The source codes of DEVFNN (doi:10.21979/N9/LVFNVG)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

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Document Description

Citation

Title:

The source codes of DEVFNN

Identification Number:

doi:10.21979/N9/LVFNVG

Distributor:

DR-NTU (Data)

Date of Distribution:

2022-06-24

Version:

1

Bibliographic Citation:

Pratama, Mahardhika; Pedrycz, Witold; Webb, Geoffrey I., 2022, "The source codes of DEVFNN", https://doi.org/10.21979/N9/LVFNVG, DR-NTU (Data), V1, UNF:6:glL3E+ZePWuvW/m8qMs2VA== [fileUNF]

Study Description

Citation

Title:

The source codes of DEVFNN

Identification Number:

doi:10.21979/N9/LVFNVG

Authoring Entity:

Pratama, Mahardhika (Nanyang Technological University)

Pedrycz, Witold (University of Alberta, Edmonton, Canada)

Webb, Geoffrey I. (Monash University, Melbourne, Australia)

Software used in Production:

Matlab

Grant Number:

RG130/17

Distributor:

DR-NTU (Data)

Access Authority:

Pratama, Mahardhika

Depositor:

Pratama, Mahardhika

Date of Deposit:

2022-05-13

Holdings Information:

https://doi.org/10.21979/N9/LVFNVG

Study Scope

Keywords:

Computer and Information Science, Computer and Information Science, Data streams, deep neural networks (DNNs), fuzzy neural network (FNN), online learning

Abstract:

the source code of DEVFNN " An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Nonstationary Data Streams "

Kind of Data:

code

Methodology and Processing

Sources Statement

Data Access

Notes:

Please refer to the LICENSE.md file in this dataset.

Other Study Description Materials

Related Publications

Citation

Identification Number:

10.1109/TFUZZ.2019.2939993

Bibliographic Citation:

Pratama, M., Pedrycz, W., & Webb, G. I. (2020). An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Nonstationary Data Streams. IEEE Transactions on Fuzzy Systems, 28(7), 1315-1328.

File Description--f90855

File: NEweather_class.tab

  • Number of cases: 18158

  • No. of variables per record: 1

  • Type of File: text/tab-separated-values

Notes:

UNF:6:glL3E+ZePWuvW/m8qMs2VA==

Variable Description

List of Variables:

  • 0 - 0

Variables

0

f90855 Location:

Summary Statistics: Max. 1.0; Min. 0.0; StDev 0.46404937378315225; Valid 18158.0; Mean 0.3138010794140354;

Variable Format: numeric

Notes: UNF:6:glL3E+ZePWuvW/m8qMs2VA==

Other Study-Related Materials

Label:

ACKNOWLEDGEMENT.txt

Notes:

text/plain

Other Study-Related Materials

Label:

electricity_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

electricity_pricing.mat

Notes:

application/matlab-mat

Other Study-Related Materials

Label:

gClass_extended_multivariate.p

Notes:

text/x-pascal

Other Study-Related Materials

Label:

gClass_extended_multivariate_update.p

Notes:

text/x-pascal

Other Study-Related Materials

Label:

Hyperplane_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

hyperplane.mat

Notes:

application/matlab-mat

Other Study-Related Materials

Label:

inference_ADL.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

KDDCUP.mat

Notes:

application/matlab-mat

Other Study-Related Materials

Label:

kdd_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

LICENSE.md

Notes:

text/markdown

Other Study-Related Materials

Label:

modify_dataset_zero_class.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

NEweatherclass.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

NEweather_data.csv

Notes:

text/csv

Other Study-Related Materials

Label:

NEweatherdata.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

normal_class.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

normal_class_zero_mean.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

processeddataset.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

README.md

Notes:

text/markdown

Other Study-Related Materials

Label:

RFID_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

sea_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

sea.mat

Notes:

application/matlab-mat

Other Study-Related Materials

Label:

SEAtestingclass.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

SEAtestingdata.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

SEAtrainingclass.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

SEAtrainingdata.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

sourcedata.dat

Notes:

text/x-fixed-field

Other Study-Related Materials

Label:

SUSY_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

susy.txt

Notes:

text/plain

Other Study-Related Materials

Label:

title

Notes:

text/plain; charset=US-ASCII

Other Study-Related Materials

Label:

title

Notes:

text/plain; charset=US-ASCII

Other Study-Related Materials

Label:

title

Notes:

text/plain; charset=US-ASCII

Other Study-Related Materials

Label:

title

Notes:

text/plain; charset=US-ASCII

Other Study-Related Materials

Label:

title

Notes:

text/plain; charset=US-ASCII

Other Study-Related Materials

Label:

title

Notes:

text/plain; charset=US-ASCII

Other Study-Related Materials

Label:

weather_DEVFNN.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

weather.mat

Notes:

application/matlab-mat