How Adaptive Neural Fuzzy Inference Systems(ANFIS) can apply with multi dimensional feature set ?

More Vivek Kumar Verma's questions See All

Absorption coefficient of methane?

Hello, Can anyone provide me with the absorption coefficient of methane gas at 7.7 um? Any reference?

06 August 2024 980 5 View

How are Large Models Exploring and Outputting Knowledge Understanding in Specific Content Areas, and What Does Academic Research Say About It?

Hello everyone！ I am currently exploring the performance of large models in understanding knowledge in specific domains, and attempting to construct a knowledge framework similar to what...

05 August 2024 5,729 2 View

Regarding a model for simulating battery charge and discharge, what do you consider to be high fidelity?

Regarding a model for simulating battery charge and discharge, what do you consider to be high fidelity? What is the acceptable percentage of error (regardless of the metric)? Could you suggest...

03 August 2024 5,358 0 View

How do i get an account to upload my published papers?

need to open an account to upload my published papers

01 August 2024 9,255 1 View

What is the problem with these tissue culture plants?

All plants are green but some of these plants becomes yellow. I did not found any reason. Please help me to find out the real problem.

01 August 2024 589 4 View

How to correctly use the UTE and ZTE pulse sequences in Bruker's ParaVision software?

I am using a Bruker 600M solid-state NMR spectrometer with a Micro 2.5 microimaging system. The test sample is a tube of 1M LiCl aqueous solution, and the nucleus detected is 1H. I am trying to...

01 August 2024 9,227 1 View

Is artifacts in XPS possible to build high deviation in binding energy larger than 5 eV??

Hello. Thanks for your consideration to see my question. Recently, I conducted XPS anaylsis of g-CN that is prepared from thermal polycondensation of DCDA, so-called conventional bulk-g-CN,...

30 July 2024 9,824 2 View

Which statistical test should we use?

N=6 Comparing pre and post test likert scale responses. Participants are mix of practicing & preservice teachers.

30 July 2024 7,233 4 View

How to build my own lab made four point probe set up?

Hello, I'm trying to measure the conductivity of semiconductor films but since I don't have a commercial four point probe set up I would like to build one on my own in my lab. I have generators,...

30 July 2024 906 2 View

Can the limit of quantification (LOQ) of an analytical method fall outside its linear dynamic range, or must it always be within it?

Can an analytical method's limit of quantification (LOQ) be outside its linear dynamic range, or is it always required to be within it? Please provide a thorough explanation supported by verified...

29 July 2024 7,198 9 View

How can i do multivariate Time Series forecast using MLP, ANFIS and LSTM?

I need the python code to forecast what crop production will be in the next decade considering climate and crop production variables as seen in the attached.csv file.

05 August 2024 2,977 3 View

Master thesis topic on bayesian inference?

Hello connection !!!!! I am currently studying MSc. Statistics in Tribhuwan University. I want to do thesis in the topic of Bayesian Inference . Can you share me the probable topic for my thesis.

17 July 2024 2,590 1 View

Is it possible to obtain ANFIS Data for Genetic Algorithm Optimisation in MATLAB?

I use Design Expert to generate regression equations from raw input data. These regression equations are integrated into MATLAB to perform genetic algorithm single and multi-objective optimisation...

27 May 2024 2,761 1 View

How to generate causal effect estimates from causal forest in the grf R package for continuous treatments?

I am using the grf R package (https://grf-labs.github.io/grf/reference/causal_forest.html) to obtain causal effect estimates for a continuous treatment variable. The package description says:...

15 January 2024 1,990 0 View

When testing for moderating effects, is it necessary to include a cross-multiplier term between the moderating and control variables in the model?

There are two ways we can go about testing the moderating effect of a variable (assuming the moderating variable is a dummy variable). One is to add an interaction term to the regression equation,...

23 November 2023 4,265 16 View

What justifies the use of p-values in tests of d-separation?

In his very helpful online book on structural equation modeling, Jon Lefcheck writes the following concerning d-separation tests for SEMs: "Once the model is fit, statistical independence is...

20 November 2023 4,457 8 View

How to change the weights of ANFIS?

How to do the prediction in ANFIS

07 November 2023 3,526 0 View

Inquiry About Paper - "Approximate Inference and Learning of State Space Models With Laplace Noise"?

1. In the paper, the author mentioned maximizing the sum of Q(θ|θold) and the log-prior probability by deriving the Laplace scale parameter ri. I was wondering if someone could provide some...

02 September 2023 5,485 0 View

Is the Conditional Inference Tree a suitable statistical method for analyzing Likert scale-type responses and multiple-choice questions??

Inquiry on Conditional Inference Tree to assess the knowledge and attitude in conservation science

31 July 2023 1,653 2 View

How to implement anfis algorithm in Python?

Hello, I had a problem with coding and implementing the algorithm. Thank you for guiding me in this field and about coding the anfis algorithm The Python error is as...

29 April 2023 3,352 1 View

Mohamed-Mourad Lafifi

Dear Vivek,

Here are some exemples which we can found the application of ANFIS for multi dimentional feature set, please see links and attached file.

-Review of Medical Image Classification using the Adaptive Neuro ...

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3592505/

-Handbook of Research on Generalized and Hybrid Set Structures and ...

https://books.google.dz/books?isbn=1466697997

-Modeling and Simulation of an Adaptive Neuro-Fuzzy Inference ...

https://www.computer.org/csdl/trans/lt/2012/.../tlt2012030226.htm...

-Multiple Instance Fuzzy Inference Neural Networks - arXiv

https://arxiv.org/pdf/1610.04973

Best regards

Raheem Al-Sabur

In general, ANFIS mechanism depends upon multi inputs and single output, if you are prefering to using ANFIS for more than one output, you are needing to use multi ANFIS where the number of ANFIS similar to the number of output data you need.

If you think this answer helps you, please recommend it

Sy Dzung Nguyen

I agree with Raheem Kh. Al-Sabur. For each single-output data space, you can use [1] as below as a becoming reference.

[1] Sy Dzung Nguyen, Seung-Bok Choi, Tae-Il Seo (2017), Recurrent Mechanism and Impulse Noise Filter for Establishing ANFIS, IEEE Transactions on Fuzzy Systems. DOI 10.1109/TFUZZ.2017.2701313.