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>
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