Bayesian IDS...help

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Bayesian IDS...help

by Dinakara :: Rate this Message:

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Hi there,
 
    I am working on Anomaly based Network IDS...
    Statistical based technique is simple but not quite effective in real scenario...
    I understand Bayesian classifier/Network is  more effective in the context of anomaly detection,
    but i have very little idea about Bayesian approach for IDS...
    Can someone please help me out, i want to know  how to go about it and if there are any open source
    anomaly based tool available (bayesian IDS) ...

Thanks in advance..
   
 

Re: Bayesian IDS...help

by Gleb Paharenko-3 :: Rate this Message:

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Hi.

Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
can find there some useful things.

2008/1/31, Dinakara <om_dinu@...>:

>
> Hi there,
>
>     I am working on Anomaly based Network IDS...
>     Statistical based technique is simple but not quite effective in real
> scenario...
>     I understand Bayesian classifier/Network is  more effective in the
> context of anomaly detection,
>     but i have very little idea about Bayesian approach for IDS...
>     Can someone please help me out, i want to know  how to go about it and
> if there are any open source
>     anomaly based tool available (bayesian IDS) ...
>
> Thanks in advance..
>
>
> --
> View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
> Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.
>
>
> ------------------------------------------------------------------------
> Test Your IDS
>
> Is your IDS deployed correctly?
> Find out quickly and easily by testing it
> with real-world attacks from CORE IMPACT.
> Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
> to learn more.
> ------------------------------------------------------------------------
>
>


--
Best regards.
Gleb Pakharenko.
http://gpaharenko.livejournal.com

------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------


Re: Bayesian IDS...help

by Jon Oberheide-2 :: Rate this Message:

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Reverend is a python bayes classifier that you may find useful:

http://divmod.org/trac/wiki/DivmodReverend

Regards,
Jon Oberheide

On Thu, 2008-01-31 at 17:17 +0200, Gleb Paharenko wrote:

> Hi.
>
> Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
> can find there some useful things.
>
> 2008/1/31, Dinakara <om_dinu@...>:
> >
> > Hi there,
> >
> >     I am working on Anomaly based Network IDS...
> >     Statistical based technique is simple but not quite effective in real
> > scenario...
> >     I understand Bayesian classifier/Network is  more effective in the
> > context of anomaly detection,
> >     but i have very little idea about Bayesian approach for IDS...
> >     Can someone please help me out, i want to know  how to go about it and
> > if there are any open source
> >     anomaly based tool available (bayesian IDS) ...
> >
> > Thanks in advance..
> >
> >
> > --
> > View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
> > Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.
> >
> >
> > ------------------------------------------------------------------------
> > Test Your IDS
> >
> > Is your IDS deployed correctly?
> > Find out quickly and easily by testing it
> > with real-world attacks from CORE IMPACT.
> > Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
> > to learn more.
> > ------------------------------------------------------------------------
> >
> >
>
>
--
Jon Oberheide <jon@...>
GnuPG Key: 1024D/F47C17FE
Fingerprint: B716 DA66 8173 6EDD 28F6  F184 5842 1C89 F47C 17FE


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Re: Bayesian IDS...help

by pgarcia :: Rate this Message:

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Gleb Paharenko escribió:

    Hi.

    You can also try the SPICE/SPADE anomaly detector for TCP ip_dst,
ip_src, tcp_dst_port y tcp_src_port.

    It builds a bayesian network of 4 nodes (the 4 previous parameters)
dinamically, considering the entropy of edges, using historical data.

    Afterwards, it computes the conditional probabilities of the tables,
and then infer posterior probabilities of new packets.

    I wouldn't forget the Snort IDS, and its regular expression
processor. You can also specify normal (and anomalous) behaviour using
previous knowledge.

    Here you can find a paper of mine, describing our ESIDE-Depian IDS.
I hope it will be useful for you.

    Agur.

          Pablo.

> Hi.
>
> Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
> can find there some useful things.
>
> 2008/1/31, Dinakara <om_dinu@...>:
>  
>> Hi there,
>>
>>     I am working on Anomaly based Network IDS...
>>     Statistical based technique is simple but not quite effective in real
>> scenario...
>>     I understand Bayesian classifier/Network is  more effective in the
>> context of anomaly detection,
>>     but i have very little idea about Bayesian approach for IDS...
>>     Can someone please help me out, i want to know  how to go about it and
>> if there are any open source
>>     anomaly based tool available (bayesian IDS) ...
>>
>> Thanks in advance..
>>
>>
>> --
>> View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
>> Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.
>>
>>
>> ------------------------------------------------------------------------
>> Test Your IDS
>>
>> Is your IDS deployed correctly?
>> Find out quickly and easily by testing it
>> with real-world attacks from CORE IMPACT.
>> Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
>> to learn more.
>> ------------------------------------------------------------------------
>>
>>
>>    
>
>
>  


------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------


Re: Bayesian IDS...help

by pgarcia :: Rate this Message:

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Pablo García Bringas escribió:

    Here you can find the ESIDE-Depian prototype:
http://ieeexplore.ieee.org/Xplore/login.jsp?url=/iel5/4312838/4312839/04312918.pdf?arnumber=4312918

    Regards,

          Pablo.

> Gleb Paharenko escribió:
>
>    Hi.
>
>    You can also try the SPICE/SPADE anomaly detector for TCP ip_dst,
> ip_src, tcp_dst_port y tcp_src_port.
>
>    It builds a bayesian network of 4 nodes (the 4 previous parameters)
> dinamically, considering the entropy of edges, using historical data.
>
>    Afterwards, it computes the conditional probabilities of the
> tables, and then infer posterior probabilities of new packets.
>
>    I wouldn't forget the Snort IDS, and its regular expression
> processor. You can also specify normal (and anomalous) behaviour using
> previous knowledge.
>
>    Here you can find a paper of mine, describing our ESIDE-Depian IDS.
> I hope it will be useful for you.
>
>    Agur.
>
>          Pablo.
>
>> Hi.
>>
>> Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
>> can find there some useful things.
>>
>> 2008/1/31, Dinakara <om_dinu@...>:
>>  
>>> Hi there,
>>>
>>>     I am working on Anomaly based Network IDS...
>>>     Statistical based technique is simple but not quite effective in
>>> real
>>> scenario...
>>>     I understand Bayesian classifier/Network is  more effective in the
>>> context of anomaly detection,
>>>     but i have very little idea about Bayesian approach for IDS...
>>>     Can someone please help me out, i want to know  how to go about
>>> it and
>>> if there are any open source
>>>     anomaly based tool available (bayesian IDS) ...
>>>
>>> Thanks in advance..
>>>
>>>
>>> --
>>> View this message in context:
>>> http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
>>> Sent from the IDS (Intrusion Detection System) mailing list archive
>>> at Nabble.com.
>>>
>>>
>>> ------------------------------------------------------------------------
>>>
>>> Test Your IDS
>>>
>>> Is your IDS deployed correctly?
>>> Find out quickly and easily by testing it
>>> with real-world attacks from CORE IMPACT.
>>> Go to
>>> http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
>>>
>>> to learn more.
>>> ------------------------------------------------------------------------
>>>
>>>
>>>
>>>    
>>
>>
>>  
>
>


------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------


RE: Bayesian IDS...help

by Craig Wright-2 :: Rate this Message:

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Bayesian methods are statistical, I assume that you mean those statistical approaches that are based on hypothesis tests as varied from a mean?

As for Bayesian methods, R and WinBugs. These are not IDS tools but rather statistical tools. OLAP to access packet data and away you go.

Regards,
Dr Craig Wright (GSE-Compliance)



Craig Wright
Manager of Information Systems

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Craig.Wright@...
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-----Original Message-----

From: listbounce@... [mailto:listbounce@...] On Behalf Of Dinakara
Sent: Thursday, 31 January 2008 2:53 PM
To: focus-ids@...
Subject: Bayesian IDS...help


Hi there,

    I am working on Anomaly based Network IDS...
    Statistical based technique is simple but not quite effective in real
scenario...
    I understand Bayesian classifier/Network is  more effective in the
context of anomaly detection,
    but i have very little idea about Bayesian approach for IDS...
    Can someone please help me out, i want to know  how to go about it and
if there are any open source
    anomaly based tool available (bayesian IDS) ...

Thanks in advance..


--
View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.


------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
to learn more.
------------------------------------------------------------------------



------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
to learn more.
------------------------------------------------------------------------


Re: Bayesian IDS...help

by Dinakara :: Rate this Message:

Reply to Author | View Threaded | Show Only this Message

Thank you Jon..
I will check it..., mean while i wanted to know is there any such classifier (particularly for Network IDS) available in C language.

with regards

----- Original Message -----
From: Jon Oberheide <jon@...>
To: Dinakara <om_dinu@...>
Cc: focus-ids@...
Sent: Fri, 1 Feb 2008 00:15:15 +0530 (IST)
Subject: Re: Bayesian IDS...help

Reverend is a python bayes classifier that you may find useful:

http://divmod.org/trac/wiki/DivmodReverend

Regards,
Jon Oberheide

On Thu, 2008-01-31 at 17:17 +0200, Gleb Paharenko wrote:

> Hi.
>
> Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
> can find there some useful things.
>
> 2008/1/31, Dinakara <om_dinu@...>:
> >
> > Hi there,
> >
> >     I am working on Anomaly based Network IDS...
> >     Statistical based technique is simple but not quite effective in real
> > scenario...
> >     I understand Bayesian classifier/Network is  more effective in the
> > context of anomaly detection,
> >     but i have very little idea about Bayesian approach for IDS...
> >     Can someone please help me out, i want to know  how to go about it and
> > if there are any open source
> >     anomaly based tool available (bayesian IDS) ...
> >
> > Thanks in advance..
> >
> >
> > --
> > View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
> > Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.
> >
> >
> > ------------------------------------------------------------------------
> > Test Your IDS
> >
> > Is your IDS deployed correctly?
> > Find out quickly and easily by testing it
> > with real-world attacks from CORE IMPACT.
> > Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
> > to learn more.
> > ------------------------------------------------------------------------
> >
> >
>
>
--
Jon Oberheide <jon@...>
GnuPG Key: 1024D/F47C17FE
Fingerprint: B716 DA66 8173 6EDD 28F6  F184 5842 1C89 F47C 17FE



------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------


Re: Bayesian IDS...help

by Dinakara :: Rate this Message:

Reply to Author | View Threaded | Show Only this Message

Thank you , I will try out...,but something in the context of IDS
would have made the task easier...

Gleb Paharenko-3 wrote:
Hi.

Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
can find there some useful things.

2008/1/31, Dinakara <om_dinu@indiatimes.com>:
>
> Hi there,
>
>     I am working on Anomaly based Network IDS...
>     Statistical based technique is simple but not quite effective in real
> scenario...
>     I understand Bayesian classifier/Network is  more effective in the
> context of anomaly detection,
>     but i have very little idea about Bayesian approach for IDS...
>     Can someone please help me out, i want to know  how to go about it and
> if there are any open source
>     anomaly based tool available (bayesian IDS) ...
>
> Thanks in advance..
>
>
> --
> View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
> Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.
>
>
> ------------------------------------------------------------------------
> Test Your IDS
>
> Is your IDS deployed correctly?
> Find out quickly and easily by testing it
> with real-world attacks from CORE IMPACT.
> Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
> to learn more.
> ------------------------------------------------------------------------
>
>


--
Best regards.
Gleb Pakharenko.
http://gpaharenko.livejournal.com

------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------

Re: Bayesian IDS...help

by Dinakara :: Rate this Message:

Reply to Author | View Threaded | Show Only this Message

Thank you very much Pablo for your replies..

I am not able to download your paper as it requires ieee membership.Could you please send
the paper directly to my mail id: om_dinu@indiatimes.com. I am keen to go through the paper

Thanks again..

pgarcia wrote:
Pablo García Bringas escribió:

    Here you can find the ESIDE-Depian prototype:
http://ieeexplore.ieee.org/Xplore/login.jsp?url=/iel5/4312838/4312839/04312918.pdf?arnumber=4312918

    Regards,

          Pablo.

> Gleb Paharenko escribió:
>
>    Hi.
>
>    You can also try the SPICE/SPADE anomaly detector for TCP ip_dst,
> ip_src, tcp_dst_port y tcp_src_port.
>
>    It builds a bayesian network of 4 nodes (the 4 previous parameters)
> dinamically, considering the entropy of edges, using historical data.
>
>    Afterwards, it computes the conditional probabilities of the
> tables, and then infer posterior probabilities of new packets.
>
>    I wouldn't forget the Snort IDS, and its regular expression
> processor. You can also specify normal (and anomalous) behaviour using
> previous knowledge.
>
>    Here you can find a paper of mine, describing our ESIDE-Depian IDS.
> I hope it will be useful for you.
>
>    Agur.
>
>          Pablo.
>
>> Hi.
>>
>> Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
>> can find there some useful things.
>>
>> 2008/1/31, Dinakara <om_dinu@indiatimes.com>:
>>  
>>> Hi there,
>>>
>>>     I am working on Anomaly based Network IDS...
>>>     Statistical based technique is simple but not quite effective in
>>> real
>>> scenario...
>>>     I understand Bayesian classifier/Network is  more effective in the
>>> context of anomaly detection,
>>>     but i have very little idea about Bayesian approach for IDS...
>>>     Can someone please help me out, i want to know  how to go about
>>> it and
>>> if there are any open source
>>>     anomaly based tool available (bayesian IDS) ...
>>>
>>> Thanks in advance..
>>>
>>>
>>> --
>>> View this message in context:
>>> http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
>>> Sent from the IDS (Intrusion Detection System) mailing list archive
>>> at Nabble.com.
>>>
>>>
>>> ------------------------------------------------------------------------
>>>
>>> Test Your IDS
>>>
>>> Is your IDS deployed correctly?
>>> Find out quickly and easily by testing it
>>> with real-world attacks from CORE IMPACT.
>>> Go to
>>> http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
>>>
>>> to learn more.
>>> ------------------------------------------------------------------------
>>>
>>>
>>>
>>>    
>>
>>
>>  
>
>


------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------

Re: Bayesian IDS...help

by Dinakara :: Rate this Message:

Reply to Author | View Threaded | Show Only this Message

Hi
     If I am not wrong , SPICE/SPADE is only for portscan detection...,and doesnt detect general intrusions like DOS, SMURF etc..
pgarcia wrote:
Gleb Paharenko escribió:

    Hi.

    You can also try the SPICE/SPADE anomaly detector for TCP ip_dst,
ip_src, tcp_dst_port y tcp_src_port.

    It builds a bayesian network of 4 nodes (the 4 previous parameters)
dinamically, considering the entropy of edges, using historical data.

    Afterwards, it computes the conditional probabilities of the tables,
and then infer posterior probabilities of new packets.

    I wouldn't forget the Snort IDS, and its regular expression
processor. You can also specify normal (and anomalous) behaviour using
previous knowledge.

    Here you can find a paper of mine, describing our ESIDE-Depian IDS.
I hope it will be useful for you.

    Agur.

          Pablo.

> Hi.
>
> Spamassasin uses bayasian for anomaly detection in mail. Perhaps you
> can find there some useful things.
>
> 2008/1/31, Dinakara <om_dinu@indiatimes.com>:
>  
>> Hi there,
>>
>>     I am working on Anomaly based Network IDS...
>>     Statistical based technique is simple but not quite effective in real
>> scenario...
>>     I understand Bayesian classifier/Network is  more effective in the
>> context of anomaly detection,
>>     but i have very little idea about Bayesian approach for IDS...
>>     Can someone please help me out, i want to know  how to go about it and
>> if there are any open source
>>     anomaly based tool available (bayesian IDS) ...
>>
>> Thanks in advance..
>>
>>
>> --
>> View this message in context: http://www.nabble.com/Bayesian-IDS...help-tp15197689p15197689.html
>> Sent from the IDS (Intrusion Detection System) mailing list archive at Nabble.com.
>>
>>
>> ------------------------------------------------------------------------
>> Test Your IDS
>>
>> Is your IDS deployed correctly?
>> Find out quickly and easily by testing it
>> with real-world attacks from CORE IMPACT.
>> Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw
>> to learn more.
>> ------------------------------------------------------------------------
>>
>>
>>    
>
>
>  


------------------------------------------------------------------------
Test Your IDS

Is your IDS deployed correctly?
Find out quickly and easily by testing it
with real-world attacks from CORE IMPACT.
Go to http://www.coresecurity.com/index.php5?module=Form&action=impact&campaign=intro_sfw 
to learn more.
------------------------------------------------------------------------