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If the working condition is changed or there is unknown disturbance, the forecast result of soft-sensing model may be incorrect.
Step 4: Combine n groups of results to obtain the forecast result of multiple labels and assess the forecast results according to multiple label evaluation criteria.
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Reader's Digest had forecast results of breaking even to a profit of 5 cents a share for the three months ended Sept. 30.
On the 7 subsets, respective models are constructed by using ML-kNN, kNN, RankSVM and BPMLL, whose forecast results of three criteria are listed in Table 2. Table 2 demonstrates that different symptom subsets leads to different forecast accuracy, but whatever the subset is, ML-kNN isuperioror to RankSVM, BPMLL and kNN.
To evaluate the forecast results of ML-kNN comparing with traditional kNN, the following criteria [ 19] are used: Average_Precision evaluates the average fraction of syndrome labels ranked above a particular label which actually is in the label set as follows: The performance is perfect when it is 1; the bigger the value of average precision, the better the performance of classifiers.
The website also contains forecast results for each of the 18 countries in the form of age and sex details for 10-year intervals to 2050.
Forecasted results of wind power, load and ambient temperature in the coming 24 h of the scheduling period are exhibited in Figs. 6 and 7.
Open image in new window Fig. 6 Actual prices and forecasted prices based on NRM-DC Open image in new window Fig. 7 Forecasted results of each hour.
The modelling and forecasting results of the DLC method with both criteria for each city are also plotted in Fig. 9, and the forecasting errors are shown in Table 2.
Open image in new window Fig. 8 An example of PDF forecast result.
Thus, the increased fluctuations of oil prices will accelerate along the forecast results of VAR.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com