Are there theories that guide the selection of the right percentage of training and testing samples during training of machine learning algorithms?

More Vincent O. Nyangaresi's questions See All

How can you bring two structures together to create an adhesive bond in LAMMPS?

I have created an Ice 1h crystalline structure and an Aluminium substrate structure and equilibrated both at 250K. Now I need to bring them together in a way that an adhesive bond is created....

01 March 2021 3,325 2 View

FDC and FRC cell populations in mouse spleen?

I was trying to isolate fibroblastic reticular cells (FRC) and follicular dendritic cells from mice spleen, but kept getting poor yield. I found from literature that the frequency of FDC is around...

17 February 2021 3,506 4 View

How to raise temperature in small increments during equilibration in LAMMPS?

All, I am trying to equilibrate an Ice 1h crystalline structure to 250K in LAMMPS. When I tried to do this at 250K directly, the structure lost it's crystalline shape and became disordered post...

14 February 2021 5,747 2 View

Can anyone please suggest where I can find a reference for ReaxFF parameters for PTFE(Teflon) suitable for use in LAMMPS?

Trying to simulate a ice-PTFE interaction and am unable to find a reference which actually lists out forcefield parameters for PTFE-PTFE interactions using ReaxFF or even other force fields like...

08 February 2021 9,373 2 View

Are the topics below viable research in plant biotechnology?

1. Chemically induced mutagenesis in seed and qPCR detection and amplification of desired trait. 2. Site-directed mutagenesis in qualitative traits of a multiline seed.

04 February 2021 9,069 3 View

Should the Ice 1h crystalline structure be lost during equilibration process in LAMMPS?

I have created an Ice 1h structure and am equilibrating it 100K in NVT ensemble in LAMMPS for a timestep of 0.25fs in 3000 steps. The potential used is TIP4P/Ice. Although the simulation runs fine...

26 January 2021 9,603 11 View

Fluorophore panel selection?

Hello, I'm trying to select fluorophores for a large panel of flow cytometry, so I'm wondering what is the maximum degree of overlap between two fluorophores that is considered acceptable? Thanks.

19 January 2021 3,475 3 View

Running a Kruskal-Wallis test on a large sample with a likert scale on excel?

Hi everyone, I would like to run a Kruskal-Wallis test on a large sample with a likert scale. I am having difficulties figuring out how to process with the ''rank_avg'', and rank sum with such a...

05 December 2020 793 3 View

What is the relationship between pressure vacuum and pore water emptying?

Hello everyone, When I put a wet sample in a vacuum desiccator, the larger pores tend to empty. I would like to know if there is a relationship between vacuum pressure and the size of emptied...

25 November 2020 9,967 5 View

Any explaination for change signs and significant level of control variables in regression?

I have 2 sets of regression estimations with same dependent variables, same control variables and model. In the second regression, there are two additional variables. However, the sign and...

28 September 2020 6,304 6 View

Why should we choose deep learning to machine learning? Why is CNN better for image classification? Can I get Typical Answer?

What Characteristics makes CNN work better?

03 March 2021 1,458 4 View

What are some of the research gaps in machine learning and artificial intelligence in africa?

i would to know some of the research gaps in the artificial intelligence field in most african countries.

03 March 2021 6,145 3 View

Anyone plz suggest relevant topic for research in image processing+Deep learning.?

I have selected brain tumor images ...but now found that already lots of research done n this topic.

03 March 2021 5,774 3 View

How to increase a model accuracy ?

dear community, my model is based feature extraction from non stationary signals using discrete Wavelet Transform and then using statistical features then machine learning classifiers in order to...

03 March 2021 6,994 5 View

Can you share me how teacher education is managed in your respective national educational system?

I feel that the practice in teacher education in my country is below the expected performance level due to very poor management system. Hope I will learn something from your experiences.

02 March 2021 1,516 4 View

Can NFL theorem be valid in infinite search space in ML?

NFL theorem is valid for algorithms training in fixed training set. However, the general characteristic of algorithms in expanded or open dataset has not been proved yet. Could you show your...

01 March 2021 1,189 3 View

Is there any research regarding how training and development is going to change in the era of Fourth Industrial Revolution?

As the organizations getting prepared for the fourth industrial revolution, to enhance the skills of their workforce what type of changes are necessary and going to occur in the training and...

01 March 2021 3,199 3 View

Which group formation theory do you recommend for projects that aim to bring together entrepreneurs for training for regional development?

I would like to have ideas about which theories of group formation are suitable for entrepreneurial training projects, with the aim of creating bonds, building trust, and collaboration for...

28 February 2021 4,223 2 View

What is the difference between L1 and L2 regularization in machine learning?

L1 and L2 regularization

28 February 2021 4,187 3 View

How to eliminate Steady state error from Reinforcement learning genetic algorithm code?

The following code (see 1st 2 images attached) is used to produce PID controller values that are designed to control the system (G). The code finds the PID controller values (noted as k) by using...

28 February 2021 6,560 14 View

Abidhan Bardhan

As per my knowledge is concerns, there are no criteria for the selection of the right percentage of training and testing samples during training of a machine learning algorithm. However, obtained results can be assessed based on the ratio of training and testing subsets.

Vincent O. Nyangaresi

Thanks Abidhan Bardhan for your great contribution.

Akpofure A Enughwure

Hello Vincent O. Nyangaresi

Have a look at the following links

https://www.researchgate.net/post/Is-there-an-ideal-ratio-between-a-training-set-and-validation-set-Which-trade-off-would-you-suggest

https://www.hindawi.com/journals/mpe/2020/2836236/

https://towardsdatascience.com/train-test-split-c3eed34f763b