data analysisleast squares methodill-posed problems/ A9480 Instrumentation and techniques for aeronomy, space physics, and cosmic rays A9460G Solar wind plasmaThis paper is aimed to summarize the main philosophy
In this work, the parameter is tuned for minimal histogram entropy in selected regions of the reconstruction as histogram entropy is a very basic approach to characterise the information content of data. We performed a sweep over different regularisation parameters showing that the histogram entropy ...
Through the comparative analysis of the two datasets, it can be found that the vehicle type is a common attribute they have, and the vehicle type is also a key factor influencing the driver's behaviour in the natural driving process. As a result, in this study, we use vehicle type as ...
Geodesic experiments Files for the code of geodesic computation and plotting are in ./topological_analysis_in_latent_space/FashionMNIST_geodesics/ and ./topological_analysis_in_latent_space/MRI_geodesics/ respectively.About Legendre-Latent-Space Regularisation ensures Toplogical Data-Structure Preservation un...
Neural networks consisting exclusively of fully connected layers have a long history of being applied to classification problems arising in data mining scenarios. To evaluate how well the LCC regularisers work on tabular data, we have trained fully connected networks on the classification datasets coll...
Convergence is considered achieved when \(Cost(\vec {X}_{ref}) < 10^{-6}\), which took less than 50 iterations in most cases. Studied data Our regularisation framework is tested on four types of data sets. The first is from CMAC19, where 4D ultrasound images (obtained using 3D ...
We propose the use of these methods, as well as the methods used in [3, 4], to correct the non-PSD process matrix obtained after performing the QPT. We shall use the term regularisation methods, as a blanket term that refers to all the methods used to correct the non-PSD process ...
(The axes' scales are unlabelled for data confidentiality reasons.) 7.6. Sensitivity of automated zoning to the uniform OD assumption We perform one final analysis of the automated zoning scheme, by assessing the impact of our Assumption C in Section 4.2. Recall that this assumption posited that...
The objectives of the current study are: (i) to elucidate the ill-posedness of the inverse problem; (ii) to understand the origin of the perturbations in the data and quantify their magnitude; (iii) to quantify the uncertainty in the solution using different priors; and (iv) to determine ...
; Honerkamp, J.: Analysis of photoinduced current transient spectroscopy (PICTS) data by a regularisation method. In: J. Phys. Condens. Matter 4 (1992), S. 6131- 6140 42C. Eiche, D. Maier, M. Schneider, D. Sinerius, J. Weese, K. W. Benz, and J. Honerkamp, "Analysis of ...