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101

Learning population dynamics models from data and domain knowledge

Sašo Džeroski, Ljupčo Todorovski

Journal:

Ecological Modelling

Year:

2003

Language:

english

File:

PDF, 116 KB

english, 2003

102

THE UTILITY OF BACKGROUND KNOWLEDGE IN LEARNING MEDICAL DIAGNOSTIC RULES

LAVRAČ, NADA, DŽEROSKI, SAŠO, PIRNAT, VLADIMIR, KRIŽMAN, VILJEM

Journal:

Applied Artificial Intelligence

Year:

1993

Language:

english

File:

PDF, 661 KB

english, 1993

103

HYBRID DECISION TREE ARCHITECTURE UTILIZING LOCAL SVMs FOR EFFICIENT MULTI-LABEL LEARNING

GJORGJEVIKJ, DEJAN, MADJAROV, GJORGJI, DŽEROSKI, SAŠO

Journal:

International Journal of Pattern Recognition and Artificial Intelligence

Year:

2013

Language:

english

File:

PDF, 1.09 MB

english, 2013

104

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Data mining via ILP: The application of Progol to a database of enantioseparations

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 611 KB

english, 1997

105

Redescription mining augmented with random forest of multi-target predictive clustering trees

Mihelčić, Matej, Džeroski, Sašo, Lavrač, Nada, Šmuc, Tomislav

Journal:

Journal of Intelligent Information Systems

Year:

2017

Language:

english

File:

PDF, 2.00 MB

english, 2017

106

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10536 || DC-Prophet: Predicting Catastrophic Machine Failures in DataCenters

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

Year:

2017

Language:

english

File:

PDF, 1.07 MB

english, 2017

107

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10534 || SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble

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

Year:

2017

Language:

english

File:

PDF, 1.06 MB

english, 2017

108

Personality Traits in Miners with Past Occupational Elemental Mercury Exposure

Grum, Darja Kobal, Kobal, Alfred B., Arnerič, Niko, Horvat, Milena, Ženko, Bernard, Džeroski, Sašo, Osredkar, Joško

Journal:

Environmental Health Perspectives

Year:

2006

Language:

english

File:

PDF, 245 KB

english, 2006

109

Extensive evaluation of the generalized relevance network approach to inferring gene regulatory networks

Kuzmanovski, Vladimir, Todorovski, Ljupčo, Džeroski, Sašo

Journal:

Year:

2018

Language:

english

File:

PDF, 983 KB

english, 2018

110

[IEEE 2019 IEEE International Conference on Space Mission Challenges for Information Technology (SMC-IT) - Pasadena, CA, USA (2019.7.30-2019.8.1)] 2019 IEEE International Conference on Space Mission Challenges for Information Technology (SMC-IT) - Quantifying the Effects of Gyroless Flying of the Mars Express Spacecraft with Machine Learning

Petkovic, Matej, Lucas, Luke, Kocev, Dragi, Dzeroski, Saso, Boumghar, Redouane, Simidjievski, Nikola

Year:

2019

Language:

english

File:

PDF, 261 KB

english, 2019

111

Automatic construction of concept hierarchies: The case of foliage-dwelling spiders

Martin Žnidaršič, Aleks Jakulin, Sašo Džeroski, Christian Kampichler

Journal:

Ecological Modelling

Year:

2006

Language:

english

File:

PDF, 587 KB

english, 2006

112

Using equation discovery to revise an Earth ecosystem model of the carbon net production

Ljupčo Todorovski, Sašo Džeroski, Pat Langley, Christopher Potter

Journal:

Ecological Modelling

Year:

2003

Language:

english

File:

PDF, 180 KB

english, 2003

113

Acquiring background knowledge for machine learning using function decomposition: a case study in rheumatology

Blaž Zupan, Sašo Džeroski

Journal:

Artificial Intelligence in Medicine

Year:

1998

Language:

english

File:

PDF, 132 KB

english, 1998

114

Using machine learning techniques in the construction of models. II. Data analysis with rule induction

Sašo Džeroski, Jasna Grbović, William J. Walley, Boris Kompare

Journal:

Ecological Modelling

Year:

1997

Language:

english

File:

PDF, 1.43 MB

english, 1997

115

[IEEE 2011 IEEE International Conference on Data Mining Workshops (ICDMW) - Vancouver, BC, Canada (2011.12.11-2011.12.11)] 2011 IEEE 11th International Conference on Data Mining Workshops - Adaptive Windowing for Online Learning from Multiple Inter-related Data Streams

Ikonomovska, Elena, Driessens, Kurt, Dzeroski, Saso, Gama, Joao

Year:

2011

Language:

english

File:

PDF, 1.62 MB

english, 2011

116

Online tree-based ensembles and option trees for regression on evolving data streams

Ikonomovska, Elena, Gama, João, Džeroski, Sašo

Journal:

Year:

2015

Language:

english

File:

PDF, 797 KB

english, 2015

117

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Part-of-speech tagging using Progol

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 1.25 MB

english, 1997

118

Learning stochastic process-based models of dynamical systems from knowledge and data

Tanevski, Jovan, Todorovski, Ljupčo, Džeroski, Sašo

Journal:

BMC Systems Biology

Year:

2016

Language:

english

File:

PDF, 1.52 MB

english, 2016

119

Multi-Relational Data Mining 2005

Blockeel, Hendrik, Džeroski, Sašo

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2005

Language:

english

File:

PDF, 98 KB

english, 2005

120

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Distance between Herbrand interpretations: A measure for approximations to a target concept

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 1.00 MB

english, 1997

121

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10534 || FCNN: Fourier Convolutional Neural Networks

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

Year:

2017

Language:

english

File:

PDF, 1.64 MB

english, 2017

122

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10536 || Urban Water Flow and Water Level Prediction Based on Deep Learning

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

Year:

2017

Language:

english

File:

PDF, 2.64 MB

english, 2017

123

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Discovery of first-order regularities in a relational database using ofine candidate determination

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 658 KB

english, 1997

124

Equation discovery for systems biology: finding the structure and dynamics of biological networks from time course data

Sašo Džeroski, Ljupčo Todorovski

Journal:

Current Opinion in Biotechnology

Year:

2008

Language:

english

File:

PDF, 780 KB

english, 2008

125

The Fourth European Conference on Ecological Modelling, September 27–October 1, 2004, Bled, Slovenia

Sašo Džeroski, Marko Debeljak, Bernard Ženko

Journal:

Ecological Modelling

Year:

2006

Language:

english

File:

PDF, 83 KB

english, 2006

126

A reappraisal of saprobic values and indicator weights based on slovenian river quality data

William J. Walley, Jasna Grbović, Sašo Džeroski

Journal:

Year:

2001

Language:

english

File:

PDF, 126 KB

english, 2001

127

Inductive Databases and Constraint-Based Data Mining ||

Džeroski, Sašo, Goethals, Bart, Panov, Panče

Year:

2010

Language:

english

File:

PDF, 5.46 MB

english, 2010

128

The importance of the label hierarchy in hierarchical multi-label classification

Levatić, Jurica, Kocev, Dragi, Džeroski, Sašo

Journal:

Journal of Intelligent Information Systems

Year:

2015

Language:

english

File:

PDF, 1.52 MB

english, 2015

129

Halophily reloaded: new insights into the extremophilic life-style ofWallemiawith the description ofWallemia hederaesp. nov

Jančič, Sašo, Zalar, Polona, Kocev, Dragi, Schroers, Hans-Josef, Džeroski, Sašo, Gunde-Cimerman, Nina

Journal:

Fungal Diversity

Year:

2016

Language:

english

File:

PDF, 2.80 MB

english, 2016

130

[Lecture Notes in Computer Science] Discovery Science Volume 8777 || Failure Prediction – An Application in the Railway Industry

Džeroski, Sašo, Panov, Panče, Kocev, Dragi, Todorovski, Ljupčo

Year:

2014

Language:

english

File:

PDF, 634 KB

english, 2014

131

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Maximum Entropy modeling with Clausal Constraints

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 1.07 MB

english, 1997

132

Multi-relational data mining 2004

Džeroski, Sašo, Blockeel, Hendrik

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2004

Language:

english

File:

PDF, 86 KB

english, 2004

133

Process-based design of dynamical biological systems

Tanevski, Jovan, Todorovski, Ljupčo, Džeroski, Sašo

Journal:

Scientific Reports

Year:

2016

Language:

english

File:

PDF, 1.42 MB

english, 2016

134

Production of Secondary Metabolites in Extreme Environments: Food- and Airborne Wallemia spp. Produce Toxic Metabolites at Hypersaline Conditions

Jančič, Sašo, Frisvad, Jens C., Kocev, Dragi, Gostinčar, Cene, Džeroski, Sašo, Gunde-Cimerman, Nina, Sarrocco, Sabrina

Journal:

Year:

2016

Language:

english

File:

PDF, 2.61 MB

english, 2016

135

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

File:

PDF, 1.28 MB

2019

136

Discovering dynamics: From inductive logic programming to machine discovery

Saso Dzeroski, Ljupco Todorovski

Journal:

Journal of Intelligent Information Systems

Year:

1995

Language:

english

File:

PDF, 1.11 MB

english, 1995

137

Spruce bark beetles (Ips typographus, Pityogenes chalcographus, Col.: Scolytidae) in the Dinaric mountain forests of Slovenia: Monitoring and modeling

Maja Jurc, Marko Perko, Sašo Džeroski, Damjan Demšar, Boris Hrašovec

Journal:

Ecological Modelling

Year:

2006

Language:

english

File:

PDF, 259 KB

english, 2006

138

Predicting gene function using hierarchical multi-label decision tree ensembles

Leander Schietgat, Celine Vens, Jan Struyf, Hendrik Blockeel, Dragi Kocev, Sašo Džeroski

Journal:

BMC Bioinformatics

Year:

2010

Language:

english

File:

PDF, 2.19 MB

english, 2010

139

Using relational decision trees to model out-crossing rates in a multi-field setting

Debeljak, Marko, Trajanov, Aneta, Stojanova, Daniela, Leprince, Florence, Džeroski, Sašo

Journal:

Ecological Modelling

Year:

2012

Language:

english

File:

PDF, 602 KB

english, 2012

140

Finding explained groups of time-course gene expression profiles with predictive clustering trees

Slavkov, Ivica, Gjorgjioski, Valentin, Struyf, Jan, Džeroski, Sašo

Journal:

Molecular BioSystems

Year:

2010

Language:

english

File:

PDF, 2.67 MB

english, 2010

141

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Induction of Slovene nominal paradigms

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 659 KB

english, 1997

142

Multi-relational data mining

Džeroski, Sašo, De Raedt, Luc

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2003

Language:

english

File:

PDF, 144 KB

english, 2003

143

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10535 || $$k^2$$ k 2 -means for Fast and Accurate Large Scale Clustering

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

Year:

2017

Language:

english

File:

PDF, 638 KB

english, 2017

144

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10535 || A Simple Exponential Family Framework for Zero-Shot Learning

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

Year:

2017

Language:

english

File:

PDF, 562 KB

english, 2017

145

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10535 || Partial Device Fingerprints

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

Year:

2017

Language:

english

File:

PDF, 350 KB

english, 2017

146

Rule induction and instance-based learning applied in medical diagnosis

Džeroski, Sašo, Lavrač, Nada

Journal:

Technology and Health Care

Year:

1996

Language:

english

File:

PDF, 2.37 MB

english, 1996

147

Modeling water outflow from tile-drained agricultural fields

Kuzmanovski, Vladimir, Trajanov, Aneta, Leprince, Florence, Džeroski, Sašo, Debeljak, Marko

Journal:

Science of The Total Environment

Year:

2015

Language:

english

File:

PDF, 1.66 MB

english, 2015

148

Candida and Fusarium species known as opportunistic human pathogens from customer-accessible parts of residential washing machines

Babič, Monika Novak, Zalar, Polona, Ženko, Bernard, Schroers, Hans-Josef, Džeroski, Sašo, Gunde-Cimerman, Nina

Journal:

Year:

2015

Language:

english

File:

PDF, 2.51 MB

english, 2015

149

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 1297 || Normal forms for inductive logic programming

Lavrač, Nada, Džeroski, Sašo

Year:

1997

Language:

english

File:

PDF, 668 KB

english, 1997

150

[Lecture Notes in Computer Science] Machine Learning and Knowledge Discovery in Databases Volume 10534 || Bayesian Nonlinear Support Vector Machines for Big Data

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

Year:

2017

Language:

english

File:

PDF, 428 KB

english, 2017

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