“artificial intelligence – recollections of the pioneers
TRANSCRIPT
Edin
burg
h an
d Es
sex
--th
e pa
st
& fu
ture
of A
IJi
m D
oran
Emer
itus P
rofe
ssor
Uni
vers
ity o
f Ess
ex
“Arti
ficia
l Int
ellig
ence
–Re
colle
ctio
ns o
f the
Pio
neer
s”Co
mpu
ter C
onse
rvat
ion
Soci
ety
Lond
on M
eetin
gSc
ienc
e M
useu
m, L
ondo
n11
Oct
ober
, 200
2
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g2
The
Tal
k Pl
an
Life
at t
he E
PU/D
MIP
(196
3/9)
Why
was
the
EPU
/DM
IP th
e wa
y it
was?
Wha
t hap
pene
d af
terw
ards
?
Has
AI f
aile
d?
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g3
Firs
t Con
tact
and
Firs
t Res
earc
hW
hils
t a g
radu
ate
stud
ent i
n bi
omet
rical
stat
istic
s at O
xfor
d un
der N
orm
an B
aile
y, I
spen
t a fe
w w
eeks
at D
onal
d M
ichi
e’s
Expe
rimen
tal P
rogr
amm
ing
Uni
t in
the
sum
mer
of 1
963,
and
br
iefly
vis
ited
agai
n in
win
ter 1
964.
I th
en jo
ined
the
EPU
as a
n R
A in
Oct
ober
196
4. M
y fir
st re
sear
ch ta
sk, s
et b
y D
M, w
as:
How
can
we
auto
mat
e pr
oble
m so
lvin
g in
the
style
of
Sam
uel’s
che
cker
pla
yer (
USA
) rat
her t
han
New
ell,
Shaw
, and
Sim
on’s
Gen
eral
Pro
blem
Sol
ver
(also
USA
)?
Hen
ce th
e “G
raph
Tra
vers
er”…
…
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g4
On
the
side
I w
as …
…..
App
lyin
g Sh
epar
d/K
rusk
al n
on-
met
ric m
ulti-
dim
ensi
onal
scal
ing
to th
e an
alys
is o
f set
s of
arch
aeol
ogic
al a
rtefa
cts
com
pute
r arc
haeo
logy
DM
was
a to
lera
nt e
mpl
oyer
!
(with
arc
haeo
logi
st R
oy H
odso
n)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g5
Som
e EP
U/D
MIP
Exh
ibits
The
Pass
alon
g Pu
zzle
(196
3)
Min
utes
of t
he F
irst
Rou
nd
Tabl
e M
eetin
g (1
965)
The
Gra
nd O
peni
ng (1
966)
A Pa
rty
(196
7)
Dem
ocra
cy a
t Wor
k! (1
968)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g6
Pass
alon
g Sl
idin
g B
lock
Puz
zle
By
slid
ing
the
“blo
cks”
, ref
lect
thei
r arr
ange
men
t in
the
horiz
onta
l axi
s
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g7
Min
utes
of t
he
Firs
t Mee
ting
of th
e R
ound
Tab
le(1
965)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g9
A P
arty
(one
of m
any)
1967
But
aty
pica
l, as
no
visi
ting
Am
eric
an
AI r
esea
rche
r or
si
mila
r !
“…on
e lo
ng p
arty
…”
Rob
in P
oppl
esto
ne
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g11
EPU
/DM
IP S
tyle
Cen
tral
ised
but
Info
rmal
Ratio
nal:
Toug
h on
Non
sens
e
Soci
al: N
atio
nal a
nd
Inte
rnat
iona
l Con
tact
s (es
p.
USA
)
Expa
nsio
nist
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g12
EPU
/DM
IP R
esea
rch
(63/
69)
Lear
ning
(e.g
. MEN
AC
E, B
OX
ES)
Heu
ristic
Sea
rch
(e.g
. Gra
ph T
rave
rser
)
“Age
nts”
and
Ear
ly R
obot
ics
Mul
ti-A
cces
s Sys
tem
s Sof
twar
e (M
iniM
ac,
Mul
ti-Po
p)
Lang
uage
Dev
elop
men
t (Po
p, P
rolo
g)
Mos
t has
(par
tly) s
urvi
ved
the
test
of ti
me
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g13
Oth
er M
ajor
AI I
nitia
tives
of t
hat
Tim
e:D
M R
epor
t to
SRC:
Com
putin
g Sc
ienc
e in
196
4
DM
Roy
al S
ocie
ty v
isit t
o U
SSR
(196
4)
AISB
& A
ISB
New
slette
r (19
64 o
nwar
ds)
Mel
tzer’
s Met
aMat
hem
atic
s Uni
t (19
65)
The
Mac
hine
Inte
llige
nce
Wor
ksho
ps (1
965
onwa
rds)
Alex
And
rew’
s USS
R Su
rvey
196
7
The
AI J
ourn
al (1
970
onwa
rds)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g14
The
Tal
k Pl
an
Life
at t
he E
PU/D
MIP
(196
3/9)
Why
was
the
EPU
/DM
IP th
e wa
y it
was?
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g15
The
Peop
le“.
.. al
l jun
iors
and
dro
pout
s…”
Don
ald
Mic
hie,
in 1
991,
on
his E
PU te
am
“...
the
noto
rious
col
lect
ion
of a
nom
alie
s and
ecc
entri
cs in
th
e w
artim
e co
de-b
reak
ing
esta
blis
hmen
t at B
letc
hley
…”
Eric
Hob
sbaw
m 1
994,
“Ag
e of
Ext
rem
es”,
p 5
26
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g16
Flec
k’s I
nsig
hts
Jam
es F
leck
, in
his v
alua
ble
1982
his
tory
of
AI,
sugg
ests
that
DM
was
gre
atly
aid
ed
in th
e es
tabl
ishm
ent o
f the
MIP
Dep
t by:
a cl
imat
e of
exp
ansi
on in
the
Uni
vers
ities
the
supp
ort o
f Mic
hael
Swa
nn
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g17
Som
e A
I in
UK
bef
ore
1963
(d
efin
ing
AI b
road
ly)
Off
dut
y ta
lk a
t Ble
tchl
ey P
ark
(ca
1943
)
Turin
g’s N
PL p
aper
(194
7)
The
Rat
io C
lub
(194
9-58
)
Turin
g’s M
ind
pape
r (19
50)
Ros
s Ash
by’s
“D
esig
n fo
r a B
rain
” (1
952
& 1
960)
“Fas
ter t
han
Thou
ght”
(195
3)
Gre
y W
alte
r’s “
The
Livi
ng B
rain
” an
d h
is
pseu
do-T
urtle
s (19
53)
NPL
Sym
posi
um o
n “M
echa
nisa
tion
of T
houg
ht
Proc
esse
s” (1
958)
Mic
hie
on G
ame
Lear
ning
(196
1/3)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g18
Som
e A
I in
USA
bef
ore
1963
(def
inin
g A
I bro
adly
)
McC
ullo
ch a
nd P
itts (
1943
)
Shan
non
on
Che
ss (1
950)
Dar
tmou
th A
I Wor
ksho
p (1
956)
“Aut
omat
a St
udie
s” (1
956)
New
ell,
Shaw
and
Sim
on’s
GPS
(195
8)
Ros
enbl
att’s
Per
cept
ron
(195
8)
Sam
uel’s
Che
cker
Pla
yer (
1959
)
MIT
AI L
ab fo
unde
d (1
959)
Stan
ford
AI L
ab fo
unde
d (1
962)
“Com
pute
rs a
nd T
houg
ht”
(196
3)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g19
The
Mem
e St
ream
It’s t
he id
eas t
hat m
atte
r as
they
get
pas
sed
dow
n th
e ge
nera
tions
!
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g20
The
Impa
ct o
f Ble
tchl
ey P
ark
“… m
y w
hole
pro
fess
iona
l life
real
ly w
as fu
ndam
enta
lly
affe
cted
by
thos
e th
ree
year
s [at
Ble
tchl
ey P
ark]
, and
I am
su
re b
y th
e pe
ople
.”
……
…
“ [T
he E
PU] w
as ru
n by
wha
t we
calle
d ‘T
he R
ound
Ta
ble,
’ whi
ch I
set u
p an
d m
odel
ed e
xact
ly o
n N
ewm
an’s
te
a pa
rty.”
Don
ald
Mic
hie
inte
rvie
wed
in 1
991
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g21
Som
e Ea
rlier
Con
nect
ions
Lad
y an
d L
ord
Byr
on
Ada
Ann
e
Judi
th
Wilf
rid
Scaw
en B
lunt
Cha
rles
Bab
bage
Ala
n T
urin
gB
V B
owde
n’s “
Fast
er
than
Tho
ught
”
Don
ald
Mic
hie
Jack
Goo
d
Race
hors
e Br
eedi
ng
30s C
ambr
idge
A
ntho
ny B
lunt
W
Gre
y W
alte
r D
.G.C
ham
pern
owne
V
icto
r R
oths
child
Max
New
man
Mic
hael
Sw
ann
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g22
So w
hat m
ight
hav
e be
en e
xpec
ted
at
the
EPU
?
Soci
al E
nerg
y an
d “U
pper
Cla
ss”
Self-
Con
fiden
ce
Anti-
Con
vent
ion
and
Anti-
Bure
aucr
acy
Prog
ress
ive
and
Anti-
Impe
rial
ist
Thou
ght
Mat
hem
atic
s (an
d m
aybe
poe
try)
And
inde
ed a
ll w
ere
ther
e!
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g23
The
Tal
k Pl
an
Life
at t
he E
PU/D
MIP
(196
3/9)
Why
was
the
EPU
/DM
IP th
e wa
y it
was?
Wha
t hap
pene
d af
terw
ards
?
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g24
Wha
t hap
pene
d af
terw
ards
?
The
grea
t “fa
lling
out
” (c
irca
1970
)
The
Ligh
thill
repo
rt (1
973)
Res
earc
hers
on
the
Mov
e (s
ee F
leck
’s P
aper
)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g25
Chilt
on A
tlas L
ab
Rese
arch
Fel
lows
incl
uded
:
Jack
Goo
d (to
196
7)
Jim
Dor
an (1
969-
73)
(AI a
nd A
rcha
eolo
gy)
P. O
’Don
ald
(to 1
967)
(G
As/
Alif
e)(Dire
ctor
: Jac
k H
owle
tt)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g26
Uni
. Ess
ex A
I : (1
973
–ca
. 197
9)
(rec
ruite
d by
Ton
y B
rook
er)
Floo
r 4B
Peop
leRi
char
d Bo
rnat
Mik
e Br
ady
Jim
Dor
an
Pat H
ayes
Bern
ard
Suffr
in
Ray
Turn
er
+ T
ony
Coh
n,Jo
rg S
iekm
ann,
Bob
Wie
linga
, Yor
ick
Wilk
s et a
l
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g27
Early
Ess
ex A
I Res
earc
hFl
oor 4
B Pr
ojec
tsFo
rtran
Cod
ing
Shee
t Pro
ject
Naï
ve P
hysic
s Man
ifesto
The
Evil
Lang
uage
……
….
Wha
t has
surv
ived
the
test
of ti
me?
Pat H
ayes
’ “N
aïve
Phy
sics M
anife
sto”?
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g28
Con
tras
t….
EPU
/DM
IPC
entr
alis
ed w
ith
Stro
ng C
hari
smat
ic L
eade
rshi
p
Atla
s Lab
Indi
vidu
al R
esea
rche
rs
Ess
ex F
loor
4B
Coo
pera
tion
and
Com
petit
ion
in a
con
vent
iona
l ac
adem
ic se
tting
Whi
ch w
as/is
mos
t eff
ectiv
e? N
ot o
bvio
us!
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g29
Late
r AI R
esea
rch
at E
ssex
(1
980-
2002
)Pl
anni
ng
Mac
hine
Lea
rnin
g
Visio
n
Robo
tics
Cons
train
t Sat
isfac
tion
Prob
lem
Sol
ving
Neu
ral N
etwo
rks
Agen
ts
Gen
etic
Alg
orith
ms
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g30
The
Tal
k Pl
an
Life
at t
he E
PU/D
MIP
(196
3/9)
Why
was
the
EPU
/DM
IP th
e wa
y it
was?
Wha
t hap
pene
d af
terw
ards
?
Has
AI f
aile
d?
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g31
AI:
Succ
ess o
r Fai
lure
?M
uch
solid
det
aile
d w
ork,
and
man
y ap
plic
atio
ns
The
“orig
inal
” ap
plic
atio
n, c
hess
(whi
ch in
tere
sted
bot
h B
abba
ge a
nd T
urin
g), h
as g
one
rela
tivel
y w
ell (
cons
ider
on
goin
g m
atch
bet
wee
n K
ram
nik
& D
eep
Fritz
)
But
man
y di
sapp
oint
men
ts a
nd a
wid
espr
ead
feel
ing
that
th
e go
al o
f “re
al”,
gen
eral
inte
llige
nce
rem
ains
far a
way
And
not
muc
h “B
asic
” In
telli
genc
e Th
eory
?(s
ee D
M re
. Lig
hthi
ll re
port)
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g32
AI H
istor
yA
t the
out
set –
Heu
ristic
Pro
gram
min
g v
Log
ic v
AN
Ns
artif
icia
l life
, ani
mat
s, G
As a
nd G
Ps,
agen
ts a
nd m
ulti-
agen
t sys
tem
s
robo
tics,
expe
rt sy
stem
s, A
NN
s, fu
zzy
syst
ems,
csps
,di
stri
bute
d A
I
Gam
e-pl
ayin
g, c
hess
, mac
hine
lear
ning
,
prob
lem
solv
ing,
nat
ural
lang
uage
, pla
nnin
g,
visio
n, h
euri
stic
sear
ch, t
heor
em p
rovi
ng,
perc
eptr
ons,
sem
antic
net
s, fr
ames
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g33
An
Obs
erva
tion
To "
take
off"
idea
s nee
d (a
) ena
blin
g te
chno
logy
and
(b) a
goo
d pu
blic
ist.
Very
ofte
n (c
rude
form
s of )
the
idea
s lo
ng p
reda
te th
e en
ablin
g te
chno
logy
th
ey n
eed
for t
heir
deve
lopm
ent
e.g.
Gen
eral
Pur
pose
Dig
ital C
ompu
ter,
Ches
s Pla
ying
Pr
ogra
ms,
Evol
utio
nary
Com
puta
tion
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g34
AI:
sym
ptom
s of d
isor
der?
Wav
es a
nd F
ashi
ons
Side
way
s Mov
es
Frag
men
tatio
n
Den
ial
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g35
Cau
ses o
f dis
orde
r?To
o m
any
pre-
conc
eptio
ns?
Mud
dled
Met
hodo
logy
?
Car
eer s
truct
ure
and
requ
irem
ents
di
scou
rage
dep
th a
nd p
ersis
tenc
e?
Fund
ing
(now
) too
muc
h or
ient
ed to
sh
ort t
erm
app
licat
ions
?
Oct
ober
11t
h, 2
002
Jim
Dor
an, C
CS
AI M
eetin
g36
Is A
I nev
erth
eles
s bro
adly
on
cour
se?
Has
mat
hem
atic
al lo
gic
been
a d
istr
actio
n?
Cou
ld th
e de
velo
pmen
t of t
he d
igita
l com
pute
r hav
e se
nt
us d
own
a w
rong
road
?
Is th
ere
som
ethi
ng im
port
ant m
issi
ng (e
.g. q
uant
um IP
)?
Will
AI (
and
Cog
nitiv
e Sc
ienc
e) so
on b
e ov
erta
ken
by
bio-
mol
ecul
ar a
ccou
nts o
f cog
nitio
n an
d in
telli
genc
e?
???
Fina
l Que
stio
ns…
.