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(e) and (f) show R M S E DB and the best fit L-method partition given by the DB index, respectively.
The DB index measures the average of similarity between each cluster and its most similar one.
Moreover, our proposed SGD-LMSVC is slightly worse than SVC on DB index.
As the clusters have to be compact and separated, the lower DB index indicates better goodness of a data partition.
(d) shows the best DB index for different number of clusters over a total of 20 repeats of the k-means clustering.
Evaluation graphs for determining the optimal number of clusters using the stratum variance, Davies-Bouldin (DB) index, the Caliński-Harabasz (CH) index, and the L-method.
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dBest index from among single TF indices and TF combinations.
Exchange-traded funds that enable investors to do so quickly and easily include: iShares S&P GSCI Commodity-Index, PowerShares DB Commodity Index Tracking Fund, Barclays Bank PLC iPath Exchange Traded Notes and the SPDR Gold Trust.
power spectrum 0 1, 0 5, and 1 5 kHz Alpha ratio (in dB), Hammarberg index (in dB) MFCC 1 4, harmonics-to-noise ratio F 0, prob. of voicing, jitter, and shimmer (local) Five functionals Arithmetic mean, standard deviation Fifth and 95th percentile and range 5 95 % Long-term average spectrum (LTAS), 27 bands MFCC 1 4, spectral entropy Energy in bands 0 0.5 and 0 1 kHz Slope of log.
One such fund is the PowerShares DB Commodity Index Tracking Fund E.T.F.
In hard assets Kurtz has PowerShares DB Commodity Index Tracking (DBC, 5%) and iShares Gold Trust (IAU, 11%).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com