Hi Isuru, Yes. We have measured the mean values using the Metrics exposed by MBeans.
On Tue, Sep 15, 2015 at 2:32 PM, Isuru Perera <[email protected]> wrote: > Hi Nirmal, > > Do you also measure these things via Metrics? > > On Mon, Sep 14, 2015 at 5:32 PM, Nirmal Fernando <[email protected]> wrote: > >> Thanks Maheshakya and Manorama for carrying out these tests. Your >> feedback is welcome. >> >> On Sun, Sep 13, 2015 at 2:29 PM, Maheshakya Wijewardena < >> [email protected]> wrote: >> >>> Hi, >>> >>> We have measured the average times taken by the ML algorithms to build >>> models and predict for different sizes of datasets. Following dataset sizes >>> were used. >>> >>> >>> - 100 >>> - 1000 >>> - 10000 >>> - 100000 >>> - 1000000 >>> >>> These different size datasets were created by randomly re-sampling the >>> data points from the following publicly available datasets: >>> >>> 1. Poker hand dataset[1] - For multi class classification, >>> numerical prediction and clustering. >>> 2. Higgs Atlas dataset sample dataset [2] - For binary classification >>> >>> Number of features is kept fixed at 10. >>> >>> For model building, average build times were calculated across 3 >>> iterations for each algorithm for each dataset size. Prediction times are >>> the cumulated time took to predict for all the rows in the datasets. >>> >>> Graphs depicting the performance measurements are attached herewith. In >>> the graphs, X axes are indented in log scale. >>> >>> >>> Best regards. >>> >>> [1] http://archive.ics.uci.edu/ml/datasets/Poker+Hand >>> >>> [2] http://opendata.cern.ch/record/328?ln=en >>> >>> -- >>> Pruthuvi Maheshakya Wijewardena >>> Software Engineer >>> WSO2 : http://wso2.com/ >>> Email: [email protected] >>> Mobile: +94711228855 >>> >>> >>> >>> _______________________________________________ >>> Architecture mailing list >>> [email protected] >>> https://mail.wso2.org/cgi-bin/mailman/listinfo/architecture >>> >>> >> >> >> -- >> >> Thanks & regards, >> Nirmal >> >> Team Lead - WSO2 Machine Learner >> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >> Mobile: +94715779733 >> Blog: http://nirmalfdo.blogspot.com/ >> >> >> >> _______________________________________________ >> Architecture mailing list >> [email protected] >> https://mail.wso2.org/cgi-bin/mailman/listinfo/architecture >> >> > > > -- > Isuru Perera > Associate Technical Lead | WSO2, Inc. | http://wso2.com/ > Lean . Enterprise . Middleware > > about.me/chrishantha > Contact: +IsuruPereraWSO2 <https://www.google.com/+IsuruPereraWSO2/about> > > _______________________________________________ > Architecture mailing list > [email protected] > https://mail.wso2.org/cgi-bin/mailman/listinfo/architecture > > -- Pruthuvi Maheshakya Wijewardena Software Engineer WSO2 : http://wso2.com/ Email: [email protected] Mobile: +94711228855
_______________________________________________ Architecture mailing list [email protected] https://mail.wso2.org/cgi-bin/mailman/listinfo/architecture
