BC for Data Mining models

Hello
Does SAP have BC for data mining or APD?

Hi,
Yes, we do have BC for data mining..
Have a look at this link:
http://help.sap.com/saphelp_bw33/helpdata/en/5e/63cf695b72654bb3b8c05b4eed87ec/frameset.htm
Regards
Manga(Assign points)

Similar Messages

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  • Oracle Data Mining - How to use PREDICTION function with a regression model

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    (PURCHASE_WEEK, WEEK, SALES)
    Values
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    (PURCHASE_WEEK, WEEK, SALES)
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    (PURCHASE_WEEK, WEEK, SALES)
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    (TO_DATE('01/08/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 7, 44608);
    Insert into T_SALES
    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('01/15/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 8, 95744);
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    (PURCHASE_WEEK, WEEK, SALES)
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    (TO_DATE('01/22/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 9, 129472);
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    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('02/05/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 11, 139264);
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    (PURCHASE_WEEK, WEEK, SALES)
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    (TO_DATE('02/12/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 12, 87040);
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    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('02/19/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 13, 47872);
    Insert into T_SALES
    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('02/26/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 14, 120768);
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    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('03/05/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 15, 98463.65);
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    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('03/12/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 16, 67455.84);
    Insert into T_SALES
    (PURCHASE_WEEK, WEEK, SALES)
    Values
    (TO_DATE('3/19/2011 23:59:59', 'MM/DD/YYYY HH24:MI:SS'), 17, 100095.66);
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    There are a lot of linear regression models and approaches for sales forecast out on the market, however I will focus on what oracle 11g offers i.e. package SYS.DBMS_DATA_MINING to create a model using regression as mining function and then, once the model is created, to apply prediction function on the model.
    Therefore I'll have to go through few steps:
    i) normalization of data
    CREATE OR REPLACE VIEW t_sales_norm AS
    SELECT week,
    sales,
    (sales - 91423.95)/27238.3693126778 sales_norm
    FROM t_sales;
    whereas the numerical values are the mean and the standard deviation:
    select avg(sales) from t_sales;
    91423.95
    select stddev(sales) from t_sales;
    27238.3693126778
    ii) auto-correlation. For the sake of simplicity, I will safely assume that there is no auto-correlation (no repetitive pattern in sales among the weeks). Therefore to define the lag data I will consider the whole set:
    CREATE OR REPLACE VIEW t_sales_lag AS
    SELECT a.*
    FROM (SELECT week,
    sales,
    LAG(sales_norm, 1) OVER (ORDER BY week) L1,
    LAG(sales_norm, 2) OVER (ORDER BY week) L2,
    LAG(sales_norm, 3) OVER (ORDER BY week) L3,
    LAG(sales_norm, 4) OVER (ORDER BY week) L4,
    LAG(sales_norm, 5) OVER (ORDER BY week) L5,
    LAG(sales_norm, 6) OVER (ORDER BY week) L6,
    LAG(sales_norm, 7) OVER (ORDER BY week) L7,
    LAG(sales_norm, 8) OVER (ORDER BY week) L8,
    LAG(sales_norm, 9) OVER (ORDER BY week) L9,
    LAG(sales_norm, 10) OVER (ORDER BY week) L10,
    LAG(sales_norm, 11) OVER (ORDER BY week) L11,
    LAG(sales_norm, 12) OVER (ORDER BY week) L12,
    LAG(sales_norm, 13) OVER (ORDER BY week) L13,
    LAG(sales_norm, 14) OVER (ORDER BY week) L14,
    LAG(sales_norm, 15) OVER (ORDER BY week) L15,
    LAG(sales_norm, 16) OVER (ORDER BY week) L16,
    LAG(sales_norm, 17) OVER (ORDER BY week) L17
    FROM t_sales_norm) a;
    iii) choosing the training data. Again, I will choose the whole set of 17 weeks, as for this discussion in not relevant how big should be the set of training data.
    CREATE OR REPLACE VIEW t_sales_train AS
    SELECT week, sales,
    L1, L2, L3, L4, L5, L6, L7, L8, L9, L10,
    L11, L12, L13, L14, L15, L16, L17
    FROM t_sales_lag a
    WHERE week >= 1 AND week <= 17;
    iv) build the model
    -- exec SYS.DBMS_DATA_MINING.DROP_MODEL('t_SVM');
    BEGIN
    sys.DBMS_DATA_MINING.CREATE_MODEL( model_name => 't_SVM',
    mining_function => dbms_data_mining.regression,
    data_table_name => 't_sales_train',
    case_id_column_name => 'week',
    target_column_name => 'sales');
    END;
    v) finally, where I am confused is applying the prediction function against this model and making sense of the results.
    On a search on Google I found 2 ways of applying this function to my case.
    One way is the following:
    SELECT week, sales,
    PREDICTION(t_SVM USING
    LAG(sales,1) OVER (ORDER BY week) as l1,
    LAG(sales,2) OVER (ORDER BY week) as l2,
    LAG(sales,3) OVER (ORDER BY week) as l3,
    LAG(sales,4) OVER (ORDER BY week) as l4,
    LAG(sales,5) OVER (ORDER BY week) as l5,
    LAG(sales,6) OVER (ORDER BY week) as l6,
    LAG(sales,7) OVER (ORDER BY week) as l7,
    LAG(sales,8) OVER (ORDER BY week) as l8,
    LAG(sales,9) OVER (ORDER BY week) as l9,
    LAG(sales,10) OVER (ORDER BY week) as l10,
    LAG(sales,11) OVER (ORDER BY week) as l11,
    LAG(sales,12) OVER (ORDER BY week) as l12,
    LAG(sales,13) OVER (ORDER BY week) as l13,
    LAG(sales,14) OVER (ORDER BY week) as l14,
    LAG(sales,15) OVER (ORDER BY week) as l15,
    LAG(sales,16) OVER (ORDER BY week) as l16,
    LAG(sales,17) OVER (ORDER BY week) as l17
    ) pred
    FROM t_sales a;
    WEEK, SALES, PREDICTION
    1, 55488, 68861.084076412
    2, 78336, 104816.995823913
    3, 77248, 104816.995823913
    4, 106624, 104816.995823913
    As you can see for the first row there is a value of 68861.084 and for the rest of 16 values is always one and the same 104816.995.
    Question: where is my week 18 prediction ? or maybe I should say which one is it ?
    Another way of using prediction even more confusing is against the lag table:
    SELECT week, sales,
    PREDICTION(t_svm USING a.*) pred
    FROM t_sales_lag a;
    WEEK, SALES, PREDICTION
    1, 55488, 68861.084076412
    2, 78336, 75512.3642096908
    3, 77248, 85711.5003385927
    4, 106624, 98160.5009687461
    Each row out of 17, its own 'prediction' result.
    Same question: which one is my week 18th prediction ?
    Thank you very much for all help that you can provide on this matter.
    It is as always highly appreciated.
    Serge F.

    Kindly let me know how to give input to predict the values for example script to create model is as follows
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    drop table svm_settings
    begin
    dbms_data_mining.drop_model('MODEL_SVMR1');
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    id NUMBER,
    a NUMBER,
    b NUMBER
    INSERT INTO data_4svm VALUES (1,0,0);
    INSERT INTO data_4svm VALUES (2,1,1);
    INSERT INTO data_4svm VALUES (3,2,4);
    INSERT INTO data_4svm VALUES (4,3,9);
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    setting_name VARCHAR2(30),
    setting_value VARCHAR2(30)
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    INSERT INTO svm_settings (setting_name, setting_value) VALUES
    (dbms_data_mining.svms_active_learning, dbms_data_mining.svms_al_enable);
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    --create model
    BEGIN
    DBMS_DATA_MINING.CREATE_MODEL(
    model_name => 'Model_SVMR1',
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    data_table_name => 'data_4svm',
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    target_column_name => 'B',
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    order by abs(coefficient) desc
    -- to get predicted values (Q1)
    SELECT PREDICTION(MODEL_SVMR1 USING *
    ) pred
    FROM data_4svm a;
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  • Entities for Mining Models

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  • Microsoft Sql server data-mining add-on for excel 2013:

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  • Startup guide for oracle data mining for anomaly detection

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  • Data Mining on data specified and filtered by the user in runtime

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  • BW Data Mining

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    Hallo!
    I need different information about BW data mining.
    One thing is, what are typical business scenarios for the different algorithms. So it is easy to find such for decision trees, association analysis and maybe for ABC analysis. But i have little problems to find real scenarios vor weighted score tables and regression analysis. It would be helpful to hear about some.
    I have to write a paper for my company about data mining with bw. While we have no experiences in this area I´m looking here for people having.
    Also Performance. The problem is not to try out with APD and Data Mining models. But to find experiences with this.
    Good or bad performance with this or this algo? Or how can I optimize performance for mass data?
    After this I have to design typical business scenarios. Especially for automotive area if possible.
    So what the question for me is, what is possible with the algorithms? Where are problems with them?
    It would be great if you could provide me with more information about your experiences in this area.
    Thanks,
    Peter

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