Somewhat related to this discussion:

"But two months ago, philly.com <http://www.philly.com/>, home of the
Philadelphia Inquirer and Daily News, began analyzing their web traffic
with an “engagement index” — an equation that goes beyond pageviews and
into the factors that differentiate a loyal, dedicated reader from a
fly-by. It sums up seven different ways that users can show “engagement”
with the site, and it looks like this: *Σ(C_i + D_i + R_i + L_i + B_i +
I_i + P_i )*"


http://www.niemanlab.org/2010/10/getting-beyond-just-pageviews-philly-coms-seven-part-equation-for-measuring-online-engagement/

Regards, Siem


> Stumbled upon a paper that might fit into this discussion:
>
> "The Learning Behind Gmail Priority Inbox" http://goo.gl/DXjga
>
> --sebastian
>
> Am 05.01.2011 19:17, schrieb Ted Dunning:
>   
>> I wonder if the right notion is that importance is some notional aggregate
>> of relevance over all users, queries and times.  The aggregate might be
>> maximum or something similar.
>>
>> That would make importance be a measure of whether a resource is likely to
>> ever be relevant.
>>
>> On Wed, Jan 5, 2011 at 6:43 AM, Niall Riddell <[email protected]>wrote:
>>
>>     
>>> I think that notion of Importance implies the need for some form of action
>>> based on that Information which distinguishes it from relevant or merely
>>> interesting information.
>>>
>>> Niall
>>>
>>> On 4 January 2011 05:36, Robin Anil <[email protected]> wrote:
>>>
>>>       
>>>> Relevance is a personal choice. Global importance + Personalization and
>>>>         
>>> the
>>>       
>>>> ratio of the blend == Better(No one knows whats best yet :)
>>>>
>>>> Robin
>>>>
>>>>
>>>> On Tue, Jan 4, 2011 at 9:53 AM, Lance Norskog <[email protected]> wrote:
>>>>
>>>>         
>>>>> Yup- the one-word story would be 'interesting' rather than 'relevant'.
>>>>> Context matters: anything from the searcher to moment-to-moment
>>>>> differences. Intertwined with this is attention.
>>>>>
>>>>> In econ-speak, the user has a resource called 'attention'.  You are
>>>>> talking about optimizing the utils received when the user spends this
>>>>> resource. ('util' is a unitless measure of'what you got when you
>>>>> spent'.)
>>>>>
>>>>> Lance
>>>>>
>>>>> On Mon, Jan 3, 2011 at 2:30 PM, Grant Ingersoll <[email protected]>
>>>>> wrote:
>>>>>           
>>>>>> On Jan 3, 2011, at 3:32 PM, Dinesh B Vadhia wrote:
>>>>>>
>>>>>>             
>>>>>>> We could end-up in a hair-splitting hole.  Sounds like you want to
>>>>>>>               
>>> be
>>>       
>>>>> able to identify things (items) that are relevant and important.  You
>>>>>           
>>>> could
>>>>         
>>>>> also say, items that are relevant and of value.
>>>>>           
>>>>>> Yes, I would agree.
>>>>>>
>>>>>>             
>>>>>>> Describing the use-case might help?
>>>>>>>               
>>>>>> The use case is I am writing on the topic (well, a bunch of topics)
>>>>>>             
>>> and
>>>       
>>>>> the thought occurred to me that an organizing principal of this
>>>>>           
>>>> particular
>>>>         
>>>>> section is best summed up by the word Importance, namely "Identifying
>>>>> Important Content and People".  What I would like to be able to do is
>>>>>           
>>>> point
>>>>         
>>>>> a user at the most relevant/important research in the area as well as
>>>>>           
>>>> some
>>>>         
>>>>> open source implementations that help solve the problem and also
>>>>>           
>>> provide
>>>       
>>>> the
>>>>         
>>>>> basic theory behind it.  When I first outlined the section, I was
>>>>>           
>>> mainly
>>>       
>>>>> going to focus on graph algorithms like PageRank, but it occurred to me
>>>>> recently that it was broader than that.   Hence the question being
>>>>>           
>>> aimed
>>>       
>>>>> more at the academic side of the equation and not so much at the
>>>>> implementation side (besides, I would agree with most others here that
>>>>>           
>>>> the
>>>>         
>>>>> actual implementations focus on either categorization or graph
>>>>>           
>>>> approaches.)
>>>>         
>>>>>> From Twitter, there were other suggestions of things to look into:
>>>>>>             
>>>>> significance, novelty, surprisal, information gain.
>>>>>           
>>>>>>
>>>>>>             
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> From: Grant Ingersoll
>>>>>>> Sent: Monday, January 03, 2011 11:41 AM
>>>>>>> To: [email protected]
>>>>>>> Subject: Re: [slightly off topic] Determining Importance
>>>>>>>
>>>>>>>
>>>>>>> I guess Relevance is a useful word to describe it, but I don't think
>>>>>>>               
>>>> it
>>>>         
>>>>> resonates as well  (that is, Joe on the street is much more likely to
>>>>>           
>>> say
>>>       
>>>>> "That is important to me" than to say "That is relevant to me".)
>>>>>           
>>>>>>> If we split hairs, Wikipedia defines relevance as "... how
>>>>>>>               
>>> pertinent,
>>>       
>>>>> connected, or applicable something is to a given matter."  Webster has
>>>>> important as "marked by or indicative of significant worth or
>>>>>           
>>> consequence
>>>       
>>>> :
>>>>         
>>>>> valuable in content or relationship" -- I think importance has a
>>>>>           
>>> stronger
>>>       
>>>>> connotation than relevance.  Under these definitions, I think something
>>>>>           
>>>> can
>>>>         
>>>>> be relevant but still not be important.  Certainly everything that is
>>>>> important is also relevant.  And certainly all the studies around
>>>>>           
>>>> relevance
>>>>         
>>>>> are important (!) to the discussion, but what I'm getting at is a bit
>>>>>           
>>>> deeper
>>>>         
>>>>> (I think, but I can be dissuaded).
>>>>>           
>>>>>>> I would also agree with Ted here in that I don't think PageRank is
>>>>>>>               
>>>>> necessarily a measure of relevance (the page, after all, is on the
>>>>>           
>>> given
>>>       
>>>>> matter or not based on it's keywords, but it is Important because of
>>>>>           
>>> the
>>>       
>>>>> fact that everyone else has said so).  I also wonder if we aren't
>>>>>           
>>> clouded
>>>       
>>>> by
>>>>         
>>>>> the use of relevance in search terms, particularly in keyword-based
>>>>> approaches.  Importance to me factors in many other things (including
>>>>> personalization).  Again, maybe I'm splitting hairs.
>>>>>           
>>>>>>> -Grant
>>>>>>>
>>>>>>> On Jan 3, 2011, at 2:19 PM, Ted Dunning wrote:
>>>>>>>
>>>>>>>               
>>>>>>>> That is close, but I think that there is something else going on
>>>>>>>>                 
>>> with
>>>       
>>>>> this
>>>>>           
>>>>>>>> as well.
>>>>>>>>
>>>>>>>> Is page rank a measure of relevance?  Not really (to my mind)
>>>>>>>>
>>>>>>>> Relevance has a strong notion of context.  What is relevant to me
>>>>>>>>                 
>>> in
>>>       
>>>>> one
>>>>>           
>>>>>>>> moment may not be relevant the next moment.
>>>>>>>>
>>>>>>>> On Mon, Jan 3, 2011 at 11:13 AM, Dinesh B Vadhia
>>>>>>>> <[email protected]>wrote:
>>>>>>>>
>>>>>>>>                 
>>>>>>>>> Yep, what I'd call it too - relevance.
>>>>>>>>>
>>>>>>>>>
>>>>>>>>>
>>>>>>>>> From: Jake Mannix
>>>>>>>>> Sent: Monday, January 03, 2011 10:48 AM
>>>>>>>>> To: [email protected]
>>>>>>>>> Subject: Re: [slightly off topic] Determining Importance
>>>>>>>>>
>>>>>>>>>
>>>>>>>>> I've got one word for you, Grant:
>>>>>>>>>
>>>>>>>>> Relevance.
>>>>>>>>>
>>>>>>>>>
>>>>>>>>>                   
>>>>>>> --------------------------
>>>>>>> Grant Ingersoll
>>>>>>> http://www.lucidimagination.com
>>>>>>>
>>>>>>>               
>>>>>> --------------------------
>>>>>> Grant Ingersoll
>>>>>> http://www.lucidimagination.com
>>>>>>
>>>>>>
>>>>>>             
>>>>>
>>>>>
>>>>> --
>>>>> Lance Norskog
>>>>> [email protected]
>>>>>
>>>>>           
>>>>         
>>>
>>>
>>> --
>>> Niall Riddell
>>> *xSpace Analytics Ltd*
>>> *
>>>
>>> ------------------------------------------------------------------------------------------------------------
>>> *
>>> T: +44 161 408 3830
>>> M:+44 778 696 3830
>>> Skype: niall.riddell
>>> *
>>>
>>> ------------------------------------------------------------------------------------------------------------
>>> *
>>>
>>>       
>>     
>
>   


-- 
/ siem vaessen/ po box 76623/ 1070 he/ amsterdam/ holland
/ t: +31(0)651 229 221/ skype: siemvaessen/ www.webcode.nl/ blog: www.peakoil.nl
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