Campbell et al v. Facebook Inc.
Filing
160
EXHIBITS re 149 Opposition/Response to Motion,,,,, filed byFacebook Inc.. (Attachments: # 1 Chorba Decl. - Exhibit Y, # 2 Chorba Decl. - Exhibit Z, # 3 Chorba Decl. - Exhibit AA, # 4 Chorba Decl. - Exhibit BB (Redacted), # 5 Chorba Decl. - Exhibit CC (Redacted), # 6 Chorba Decl. - Exhibit DD (Redacted), # 7 Chorba Decl. - Exhibit EE (Redacted), # 8 Chorba Decl. - Exhibit FF (filed under seal), # 9 Chorba Decl. - Exhibit GG (filed under seal), # 10 Chorba Decl. - Exhibit HH (filed under seal), # 11 Chorba Decl. - Exhibit II (Redacted), # 12 Chorba Decl. - Exhibit JJ (Redacted), # 13 Chorba Decl. - Exhibit KK (filed under seal), # 14 Chorba Decl. - Exhibit LL (filed under seal))(Related document(s) 149 ) (Chorba, Christopher) (Filed on 1/16/2016)
REDACTED VERSION OF DOCUMENT(S) SOUGHT TO BE FILED UNDER SEAL
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UNITED STATES DISTRICT COURT
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NORTHERN DISTRICT OF CALIFORNIA
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OAKLAND DIVISION
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__________________________
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MATTHEW CAMPBELL,
)Case No.
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MICHAEL HURLEY, and
)C 13-05996 PJH (MEJ)
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DAVID SHADPOUR
)
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Plaintiffs
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vs.
)
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FACEBOOK, INC.
)
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Defendants
)
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___________________________
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HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY
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Videotaped Deposition of Jennifer Golbeck
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Washington, D.C.
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December 16, 2015
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9:03 a.m.
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Reported by:
Bonnie L. Russo
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Job No. 2196773
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you looking at or opining on?
A.
So I looked at two versions of this
3
guy's -- the fraudulent guy's Web sites -- he
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had two Web sites -- and basically just said
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the name of Equity Trust Company didn't appear
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on those Web sites.
7
Q.
When you refer to the Internet
8
archive, is that the same as the Wayback
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Machine?
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A.
It is.
11
Q.
Okay.
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13
14
15
16
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Is that something you rely
upon in -- in your work?
A.
Pretty -- I use it pretty
frequently.
Q.
Is it pretty -- do you find it to be
fairly reliable?
A.
It's -- yeah, for what it is, right?
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It's definitely not a complete archive of
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everything that's out there, but the copies of
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things that they do have are accurate.
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And -- and I -- this is, again,
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totally outside the area of my expertise
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legally, but I think -- my understanding is
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that they actually have said that legally it
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can be assumed as true that, if something was
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archived on March 1st, that that absolutely was
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there on March 1st.
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in that way.
4
Q.
So it seems reliable to me
Other than the expert reports and
5
testimony we've talked about, is there any
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other -- are there any other expert reports or
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testimony that you've ever given?
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A.
No.
There are other cases that I've
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been invited to participate in, especially
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patent cases, but ones that I've declined.
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12
Q.
Have you ever served as a
nontestifying consultant in a -- in a lawsuit?
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A.
So those --
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Q.
Other than the E. Stephanie and --
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you'll have to remind me of the name of the
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other one.
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A.
Yeah.
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Q.
Sherry's Dance Studio.
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A.
-- I think --
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Q.
Yeah.
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A.
-- is what that was.
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Sherry's Dance Studio, I --
Those I would count in there.
Other
than those, I don't -- I don't think so.
Q.
If you -- in the instances when
you've declined to work in a patent case, why
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A.
Yes.
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Q.
Have you observed people with
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differing degrees of knowledge -- and here I'm
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talking about social network users -- regarding
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sort of the collection and processing of their
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data by the social network?
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8
A.
Yeah.
There's vastly different
understandings.
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Q.
Why do you think that is?
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A.
It's really complicated, you know.
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It -- and I think it's hard even for people who
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are trained in that space to -- to really
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understand what's happening because its
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relatively opaque.
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I have been surprised at times on --
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on what data is made available say to third
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parties.
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about that, right?
And I spend all my time learning
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Q.
Uh-huh.
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A.
That -- kind of how data gets out.
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So I say in a lot of these talks, like if I
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didn't know, like literally no one on earth can
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be expected to know because it's my full-time
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job, and I'm one of the experts on it.
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So, you know, it's complicated.
And
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then there's people with varying degrees of how
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interested they are in tracking this down --
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Q.
Uh-huh.
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A.
-- right?
I think it's analogous to
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like terms of service, right?
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Most people don't.
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that gives you a big difference in what you
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understand.
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Q.
I read them.
And, you know, that's --
Would you agree with me that some
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people understand that, when they are
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interacting with a -- with a Web site, that
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there are various electronic processes
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happening in order to render the site and, you
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know, basically make the site run, some people
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are sort of aware of that, and others don't
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have a clue?
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MR. RUDOLPH:
Vague.
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Objection.
Form.
Compound.
THE WITNESS:
I think that's true,
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that there's varying levels of understanding
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that people have on how that works.
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BY MR. JESSEN:
Q.
Have you observed differing degrees
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of consent from users for collection and use of
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their data?
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general is -- I find it's much more difficult
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to use.
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There are certainly more people with
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public profiles on Facebook, but it's a lot
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harder to find them in the way they can be
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found on Twitter or Pinterest, for example.
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Q.
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So tell me briefly what the
thesis was of the -- of the TED talk.
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Okay.
A.
Oh.
I've never thought of it that
Q.
Or maybe not -- "thesis" is the
way.
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wrong word, but the -- the point you were
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making.
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A.
I think -- you know, talking about
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what people know and what they don't, hardly
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anyone who hasn't seen my TED talk knows that
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these kind of person- -- private personal
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attributes can be inferred about them from what
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they're doing online.
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And the purpose of the TED talk was
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really to kind of explain the vary powerful
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things that we can do with this technology and
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get people thinking about the implications.
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Q.
And one of the things, I think --
you know, forgive me if I'm getting this
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wrong -- but you discuss with homophily?
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A.
Yes.
You got it right.
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Q.
What is -- what -- you may have to
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give the court reporter the spelling of that
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one.
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7
But what is -- what is that exactly?
A.
Yeah.
So homophily,
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H-O-M-O-P-H-I-L-Y, is a concept from sociology
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actually that basically birds of a father flock
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together, that we tend to be friends with
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people who share our traits more than people
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randomly pulled from the general population
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would share our traits.
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So you're right; you're friends with
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rich people.
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friends tend to be poorly educated.
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to race, sexual orientation, income, education,
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kind of across the board.
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If you're poorly educated, your
It applies
Not that all of your friends are
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like that, but your traits are more common in
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your friends than they are in the general
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population.
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Q.
And does this -- is this sort of --
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is this the phenomenon that allows a researcher
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like yourself to look at seemingly random data,
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like what kind of fries you like, and then make
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some sort of -- and I'm phrasing this really
3
badly -- but draw an inference about it based
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upon attributes that you wouldn't think would
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correlate with that?
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A.
Sometimes.
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Q.
Not a good question.
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A.
So in the curly fries example in the
9
talk, which you were just talking about --
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Q.
Yeah.
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A.
-- you know, I kind of hypothesize
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that homophily was one of the things that play
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there.
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those algorithms --
Sometimes it's used very directly in
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Q.
Uh-huh.
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A.
-- where they're relying on that
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basically as the entirety.
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role in a lot of those algorithms, though
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sometimes it's much less explicit.
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21
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Q.
I think it plays a
Is homophily at all relevant to the
organization of social networks?
A.
In -- so are you asking could a
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social network organize around that principle,
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or does it emerge in social networks?
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Q.
I guess more the latter.
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A.
I think it's true.
I mean the
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principle says these are the kinds of people we
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tend to choose as friends, right?
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liberal, I will tend to choose other liberal
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people as my friends.
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If I'm a
And so, in that case, it can
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influence how a social network forms.
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find out some guy is a ranging racist, I may
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unfriend him on Facebook, and that affects the
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If I
network.
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So that -- that could be a way
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homophily is considered, its play in
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influencing the structure of the network.
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Q.
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graph.
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Earlier you talked about social
Remind me what you meant by that?
A.
Social graph is just a -- a term to
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refer to people and their connections to one
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another.
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Q.
And generally how is the data in a
social graph organized?
A.
Like from a computing perspective or
from a mathematical perspective?
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Q.
I think a computing perspective.
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A.
So there it really depends.
So from
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the mathematical perspective, it tends to be
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represented in a graph structure, which is a
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mathematical concept --
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Q.
Okay.
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A.
-- and to tease into their
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connections to one another.
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Q.
Uh-huh.
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A.
Com- -- computationally, you could
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store that in a relational database.
There's
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also graph-based databases that -- that are
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network-based instead of relational.
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really depends on the implementation.
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Q.
Uh-huh.
So it
Do you know if Facebook has
a social graph?
A.
I mean they certainly have people
connected to other people.
Q.
Uh-huh.
And is that something -- do
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you know if there are other things that go into
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their social graph?
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A.
Well, I would just want to be
21
careful about terminology here, because
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Facebook has a thing that they call "the social
23
graph" --
24
Q.
Right.
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A.
-- which is different from the kind
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MR. JESSEN:
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further questions at this time.
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Okay.
I don't have any
I would renew my request for those
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three e-mails between Dr. Golbeck and the
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plaintiffs' counsel before she was engaged.
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MR. RUDOLPH:
We're -- we're going
to have to get back to you on that.
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MR. JESSEN:
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MR. RUDOLPH:
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to -- to look into it.
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MR. JESSEN:
Okay.
And I'll just --
Haven't had have time
Even though I think
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it's unlikely I would bring you back, I will
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just reserve my right to bring you back if need
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be.
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THE WITNESS:
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that we have left on the record.
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fun.
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MR. JESSEN:
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THE WITNESS:
For the 15 seconds
That'd be
They might -I'll totally do 15
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