.cs.hacettepe.edu.tr/~ilyas/Courses/BIL712/lec03-NeuralNetwork.pdf
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73
https://www.ibm.com/cloud/learn/gradient-descent
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74
https://www.inference.vc/sharp-vs-flat-minima-are-still-a-mystery-to-me/
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https://userweb.cs.txstate.edu/~zz11/publications/ISNN.pdf
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76
https://sebastianraschka.com/faq/docs/neuralnet-error.html
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https://www.cs.princeton.edu/courses/archive/fall19/cos597B/lecnotes/bookdraft.pdf
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78
https://deeplearning.cs.cmu.edu/F22/document/slides/lec6.optimization.pdf
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https://users.cs.duke.edu/~rongge/stoc2018ml/Ge_STOC_2018.pptx
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https://www.csee.umbc.edu/~ypeng/Publications/2015/Nc2013.pdf
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81
https://theorangeduck.com/page/neural-network-not-working
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82
https://rossum.ai/blog/does-adding-one-neuron-help-real-world-networks/
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83
http://ui.adsabs.harvard.edu/abs/2021arXiv210402955R/abstract
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84
https://zenodo.org/record/1328734/files/606.pdf
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85
https://ryanwingate.com/intro-to-machine-learning/deep/training-considerations/
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86
https://vimeo.com/287767803
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87
https://www.coursera.org/lecture/deep-neural-network/the-problem-of-local-optima-RFANA
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88
https://kennethfriedman.org/projects/escaping-local-min/
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89
https://www.mathworks.com/matlabcentral/answers/108658-a-problem-with-neural-network-training
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90
https://books.google.com/books?id=apc7oPqcOkcC&pg=PA161&lpg=PA161&dq=local+minima+problem+neural+network&source=bl&ots=0BDYdreVzV&sig=ACfU3U3_3ReLLj1dBqd64iTI7QIAq8Hflg&hl=en&sa=X&ved=2ahUKEwjZ7Lzby8D7AhX5aqQEHflfCysQ6AF6BQjXAhAD
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91
https://www.nature.com/articles/s41928-022-00869-w
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92
https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/playground-exercises
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https://www.mdpi.com/2075-5309/12/11/2039
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