How can we create artifical datasets in MATLAB based on some real-datasets?

I have real time datasets of 3 years dealing with energy management of households. Now these datasets are not enough to conclude that my model will perform well on every situation. For that, i...

08 September 2019 7,551 10 View

What exact methods are available to solve mathematical optimization problems?

For instance, if i formulate mathematical equations to solve multi-objective optimization problem (1 value should decrease while other value should increase at the same time) then what algorithm...

04 May 2019 4,629 14 View

How to evaluate reinforcement learning model?

I am relatively new to reinforcement learning and have been experiencing with a reinforcement learning model to make decisions based on human activities (dynamic environment). Appreciate if...

04 May 2019 9,024 5 View

What is offline and online experimental analysis?

While reading the literature most of papers are based on these words.Normally these words are quoted to check the effectiveness of proposed method. What is the actual difference between these?Does...

01 February 2019 5,780 8 View

How to remove uncertainty from forecasting models?

I have seen quality papers indicating a notorious issue "uncertainty" in prediction/forecasting models. 1).What are the best ways to measure uncertainty in forecasting models? 2).Potential...

01 February 2019 3,214 3 View

Is ambient intelligence similar to Context awareness or machine learning?

I want to implement Ambient intelligence in my research with a prime focus on Smart home automation. Is ambient intelligence is quite same as Context awareness or machine learning? I want to...

31 December 2018 3,421 6 View

How to adjust deep learning parameters using Particle swarm optimization (PSO)?

As success of deep learning depends upon appropriately setting of its parameters to achieve high-quality results. The number of hidden layers and the number of neurons in each layer of a deep...

31 December 2018 4,521 8 View

Does anybody has a dataset of SMART HOME covering the electricity consumption of different appliances?

I am conducting research on Intelligent Energy management with specific attention to modern 'smart homes' using artificial intelligence algorithms.But,i couldn't find any dataset covering...

11 December 2018 7,447 3 View

Which are the latest Optimization techniques in artificial intelligence for solving Power system problems ?

My project work is optimization in power system using artificial intelligence (like fault location and classification,load forecasting and context awareness and IoT. etc ) and I have used PSO...

09 October 2018 9,097 2 View

Why Symbolic Aggregate approXimation (SAX) is preffered for time series data in substations instead of Discrete Fourier Transformation (DFT), DWT?

04 May 2018 7,039 1 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

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

Can anyone provide the Support vector regression code structure of LIBSVM MATLAB or python ?

Please, if Gaussian Parameter optimization is possible in this code structure

28 February 2021 278 3 View

Is there any Machine Learning/AI algorithm that lets you predict with incomplete features without missing value imputation process?

For instance, the model is trained with A,B,C,D,E features to predict F target. Then, I want to make prediction on a new data, but with only A,C,D,E is known without doing missing value imputation...

28 February 2021 1,556 6 View