HELP

Luca Silvestri <[email protected]> Tue, 30 Jul 2024 13:19:59 +0200
Newsgroups gmane.comp.ai.weka
Message-ID <CA+2FAsSEiOE1jLiDEk1j9-OAPbFhQKmiKW-sRoxrsHL=Tfa0Jw@mail.gmail.com>
--0000000000003197aa061e752932
Content-Type: multipart/alternative; boundary="0000000000003197a8061e752930"

--0000000000003197a8061e752930
Content-Type: text/plain; charset="UTF-8"

Hi,

I'm MSc student of Bioinformatics. I'm training to use XGBoostClassifier
form my master degree thesis. Can you help me solving this problem?
I'm sending you the screenshot that weka is returning to me.
Maybe i'didn't correctly install the package because when i put the TRUE
value in 'binary to nominal' conversion field it still doesn't work.

Waiting for your reply.
Thank in advance.
Luca Silvestri.

--0000000000003197a8061e752930
Content-Type: text/html; charset="UTF-8"
Content-Transfer-Encoding: quoted-printable

<div dir=3D"ltr">Hi,<div><br><div>I&#39;m MSc student of Bioinformatics. I&=
#39;m training to use XGBoostClassifier form my master degree thesis. Can y=
ou help me solving=C2=A0this problem?</div><div>I&#39;m sending you the scr=
eenshot that weka is returning=C2=A0to me.</div><div>Maybe i&#39;didn&#39;t=
=C2=A0correctly=C2=A0install the package=C2=A0because when i put the TRUE v=
alue in &#39;binary to nominal&#39; conversion field it still doesn&#39;t=
=C2=A0work.</div><div><br></div><div>Waiting=C2=A0for your reply.</div><div=
>Thank in advance.<br></div></div><div>Luca Silvestri.</div></div>

--0000000000003197a8061e752930--

--0000000000003197aa061e752932
Content-Type: image/png; name="Screenshot 2024-07-30 alle 13.00.13.png"
Content-Disposition: attachment;
	filename="Screenshot 2024-07-30 alle 13.00.13.png"
Content-Transfer-Encoding: base64
Content-ID: <f_lz8bmaih0>
X-Attachment-Id: f_lz8bmaih0
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==
--0000000000003197aa061e752932
Content-Type: text/plain; charset="us-ascii"
MIME-Version: 1.0
Content-Transfer-Encoding: 7bit
Content-Disposition: inline

_______________________________________________
Wekalist mailing list -- [email protected]
Send posts to [email protected]
To unsubscribe send an email to [email protected]
To subscribe, unsubscribe, etc., visit https://list.waikato.ac.nz/postorius/lists/wekalist.list.waikato.ac.nz
List etiquette: http://www.cs.waikato.ac.nz/~ml/weka/mailinglist_etiquette.html

--0000000000003197aa061e752932--