In general, in terms of performance, wavelet-based techniques exhibit a trend similar to that of other techniques where high accuracies are reported on private datasets while the publicly available and more difficult datasets still offer a number of challenges.
Dataset II was more difficult for the proposed metric than Dataset I. Overall, the LCC for Dataset I was higher than for Dataset II; even the LCCs for Contents 3 and 4 in Dataset I were low compared to the other contents.
Further, assembling the high complexity dataset was more difficult in comparison to the the low complexity dataset as well as the medium complexity datasets.
T. grandis without a sequenced genome and a lack of a sequenced genome in the Lamiales order makes analysis of the teak RNAseq dataset more difficult.
Also, the slightly reduced MCC values indicate that the new PLP datasets contain more difficult targets compared to the original BT426 dataset, In the work presented in this paper a neural-network method called NetTurnP was developed.
Also, noise variance is higher in the second dataset, so it makes peaks in simulated dataset B more difficult to be detected.
Indeed, HHCRF accuracy on noisy data is comparable to the 'clean' data accuracy of LR, and indeed significantly better on the more difficult ɛ = 0.25 datasets (with 96% confidence for N = 1000, ɛ = 0.25), demonstrating the extent to which HHCRF is able to cope with experimental microarray noise.
Like the stock market, predicting next week is more difficult than using a longer dataset to predict what might happen over the next 10 years.
CYB was more difficult to amplify, so the dataset contained only 193 sequences of 677 bp.
As the additional features are more difficult to evaluate using large datasets, individual examples are presented below to demonstrate the flexibility of MetFrag2.2 command line (CL), with the corresponding commands give in a different font.
