A survey and implementation on neural network visualization

Yin Chung Leung; Jui Hung Chang; Ren Hung Hwang

doi:10.1109/I-SPAN.2018.00026

A survey and implementation on neural network visualization

Yin Chung Leung, Jui Hung Chang, Ren Hung Hwang

Teaching and Learning Technology Division

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

With the rising demand of learning neural network technology and analysis in recent years, how to diffuse the knowledge from sophisticated researchers to the general audience has become an essential issue. We have conducted a short survey on neural network visualization. Regarding the problem that existing tools for the neural network development provide limited visualization for model editing, we have implemented an easy-to-use neural network development platform prototype with full visualization on both model designing and results analysis. Users can now design, edit and analyze in a user-friendly browser-based environment, while training the model on one-click running through the webgenerated program.

Original language	English
Title of host publication	Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	107-112
Number of pages	6
ISBN (Electronic)	9781538685341
DOIs	https://doi.org/10.1109/I-SPAN.2018.00026
Publication status	Published - 2019 Feb 5
Event	15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018 - Yichang, China Duration: 2018 Oct 16 → 2018 Oct 18

Publication series

Name	Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018

Conference

Conference	15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018
Country/Territory	China
City	Yichang
Period	18-10-16 → 18-10-18

All Science Journal Classification (ASJC) codes

Computer Networks and Communications
Computer Science Applications
Hardware and Architecture
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality
Media Technology

Access to Document

10.1109/I-SPAN.2018.00026

Cite this

Leung, Y. C., Chang, J. H., & Hwang, R. H. (2019). A survey and implementation on neural network visualization. In Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018 (pp. 107-112). [8636281] (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/I-SPAN.2018.00026

Leung, Yin Chung ; Chang, Jui Hung ; Hwang, Ren Hung. / A survey and implementation on neural network visualization. Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 107-112 (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018).

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title = "A survey and implementation on neural network visualization",

abstract = "With the rising demand of learning neural network technology and analysis in recent years, how to diffuse the knowledge from sophisticated researchers to the general audience has become an essential issue. We have conducted a short survey on neural network visualization. Regarding the problem that existing tools for the neural network development provide limited visualization for model editing, we have implemented an easy-to-use neural network development platform prototype with full visualization on both model designing and results analysis. Users can now design, edit and analyze in a user-friendly browser-based environment, while training the model on one-click running through the webgenerated program.",

author = "Leung, {Yin Chung} and Chang, {Jui Hung} and Hwang, {Ren Hung}",

year = "2019",

month = feb,

day = "5",

doi = "10.1109/I-SPAN.2018.00026",

language = "English",

series = "Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "107--112",

booktitle = "Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018",

address = "United States",

note = "15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018 ; Conference date: 16-10-2018 Through 18-10-2018",

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Leung, YC, Chang, JH & Hwang, RH 2019, A survey and implementation on neural network visualization. in Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018., 8636281, Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018, Institute of Electrical and Electronics Engineers Inc., pp. 107-112, 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018, Yichang, China, 18-10-16. https://doi.org/10.1109/I-SPAN.2018.00026

A survey and implementation on neural network visualization. / Leung, Yin Chung; Chang, Jui Hung; Hwang, Ren Hung.

Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018. Institute of Electrical and Electronics Engineers Inc., 2019. p. 107-112 8636281 (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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Leung YC, Chang JH, Hwang RH. A survey and implementation on neural network visualization. In Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018. Institute of Electrical and Electronics Engineers Inc. 2019. p. 107-112. 8636281. (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018). doi: 10.1109/I-SPAN.2018.00026

A survey and implementation on neural network visualization

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