Sorry. I mean the parameter step.

2015-05-28 12:21 GMT+08:00 Maheshakya Wijewardena <mahesha...@wso2.com>:

> What is the parameter for the learning rate alpha? LinearRegressionWithSGD
> has only following parameters.
>
>
> @param data:              The training data.
>> @param iterations:        The number of iterations (default: 100).
>> @param step:              The step parameter used in SGD
>>                           (default: 1.0).
>> @param miniBatchFraction: Fraction of data to be used for each SGD
>>                           iteration.
>> @param initialWeights:    The initial weights (default: None).
>> @param regParam:          The regularizer parameter (default: 1.0).
>> @param regType:           The type of regularizer used for training
>>                           our model.
>>                           Allowed values: "l1" for using L1Updater,
>>                                           "l2" for using
>>                                                SquaredL2Updater,
>>                                           "none" for no regularizer.
>>                           (default: "none")
>> @param intercept:         Boolean parameter which indicates the use
>>                           or not of the augmented representation for
>>                           training data (i.e. whether bias features
>>                           are activated or not).
>>
>>
> On Thu, May 28, 2015 at 9:42 AM, 吴明瑜 <timbero...@gmail.com> wrote:
>
>> The problem may occur when your algorithm cannot converge. Maybe you can
>> check if the learning rate alpha is too large. Try reducing it.
>>
>> 2015-05-28 12:08 GMT+08:00 Maheshakya Wijewardena <mahesha...@wso2.com>:
>>
>>>
>>> Hi,
>>>
>>> I'm trying to use Sparks' *LinearRegressionWithSGD* in PySpark with the
>>> attached dataset. The code is attached. When I check the model weights
>>> vector after training, it contains `nan` values.
>>>
>>> [nan,nan,nan,nan,nan,nan,nan,nan]
>>>
>>> But for some data sets, this problem does not occur. What might be the 
>>> reason for this?
>>> Is this an issue with the data I'm using or a bug?
>>>
>>> Best regards.
>>>
>>> --
>>> Pruthuvi Maheshakya Wijewardena
>>> Software Engineer
>>> WSO2 Lanka (Pvt) Ltd
>>> Email: mahesha...@wso2.com
>>> Mobile: +94711228855
>>>
>>>
>>>
>>>
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>>
>>
>>
>> --
>> Mingyu Wu
>>
>> Institute of Parallel and Distributed Systems
>>
>> School of Software Engineering
>>
>> Shanghai Jiao Tong University
>>
>>
>
>
> --
> Pruthuvi Maheshakya Wijewardena
> Software Engineer
> WSO2 Lanka (Pvt) Ltd
> Email: mahesha...@wso2.com
> Mobile: +94711228855
>
>
>


-- 
Mingyu Wu

Institute of Parallel and Distributed Systems

School of Software Engineering

Shanghai Jiao Tong University

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