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non-recurring drift, whe Class imbalance =============== +Another area of data stream properties, different from the concept drift phenomenon, is the a priori probability of problem classes. By default, a balanced stream is generated, i.e. one in which patterns of all classes are present in a similar number. + +.. code-block:: python + + StreamGenerator() + +.. image:: _static/stationary.png + + Stationary imbalanced stream ---------------------------- +The basic type of problem in which we are dealing with disturbed class distribution is a *dataset imbalanced stationary*, where the classes maintain a predetermined proportion in each chunk of data stream. To acquire this type of a stream, one should pass the ``list`` to the ``weights`` parameter of the generator (i) consisting of as many elements as the classes in the problem and (ii) adding to one. + .. code-block:: python @@ -134,9 +145,29 @@ Stationary imbalanced stream Dynamically imbalanced stream ----------------------------- +A less common type of *imbalanced data*, impossible to obtain in static datasets, is *data imbalanced dynamically*. In this case, the class distribution is not constant throughout the course of a stream, but changes over time, similar to changing the concept presence in gradual streams. To get this type of data stream, we pass a ``tuple`` of three numeric values to the ``weights`` parameter of the generator: + +- the number of cycles of distribution changes, +- ``concept_sigmoid_spacing`` parameter, deciding about the dynamics of changes on the same principle as in gradual and incremental drifts, +- range within which oscillation is to take place. + .. code-block:: python StreamGenerator(weights=(2, 5, 0.9)) .. image:: _static/dynamic-imbalanced.png + +Mixing drift properties +======================= + +Of course, when generating data streams, we don't have to limit ourselves to just one modification of their properties. We can easily prepare a stream with many drifts, any dynamics of changes, a selected type of drift and a diverse, dynamic imbalanced ratio. The last example in this chapter of User Guide is such proposition, namely, DISCO (Dynamically Imbalanced Stream with Concept Oscillation). + +.. code-block:: python + + StreamGenerator( + weights=(2, 5, 0.9), n_drifts=3, concept_sigmoid_spacing=5, + recurring=True, incremental=True + ) + +.. image:: _static/disco.png diff --git a/examples/disco.png b/examples/disco.png new file mode 100644 index 0000000000000000000000000000000000000000..0e189e9f1a548db95f9025a301db2fbd4aa8580b GIT binary patch literal 83728 zcmb@tc|6qJ`#(MmM%Kz!*|TLALe^Ab>=BZ+WTY%(9m`;lx+T=uvvy~xTc}2iZ46n$ zSQ&UIbqT+i#gQtfTcdAZJT z0RRAAu*Fpe0DwJ;N$+uTF#n2Lsb66}*upM@Z*Vey;GB2=VE%s$YT+6N0Px@b{mb&& zq{^R}sTXc`Gu$y45)Qi^>I(?G9S#i$4iE6ZBNgcz8s;Ayq@{LVO;bhcUU)cEUtRrw zzgG(m^;4Hidua&(NCCiCO>aaMtrWx1?oQtx&v?a1v2&^(m)gvzAF;Z0yo&=aX!iAw zB%xUKKh_nWECR2Zm9t%CIbkYTF7WJ6!ROP`Y!>IF%jtLH65ht;XJr*MY0-z;!W2-` zOBaWUEdv)BE2tsk*t)ju2~DjeDb9bTu~&8|?&EBx|4QK*_B4)vXVss3N#gxiO{sg= 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recurring=True, + incremental=True +) + +plot_stream( + stream, "disco", "Dynamically Imbalanced Stream with Concept Oscillation (DISCO)" +)