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51

Inductive logic programming and learnability

Kietz, Jörg-Uwe, Džeroski, Sašo

Journal:

ACM SIGART Bulletin

Year:

1994

Language:

english

File:

PDF, 1.15 MB

english, 1994

52

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Realizing Progol by forward reasoning

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 562 KB

english, 1997

53

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10534 || zooRank: Ranking Suspicious Entities in Time-Evolving Tensors

Ceci, Michelangelo, Hollmén, Jaakko, Todorovski, Ljupčo, Vens, Celine, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 2.02 MB

english, 2017

54

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10536 || TrAnET: Tracking and Analyzing the Evolution of Topics in Information Networks

Altun, Yasemin, Das, Kamalika, Mielikäinen, Taneli, Malerba, Donato, Stefanowski, Jerzy, Read, Jesse, Žitnik, Marinka, Ceci, Michelangelo, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 567 KB

english, 2017

55

Modeling the risk of water pollution by pesticides from imbalanced data

Trajanov, Aneta, Kuzmanovski, Vladimir, Real, Benoit, Perreau, Jonathan Marks, Džeroski, Sašo, Debeljak, Marko

Journal:

Environmental Science and Pollution Research

Year:

2018

Language:

english

File:

PDF, 1.71 MB

english, 2018

56

Semi-Supervised Multi-View Learning for Gene Network Reconstruction

Ceci, Michelangelo, Pio, Gianvito, Kuzmanovski, Vladimir, Džeroski, Sašo, Wennekers, Thomas

Journal:

Year:

2015

Language:

english

File:

PDF, 2.83 MB

english, 2015

57

[Lecture Notes in Computer Science] Discovery Science Volume 11828 (22nd International Conference, DS 2019, Split, Croatia, October 28–30, 2019, Proceedings) ||

Kralj Novak, Petra, Šmuc, Tomislav, Džeroski, Sašo

Year:

2019

File:

PDF, 46.44 MB

2019

58

[IEEE 2019 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) - Opatija, Croatia (2019.5.20-2019.5.24)] 2019 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) - Towards reusable process-based models of dynamical systems: A case study in the domain of aquatic ecosystems

Tolovski, Ilin, Kostovska, Ana, Simidjievski, Nikola, Todorovski, Ljupco, Dzeroski, Saso, Panov, Pance

Year:

2019

File:

PDF, 268 KB

2019

59

Using single- and multi-target regression trees and ensembles to model a compound index of vegetation condition

Dragi Kocev, Sašo Džeroski, Matt D. White, Graeme R. Newell, Peter Griffioen

Journal:

Ecological Modelling

Year:

2009

Language:

english

File:

PDF, 1.43 MB

english, 2009

60

Multi-relational data mining

Džeroski, Sašo

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2003

Language:

english

File:

PDF, 1.63 MB

english, 2003

61

The evolutionary signal in metagenome phyletic profiles predicts many gene functions

Vidulin, Vedrana, Šmuc, Tomislav, Džeroski, Sašo, Supek, Fran

Journal:

Year:

2018

Language:

english

File:

PDF, 2.82 MB

english, 2018

62

Analysis of 1.2 million foot scans from North America, Europe and Asia

Jurca, Ales, Žabkar, Jure, Džeroski, Sašo

Journal:

Scientific Reports

Year:

2019

Language:

english

File:

PDF, 4.49 MB

english, 2019

63

Using multi-objective classification to model communities of soil microarthropods

Damjan Demšar, Sašo Džeroski, Thomas Larsen, Jan Struyf, Jørgen Axelsen, Marianne Bruus Pedersen, Paul Henning Krogh

Journal:

Ecological Modelling

Year:

2006

Language:

english

File:

PDF, 302 KB

english, 2006

64

Phyletic Profiling with Cliques of Orthologs Is Enhanced by Signatures of Paralogy Relationships

Škunca, Nives, Bošnjak, Matko, Kriško, Anita, Panov, Panče, Džeroski, Sašo, Šmuc, Tomislav, Supek, Fran, Rzhetsky, Andrey

Journal:

PLoS Computational Biology

Year:

2013

Language:

english

File:

PDF, 1.85 MB

english, 2013

65

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Learning phonetic rules in a speech recognition system

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 651 KB

english, 1997

66

A comparison of fuzzy identification methods on benchmark datasets

Aleksovski, Darko, Dovžan, Dejan, Džeroski, Sašo, Kocijan, Juš

Journal:

IFAC-PapersOnLine

Year:

2016

Language:

english

File:

PDF, 573 KB

english, 2016

67

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10536 || Analyzing Granger Causality in Climate Data with Time Series Classification Methods

Altun, Yasemin, Das, Kamalika, Mielikäinen, Taneli, Malerba, Donato, Stefanowski, Jerzy, Read, Jesse, Žitnik, Marinka, Ceci, Michelangelo, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 497 KB

english, 2017

68

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10536 || Structural Semantic Models for Automatic Analysis of Urban Areas

Altun, Yasemin, Das, Kamalika, Mielikäinen, Taneli, Malerba, Donato, Stefanowski, Jerzy, Read, Jesse, Žitnik, Marinka, Ceci, Michelangelo, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 7.59 MB

english, 2017

69

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10535 || Multi-view Generative Adversarial Networks

Ceci, Michelangelo, Hollmén, Jaakko, Todorovski, Ljupčo, Vens, Celine, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 1.33 MB

english, 2017

70

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10535 || Multi-view Spectral Clustering on Conflicting Views

Ceci, Michelangelo, Hollmén, Jaakko, Todorovski, Ljupčo, Vens, Celine, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 565 KB

english, 2017

71

Decoupling approximation robustly reconstructs directed dynamical networks

Simidjievski, Nikola, Tanevski, Jovan, Ženko, Bernard, Levnajić, Zoran, Todorovski, Ljupčo, Džeroski, Sašo

Journal:

New Journal of Physics

Year:

2018

Language:

english

File:

PDF, 1.21 MB

english, 2018

72

Meta-Model Framework for Surrogate-Based Parameter Estimation in Dynamical Systems

Luksic, Ziga, Tanevski, Jovan, Dzeroski, Saso, Todorovski, Ljupco

Journal:

Year:

2019

File:

PDF, 7.14 MB

2019

73

Parameter estimation with bio-inspired meta-heuristic optimization: modeling the dynamics of endocytosis

Katerina Tashkova, Peter Korošec, Jurij Šilc, Ljupčo Todorovski, Sašo Džeroski

Journal:

BMC Systems Biology

Year:

2011

Language:

english

File:

PDF, 892 KB

english, 2011

74

Application of machine learning methods to palaeoecological data

Marjeta Jeraj, Sašo Džeroski, Ljupčo Todorovski, Marko Debeljak

Journal:

Ecological Modelling

Year:

2006

Language:

english

File:

PDF, 236 KB

english, 2006

75

Relations between the oilseed rape volunteer seedbank, and soil factors, weed functional groups and geographical location in the UK

Marko Debeljak, Geoff R. Squire, Damjan Demšar, Mark W. Young, Sašo Džeroski

Journal:

Ecological Modelling

Year:

2008

Language:

english

File:

PDF, 438 KB

english, 2008

76

Two stage architecture for multi-label learning

Gjorgji Madjarov, Dejan Gjorgjevikj, Sašo Džeroski

Journal:

Pattern Recognition

Year:

2012

Language:

english

File:

PDF, 788 KB

english, 2012

77

Using PPI network autocorrelation in hierarchical multi-label classification trees for gene function prediction

Stojanova, Daniela, Ceci, Michelangelo, Malerba, Donato, Dzeroski, Saso

Journal:

BMC Bioinformatics

Year:

2013

Language:

english

File:

PDF, 492 KB

english, 2013

78

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || On the complexity of some Inductive Logic Programming problems

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 1.21 MB

english, 1997

79

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10534 || Joint User Modeling Across Aligned Heterogeneous Sites Using Neural Networks

Ceci, Michelangelo, Hollmén, Jaakko, Todorovski, Ljupčo, Vens, Celine, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 994 KB

english, 2017

80

Using machine learning to estimate herbage production and nutrient uptake on Irish dairy farms

Nikoloski, Stevanche, Murphy, Philip, Kocev, Dragi, Džeroski, Sašo, Wall, David P.

Journal:

Journal of Dairy Science

Year:

2019

Language:

english

File:

PDF, 1.28 MB

english, 2019

81

The feasibility of co-existence between conventional and genetically modified crops: Using machine learning to analyse the output of simulation models

Aneta Ivanovska, Celine Vens, Nathalie Colbach, Marko Debeljak, Sašo Džeroski

Journal:

Ecological Modelling

Year:

2008

Language:

english

File:

PDF, 618 KB

english, 2008

82

Evaluation of biomarkers of exposure and effects of mercury using machine-learning methods

Darija Gibičar, Dragi Kocev, Bernard Zenko, Milena Horvat, Saso Dzeroski, Vesna Fajon, Barbara Mazzola

Journal:

Toxicology Letters

Year:

2006

Language:

english

File:

PDF, 77 KB

english, 2006

83

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Inductive logic programming and constraint logic programming (abstract)

Lavrač, Nada, Džeroski, Sašo

Year:

1997

File:

PDF, 33 KB

1997

84

Self-training for multi-target regression with tree ensembles

Levatić, Jurica, Ceci, Michelangelo, Kocev, Dragi, Džeroski, Sašo

Journal:

Knowledge-Based Systems

Year:

2017

Language:

english

File:

PDF, 686 KB

english, 2017

85

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Carcinogenesis predictions using ILP

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 1.00 MB

english, 1997

86

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10534 || Sequence Generation with Target Attention

Ceci, Michelangelo, Hollmén, Jaakko, Todorovski, Ljupčo, Vens, Celine, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 1.13 MB

english, 2017

87

Modeling the brown bear population in Slovenia: A tool in the conservation management of a threatened species

Klemen Jerina, Marko Debeljak, Sašo Džeroski, Andrej Kobler, Miha Adamič

Journal:

Ecological Modelling

Year:

2003

Language:

english

File:

PDF, 355 KB

english, 2003

88

Dealing with spatial autocorrelation when learning predictive clustering trees

Stojanova, Daniela, Ceci, Michelangelo, Appice, Annalisa, Malerba, Donato, Džeroski, Sašo

Journal:

Ecological Informatics

Year:

2013

Language:

english

File:

PDF, 1.92 MB

english, 2013

89

[ACM Press the 2011 Joint EDBT/ICDT Ph.D. Workshop - Uppsala, Sweden (2011.03.25-2011.03.25)] Proceedings of the 2011 Joint EDBT/ICDT Ph.D. Workshop on - PhD '11 - Regression on evolving multi-relational data streams

Ikonomovska, Elena, Džeroski, Sašo

Year:

2011

Language:

english

File:

PDF, 725 KB

english, 2011

90

Domain-specific model selection for structural identification of the Rab5-Rab7 dynamics in endocytosis

Tanevski, Jovan, Todorovski, Ljupčo, Kalaidzidis, Yannis, Džeroski, Sašo

Journal:

BMC Systems Biology

Year:

2015

Language:

english

File:

PDF, 2.04 MB

english, 2015

91

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Generating numerical literals during refinement

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 1.09 MB

english, 1997

92

Semi-supervised classification trees

Levatić, Jurica, Ceci, Michelangelo, Kocev, Dragi, Džeroski, Sašo

Journal:

Journal of Intelligent Information Systems

Year:

2017

Language:

english

File:

PDF, 1.90 MB

english, 2017

93

Evaluating the effect of Clostridium difficile conditioned medium on fecal microbiota community structure

Horvat, Sabina, Mahnic, Aleksander, Breskvar, Martin, Dzeroski, Saso, Rupnik, Maja

Journal:

Scientific Reports

Year:

2017

Language:

english

File:

PDF, 1.82 MB

english, 2017

94

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10536 || Image Representation, Annotation and Retrieval with Predictive Clustering Trees

Altun, Yasemin, Das, Kamalika, Mielikäinen, Taneli, Malerba, Donato, Stefanowski, Jerzy, Read, Jesse, Žitnik, Marinka, Ceci, Michelangelo, Džeroski, Sašo

Year:

2017

Language:

english

File:

PDF, 102 KB

english, 2017

95

SMURF: Systematic Methodology for Unveiling Relevant Factors in retrospective data on chronic disease treatments

Bravo, Franklin Parrales, Garcia, Alberto A. Del Barrio, Veiga, Ana Beatriz Gago, Gallego, Maria Mercedes, Ruiz, Marina, Peral, Angel Guerrero, Dzeroski, Saso, Ayala, Jose L.

Journal:

Year:

2019

File:

PDF, 1022 KB

2019

96

Machine Learning for Predicting Thermal Power Consumption of the Mars Express Spacecraft

Petkovic, Matej, Boumghar, Redouane, Breskvar, Martin, Dzeroski, Saso, Kocev, Dragi, Levatic, Jurica, Lucas, Luke, Osojnik, Aljaz, Zenko, Bernard, Simidjievski, Nikola

Journal:

IEEE Aerospace and Electronic Systems Magazine

Year:

2019

Language:

english

File:

PDF, 59 KB

english, 2019

97

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Lookahead and discretization in ILP

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 590 KB

english, 1997

98

EXPERIMENTS IN PREDICTING BIODEGRADABILITY

BLOCKEEL, HENDRIK, DŽEROSKI, SAŠO, KOMPARE, BORIS, KRAMER, STEFAN, PFAHRINGER, BERNHARD, LAER, WIM VAN

Journal:

Applied Artificial Intelligence

Year:

2004

Language:

english

File:

PDF, 407 KB

english, 2004

99

Neuroblastoma tumorigenesis is regulated through the Nm23-H1/h-Prune C-terminal interaction

Carotenuto, Marianeve, Pedone, Emilia, Diana, Donatella, de Antonellis, Pasqualino, Džeroski, Sašo, Marino, Natascia, Navas, Luigi, Di Dato, Valeria, Scoppettuolo, Maria Nunzia, Cimmino, Flora, Correa

Journal:

Scientific Reports

Year:

2013

Language:

english

File:

PDF, 2.56 MB

english, 2013

100

Automated discovery of a model for dinoflagellate dynamics

Nataša Atanasova, Sašo Džeroski, Boris Kompare, Ljupčo Todorovski, Gideon Gal

Journal:

Environmental Modelling & Software

Year:

2011

Language:

english

File:

PDF, 922 KB

english, 2011

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