SELECTED PUBLICATIONS

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SELECTED PUBLICATIONS


More detailed and up
-
to
-
date bibliography can be found at

http://cobiss.izum.si/ under Ivan Bratko.



Books


BRATKO, Ivan.
Prolog Programming for Artificial
Intelligence
;
T
hird edition
. Pearson
Education, Addison
-
Wesley, 2001.
Seco
nd edition
, Addison
-
Wesley 1990.
First edition
,
Addi
son
-
Wesley

1986.
Translations
: German, Italian, French,
Slovenian,
Japanese,
Russian.

BRATKO, Ivan, DŽEROSKI, Sašo (eds
.)
. Machine Learning
:
P
roceedings of
16th
International
Conference

on Machine Learning

(ICML '
99), Bled, Slovenia
, 1999
. San Francisco: Morgan

Kaufmann, 1999.

MICHALSKI, Ryszard S., BRATKO, Ivan , KUBAT, Miroslav (eds.)
. M
achine
L
learning and
D
ata
M
ining:

M
ethods and
A
pplications
. J. Wiley & Sons, 1998.

BRATKO, Ivan, CESTNIK, Bojan.
Programming Language Pascal with Extensions of Turbo
Pascal
. Ljubljana: Državna založba Slovenije, 1990 (in Slovenian).

BRATKO, Ivan, MOZETI
Č,

Igor, LAVRAČ, Nada.
KARDIO: A Study in Deep and Qualitative
Knowledge for Expert Systems
. Cambridge, Massachusetts: MIT Press, 1989.

BRATKO, Ivan , LAVRAČ, Nada (eds
.)
. Progress in

M
achine
Learning
:

P
roc
.

of EWSL 87
.
Wilmslow: Sigma Press, 1987.

BRATKO,

Ivan, RAJKOVIČ, Vladislav.
Computer Science with the Pascal Language
.
Ljublj
ana, Državna Založ
ba Slovenije, 1984 (in Slovenian).




Papers and book chapters


BEŽEK, Andraž, GAMS, Matjaž, BRATKO, Ivan. Multi
-
agent strategic modeling in
a robotic soccer do
main. V: STONE, Peter (ur.), WEISS, Gerhard (ur.).
AAMAS'06
:
Proc.

Fifth International Joint Conference on Autonomous Agents and Multiagent
Systems
,

Hakodate, Japan, May 8
-
12, 2006
. New York: ACM, 2006,
pp
. 457
-
464.

VLADUŠIČ, Daniel, KOMPARE, Boris, BRAT
KO, Ivan. Mo
delling Lake Glumso
with Q
2

learning.
Ecological M
odelling
,
Vol.

191

(2006)
, no. 1,
pp
. 33
-
46
.

SADIKOV, Aleksander, BRATKO, Ivan, KONONENKO, Igor. Bias and pathology
in minimax search.
Theoretical

C
omput
er

Sc
.
,

Vol.

349

(2005)
, no. 2,
pp.

268
-
2
81
.

LUŠTREK, Mitja, GAMS, Matjaž, BRATKO, Ivan. Is re
al
-
valued minimax
pathological?

Artificial I
ntell
igence

,

Vol.

170

(2006)
,
pp.

620
-
642.

ŽABKAR, Jure, ŽABKAR, Rahela, VLADUŠIČ, Daniel, ČEMAS, Danijel, Š
UC,
Dorian, BRATKO, Ivan. Q
2

prediction of ozone conc
entrations
.
Ecological

M
odel
lling
.
Vol.

191

(2006)
, no. 1,
pp.

68
-
82.

SADIKOV, Aleksander, BRATKO, Ivan. Learning long
-
term chess strategies from
databases.
Mach
ine

L
earn
ing
.
Vol.

63

(2006)
, no. 3,
pp.

329
-
340.

ZAVEC PAVLINIĆ, Daniela, GERŠAK, Jelka, DE
MŠAR, Janez, BRATKO, Ivan.
Predicting seam appearance quality.
Textyle Research

Journal
,
Vol.

76

(2006)
,
no
3,
pp.

235
-
242.
http://dx.doi.org/10.1177/0040517506061533
.

Šuc
, Dorian
, Bratko
, Ivan.
B
enefits of Qualitative Constraints in Numerical Learning
.
Proc
.
IJCAI’05 (19th Int. Joint Conf. Artificial Intelligence),
Edinburgh, Scotland, July 30
-

August 5,
2005
. Denver: International Joint Conferences on Artificial Intelligence, 2005.


CURK, T
omaž, DEMŠAR, Janez, QIKAI, Xu, LEBAN, Gregor, PETROVIČ, Uroš, BRATKO,
Ivan, SHAULSKY, Gad, ZUPAN, Blaž. Microarray data mining with visual programming.
Bioinformatics
,
Vol.

21

(2005)
, no. 3,
pp.

396
-
398.

LEBAN, Gregor, BRATKO, Ivan, PETROVIČ, Uroš, CURK,
Tomaž, ZUPAN, Blaž. VizRank :
finding informative data projections in functional genomics by machine learning.
Bioinformatic
s
,
Vol.

21, no. 3,
pp.

413
-
414.

LUŠTREK, Mitja, GAMS, Matjaž, BRATKO, Ivan. Why minimax works : an
alternative explanation.
Proc
.
IJ
CAI’
05

(19th

Int
.

Joint Conf
.

Artificial Intelligence
)
,
Edinburgh, Scotland, July 30
-

August 5, 2005
. Denver: International Joint
Conferences on Artificial Intelligence, 2005,
pp.

212
-
217.

JAKULIN, Aleks, MOŽINA, Martin, DEMŠAR, Janez, BRATKO, Ivan, ZU
PAN,
Blaž. Nomograms for visualing support vector machines.
Proc.
KDD’2005 (11th
ACM SIGKDD Int
.

Conf
.

o
n Knowledge Discovery and Data Mining
)

August 21
-
24,
2005, Chicago, Illinois, USA
. New York: ACM,

2005,
pp.

108
-
117.

LEBAN, Gregor, MRAMOR, Minca, BRAT
KO, Ivan, ZUPAN, Blaž. Simple and effective
visual models for gene expression cancer diagnostics.
Proc.
KDD’2005 (11th ACM SIGKDD Int.
Conf. on Knowledge Discovery and Data Mining)

August 21
-
24, 2005, Chicago, Illinois, USA
.
New York: ACM, 2005
,
pp.

167
-
17
6,

SRDOČ, Alira, SLUGA, Alojzij, BRATKO, Ivan. A quality management model based on the
"deep quality concept".
Int.
Journal

Quality

and Reliability

M
anage
me
nt
,

Vol
. 22

(2005)
,
no
. 3,
pp.

278
-
302.
http://www.e
meraldinsight.com/ft
.

ŽABKAR, Jure, VLADUŠIČ, Daniel, ŽABKAR, Rahela, ČEMAS, Danijel, ŠUC, Dorian,
BRATKO, Ivan. Using qualitative constraints in ozone prediction.
Proc
. QR’05

(19th Int.

Workshop
on Qualitative Reasoning)
,
Graz, Austria, 18
-
20 May 2005
. G
raz:

2005,
pp.

149
-
156.


ŠUC, Dorian, VLADUŠIČ, Daniel, BRATKO, Ivan. Qualitatively faithful quantitative
prediction.
Artif
icial

I
ntell
igence
,

2004,
Vol.

158, no. 2,
pp.

189
-
214.

SADIKOV, Aleksander, BRATKO, Ivan, KONONENKO
, Igor. Search versus knowledge
:

an
empi
rical study of minimax on KRK. In
:
van den
H
erik
, J
.
, I
ida
, H
.
, H
einz
, E
.
A. (
eds
.).
Advances in
C
omputer
G
ames:
M
any
G
ames,
M
any
C
hallenges
(P
roc
.

ICGA/IFIP SG16
)
, (IFIP,
135). Boston; Dordrecht; London: Kluwer Academic Publishers, 2004,
pp.

33
-
44
.


JAKULIN, Aleks, BRATKO, Ivan. Testing the significance of attribute interactions.
Proc.
ICML’04

(21st
Int
.

Conf
. on Machine Learning
)
, July 4
-
8, 2004 Banff, Alberta, Canada
,
pp.

409
-
416
.

BRATKO, Ivan, ŠUC, Dorian. Learning qualitative models.
AI M
ag
azin
e
,

Vol.

24

(2003)
, no. 4,
pp.

107
-
119.

ZUPAN, Blaž, BRATKO, Ivan, DEMŠAR, Janez, JUVAN, Peter, CURK, Tomaž, BORŠTNIK,
Urban, BECK, J. Robert, HALTER, John, KUSPA
, Adam, SHAULSKY, Gad.
GenePath
: a
system for inference of genetic networks and proposal of gen
etic experiments.
Artif
icial

I
ntell
igence in M
ed
icine
,
Vol.

29

(2003)
,
pp.

107
-
130
.


ZUPAN, Blaž, DEMŠAR, Janez, BRATKO, Ivan, JUVAN, Peter, HALTER, John A., KUSPA,
Adam, SHAULSKY, Gad. GenePath : a system for automated construction of genetic networks
fro
m mutant data.
Bioinformatics
,
Vol.

19

(2003)
, no. 3,
pp.

383
-
389.

BRATKO, Ivan, ŠUC, Dorian. Qualitative data mining and its applications.
CIT Journal
.
Computing and Info.

Technol
ogy
,
Vol.

11

(2003)
, no. 3,
pp.

145
-
150
.

LUŠTREK, Mitja, GAMS, Matjaž, BRAT
KO, Ivan. A program for playing tarok.
ICGA
J
ournal
,
Vol.

26

(2003)
,
pp.

190
-
197.

JAKULIN, Aleks, BRATKO, Ivan. Analyzing attribute dependencies.
Proc. PKDD’03
(
Knowledge discovery in databases
)
,
Lecture
N
otes in
C
omputer
S
cience, Lecture
N
otes in
A
rtific
ial
I
ntelligence,
Vol.

2838
. Berlin; Heidelberg; New York: Springer, 2003,
pp.

229
-
240.

ŠUC, Dorian, BRATKO, Ivan. Improving numerical prediction with qualitative constraints.
Proc. ECML’03, (European Conf.
Machine
L
earning
)

(Lecture
N
otes in
C
omputer
S
ci
ence,
Lecture
N
otes in
A
rtificial
I
ntelligence,
Vol.

2837). Berlin; Heide
lberg; New York: Springer,
2003,
pp.

385
-
396.

BRATKO, Ivan, ŠUC, Dorian. Qualitative data mining and its applications.
Proc. ITI’03 (25th
Int. Conf. Info. Technology Interfaces)
, June

16
-
19, 2003, Cavtat, Croatia. University of Zagreb,
SRCE, 2003,
pp.

3
-
8

(invited talk).


JAKULIN, Aleks, BRATKO, Ivan, SMRKE, Dragica, DEMŠAR, Janez, ZUPAN, Blaž.
Attribute interactions in medical data analysis.
Proc. AIME’03 (
9th Conference on Artificial
Intelligence in Medicine in Europe
)
, Protaras, Cyprus, October 18
-
22, 2003. (Lecture note
s in
computer science, Lecture notes in artificial intelligence,
Vol.
1211). Berlin: Springer, 2003,
pp.

229
-
238.

BRATKO, Ivan, ŠUC, Dorian.
U
nd
erstanding control strategies.
In
: D
ella

R
iccia, Giacomo (ed
.).
Planning B
ased on
D
ecision
T
heory
. Wien; New Yor
k: Springer,

2003,
pp.

85
-
98.

ŠUC, Dorian, VLADUŠ
IČ, Daniel, BRATKO, Ivan. Qualitatively faithful quantitative
prediction.
Proc.

IJCAI
-
03
(18th

Int
.

Joint Conf
.

on Artificial Intelligence
)
, Acapulco, Mexico,
August 9
-
15, 2003
. San Francisco:
Morgan Kaufmann Publishers,

2003,
pp.

1052
-
1057.

BRATKO, Ivan.

Automated modelling wit
h qualitative representations. In: Lucas
, Peter (
ed.)
Proc.
Model
-
based and
Q
ualitative
R
easoning in
B
iomedicine

(workshop at

9th European
Conference on Artificial Intelligence in Medicine, AIME'03, Protaras, Cyprus, 19th October,
p
p.

3
-
8 (invited talk).

BRATKO, Ivan, ŠUC, Dori
an. Qualitative data mining.
Proc.
N
ew
T
rends in
K
nowledge
P
rocessi
ng, D
ata
M
ining,
S
emantic
W
eb and
C
omputational
S
cience : the
S
ixth SANKEN
I
nt
.

S
ymposium
.
Osaka, Japan, March

2003,
pp.

10
-
12 (invited

talk).

ŽNIDARŠIČ, Martin, BOHANEC, Marko, BRATKO, Ivan. Categorization of numerical values
for DEX hierarchical models.
Informatica
,
Vol.

27

(2003)
, no. 4,
pp.

405
-
409.

BRATKO, Ivan, ŠUC, Dorian. Qualitative explanation of controllers.
Proc
.

QR’02 (16th

Int
.

Wor
kshop on Qualitative Reasoning
)
, June 10
-
12, 2002, Sitges


Barcelona
,

Spain
.
Sevilla:
Edición Digital, 2002,
pp.

1
-
2 (invited paper)

PEČAR, Zdravko, RAJKOVIČ, Vladislav, BRATKO, Ivan.
Obstacles to implementin
g TQM in
public organisations. In
: C
addy
, Joann
e , V
intar
, Mirko (
eds.)

Building
B
etter
Q
uality
A
dministration for the
Public
:

C
ase
S
tudies from Central and Eastern Europe
. Bratislava:
NISPAcee, 2002,
pp.

71
-
84
.

BRATKO, Ivan, ŠUC, Dorian. Using machine learning t
o understand operator's skill. In
:
H
endt
lass
, T
.
, A
li
, M
.

(
eds
.).
Developments in Applied Artificial I
ntelligenc
e
, (Lecture notes in
computer science, Lecture notes in artificial in
telligence, 2358). Berlin: Springer,
2002,
pp.

812
-
823.

ŠUC, Dorian, BRATKO, Ivan. Qualitative reverse engineering
.
Proc. ICML’2002

(19th
International Conference

on Machine Learning)
, University of New South Wales, Sydney,
Australia, July 8
-
12, 2002
.
San Francisco: Morgan Kaufmann, 2002,
pp.

610
-
617.

BANDELJ, Aleksander, BRATKO, Ivan, ŠUC, Dorian. Qualitative simula
tion with CLP.
Proc.
QR’2002

(16th
Int
.

Workshop on Qualitative Reasoning
)
, June 10
-
12, 2002, Sitges
-

Barcelona,

Spain
.
Sevilla: Edición Digital, 2002,
pp.

5
-
9.


STANKOVSKI, Vlado, BRATKO, Ivan, DEMŠAR, Janez, SMRKE, Dragica.
Induction of
hypotheses con
cerning hip arthroplasty : a modified methodology for medical research.
Methods
I
nf
o
.
M
ed
icine
,
Vol.

40

(2001)
, no. 5,
pp.

392
-
396.

ZUPAN, Blaž, BRATKO, Ivan, DEMŠAR, Janez, BECK, Robert J., KUSPA, Adam,
SHAULSKY, Gad. Abductive inference of genetic netwo
rks.
Proc. AIME’2001 (
8th Conference
on Artificial Intelligence in Medicine in Europe
)
, Cascais, Portugal, July 1
-
4, 2001. (Lecture
notes in computer science, Lecture notes in artificial intellige
nce, 2101). Berlin
: Springer, 2001,
pp.

304
-
313.

DEMŠAR, Ja
nez, ZUPAN, Blaž, BRATKO, Ivan. Transformation of attribute sp
ace by function
decomposition.
In
: D
ella

R
iccia, Giacomo
, L
enz
, H
.
-
J
.
, K
ruse
, R
.

(
eds
.).
Data
F
usion and
P
erception
, (CISM Courses and Lectures, no. 431). Wien; New York: Springer, 2001,
pp.

237
-
247.

ŠUC, Dorian, BRATKO, Ivan. Qualitative induction.
Proc. QR’2001

(15th

Int.

Workshop on
Qualitative Reasoning
),

May 17
-
18, 2001,
San Antonio, Texas
. Stoughton: The Printing House,
2001,
pp.

13
-
20.

ŠUC, Dorian, BRATKO, Ivan. Induction of qualitative t
rees.
Proc. ECML’2001 (European
Conf. on Machine Learning)
, (Lecture notes in artificial intelligence, Lecture notes in comput
er
science, 2167). Berlin
: Springer, 2001,
pp.

442
-
453.

JUVAN, Peter, ZUPAN, Blaž, DEMŠAR, Janez, BRATKO, Ivan, HALTER, John A., KUSPA,
Adam, SHAULSKY, Gad. Web
-
enabled knowledge
-
based analysis of genetic data.
Proc.
ISMDA’2001 (2nd Int. Symp.
Medical data analysis)
, Madrid, Spain, October 8
-
9, 2001

(Lecture
no
tes in computer science, 2199). Be
rlin
: Springer, 2001,
pp.

113
-
119.

ZUPAN, B., PORENTA, A., VIDMAR, G., AOKI, N., BRATKO, I., BECK, J.
R. Decisions at
hand: a decision support system on handhelds.
Proc.
MEDINFO 2001
(
10th World
C
ongress on
M
edical
I
nform
atics
)
, London, UK, 2
-
5 September, 2001
. Ams
terdam: IOS Press: Ohmsha,
2001,
pp.

566
-
700.

DEMŠAR, Janez, ZUPAN, Blaž, BRATKO, Ivan, KUSPA, Adam, HALTER, John A., BECK,
Robert J., SHAULSKY, Gad. GenePath : a computer program for genetic pathway discovery
from mutant data.
Proc.
MEDINFO 2001
(
10th World
C
ongress on
M
edical
I
nformatics
)
,
London, U
K, 2
-
5 September, 2001
. Ams
terdam: IOS Press: Ohmsha,
2001,

pp.

956
-
959.

ZUPAN, Blaž, DEMŠAR, Janez, SMRKE, Dragica, BOŽIKOV, K., STANKOVSKI, Vlado,
BRATKO, Ivan, BECK, J.R. Predicting patient's long
-

term clinical status after hip arthroplasty
using hier
archical decision modelling and data mining.
Methods
I
nf
o
.
Medicine
,
Vol.

40

(2001)
,
pp.

25
-
31.

ZUPAN, Blaž, DEMŠAR, Janez, KATTAN, Michael W., BECK, J. Robert, BRATKO, Ivan.
Machine learning for survival analysis: a case study on recurrence of prostate c
ancer.
Articial

I
ntell
igence in

M
ed
icine
.
Vol.

20

(2000)
,
pp.

59
-
75.

ŠUC, Dorian, BRATKO, Ivan. Qualitative trees applied to bicycle riding.
Electron.
T
rans. on
A
rtif
icial

I
ntell
igence
,
Vol.

4

(2000)
, Section B,
pp.

125
-
140,
http://www.ep.liu.se/ej/etai/2000/014/

ŠUC, Dorian, BRATKO, Ivan. Skill modeling through symbolic reconstruction of operator's
trajectories.
IEEE Trans. Syst. M
an
and Cybernetics
, Part A, Syst. humans
,
Vol.

30

(2000)
, no. 6,
pp.

617
-
624.

BRATKO, Ivan. Abstractions between learning problems based on abstractions between
structured data.
Proc.
Dealing with S
tructured
D
ata in
M
achine
L
earning and
Statistics,
ECML’
2000
W
orkshop
, Barcelona, Spain, 30

May 2000

(invited paper).

ŠUC, Dori
an, BRATKO, Ivan. Problem decomposition for behavioural cloning.
Proc.
ECML’2000

(
11th European Conference on Machine Learning
)
, Barcelona, Catalonia, Spain,
May 31
-

June 2, 2000. (Lecture notes in computer science, Lecture notes in artificial
in
telligenc
e, 1810). Berlin
: Springer, 2000,
pp.

382
-
391.

ZUPAN, Blaž, BRATKO, Ivan, BOHANEC, Marko, DEMŠAR, Janez. Induction of concept
hierarchies from noisy data.
Proc. ICML’2000

(17th
Int
.

Conf
. on Machine Learning)

June 29
-
July 2, 2000, Stanford University
.
Mor
gan Kaufmann: San Francisco,
pp.

1199
-
1206.

BRATKO, Ivan. Modelling operator's skill by machine learning.
Proc. ITI’2000 (
22nd
International conference on information technology interfaces
)
, Pula, Croatia, June 13
-
16, 2000.
pp.

23
-
30

(invited paper)
.

ZUP
AN, Blaž, BOHANEC, Marko, DEMŠAR, Janez, BRATKO, Ivan. Learning by discovery
concept hierarchies.
Artificial

I
ntell
igence,

Vol.

109

(1999)
,
pp.

211
-
242.
Also in: P
aliouras
, G
.,

K
arkaletsis
, V
.
, S
pyropoulos
, C
.

D. (
eds
.).
Machine
L
earning and its
A
pplicati
ons

(Lecture notes
in computer science, Lecture notes in artificial intell
igence, 2049). Berlin: Springer,
2001,
pp.

71
-
101.

ZUPAN, Blaž, DEMŠAR, Janez, KATTAN, Michael W., BECK, J. Robert, BRATKO, Ivan.
Machine learning for survival analysis: a case study

on recurrence of prostate cancer.
Proc.
AIMDM’99 (
Joint European Conference on Artificial Intelligence in Medicine and M
edical
Decision Making)
, Aalb
org, Denmark, June 20
-
24, 1999
(Lecture notes in computer science,
Lecture notes in artificial in
telligenc
e, 1620). Berlin: Springer,
1999,
pp.

346
-
355
.


BRATKO, Ivan. Refining complete hypotheses in ILP.
Proc.
ILP’99

(
9th Int. Workshop on

Inductive logic programming)
, Bled, Slovenia, June 1999
(Lecture notes in computer science,
Lecture notes in artificial in
teligen
ce, 1634). Berlin
: Springer, 1999,
pp.

44
-
55.

DEMŠAR, Janez, ZUPAN, Blaž, KATTAN, Michael W., BECK, J. Robert, BRATKO, Ivan.
Naive Bayesian
-
based nomogram for prediction of prostate cancer recurrence.
Proc.
Medical
Informatics Europe '99
, (Studies
in health technology and informatics,
Vol.

68). Amsterdam
:

IOS Press; Tokyo: Ohmsha,
1999,
pp.

436
-
441
.

SMRKE, Dragica, STANKOVSKI, Vlado, BRATKO, Ivan, DEMŠAR, Janez, ARNEŽ, Zoran
M. New indications for hip arthroplasty by using regression trees.
Proc.

SI
ROT
(Int.

Meeting of
International Research Society of Orthopaedic Surgery and Traumatology, Sydney, Australia,
April 16
-
19, 1999
. London: Freund publishing house Ltd., 1999,
pp.

757
-
761. [COBISS.SI
-
ID
11146713]

BRATKO, Ivan, URBANČIČ, Tanja. Control skil
l, machine learning and hand
-
crafting in
controller design.
In
: F
urukawa
, K., M
ichie
, D
.
, M
uggleton
, S
.

Machine intelligence 15:

intelligent agents
. Oxford: Oxford University Press, 1999,
pp.

130
-
153.

DŽEROSKI, Sašo, TODOROVSKI, Ljupčo, BRATKO, Ivan, KOMP
ARE, Boris, KRIŽMAN,
Viljem. Equation discover
y with ecological applicatins. In
: F
ielding
, A
.

H. (
ed
.).
Machine
L
earning
M
ethods for
E
cological
A
pplications
. Boston; Dordrecht; London: Kluwer Academic
Publishers, 1999,
pp.

185
-
207.

ŠUC, Dorian, BRATKO, Iva
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BOHANEC, Marko, BRATKO, Ivan, RAJKOVIČ, Vladislav.
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BRATKO, Ivan, NIBLETT, Tim.
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BRATKO, Ivan, KOPEC, Dannny, MICHIE, Donald.
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