Search Results - "Demšar, Janez"

Assessment of Machine Learning Reliability Methods for Quantifying the Applicability Domain of QSAR Regression Models by Toplak, Marko, Močnik, Rok, Polajnar, Matija, Bosnić, Zoran, Carlsson, Lars, Hasselgren, Catrin, Demšar, Janez, Boyer, Scott, Zupan, Blaž, Stålring, Jonna

“…The vastness of chemical space and the relatively small coverage by experimental data recording molecular properties require us to identify subspaces, or…”
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Hands-on training about overfitting by Demšar, Janez, Zupan, Blaž

“…Overfitting is one of the critical problems in developing models by machine learning. With machine learning becoming an essential technology in computational…”
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A combinatorial approach to graphlet counting by Hocevar, Tomaz, Demsar, Janez

“…Small-induced subgraphs called graphlets are emerging as a possible tool for exploration of global and local structure of networks and for analysis of roles of…”
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Emotion Recognition on Twitter: Comparative Study and Training a Unison Model by Colneric, Niko, Demsar, Janez

“…Despite recent successes of deep learning in many fields of natural language processing, previous studies of emotion recognition on Twitter mainly focused on…”
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FragViz: visualization of fragmented networks by Stajdohar, Miha, Mramor, Minca, Zupan, Blaž, Demšar, Janez

“…Researchers in systems biology use network visualization to summarize the results of their analysis. Such networks often include unconnected components, which…”
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Statistical comparison of classifiers through Bayesian hierarchical modelling by Corani, Giorgio, Benavoli, Alessio, Demšar, Janez, Mangili, Francesca, Zaffalon, Marco

“…Usually one compares the accuracy of two competing classifiers using null hypothesis significance tests. Yet such tests suffer from important shortcomings,…”
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Combinatorial algorithm for counting small induced graphs and orbits by Demsar, Janez, Hocevar, Tomaz

“…Graphlet analysis is an approach to network analysis that is particularly popular in bioinformatics. We show how to set up a system of linear equations that…”
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Democratized image analytics by visual programming through integration of deep models and small-scale machine learning by Godec, Primož, Pančur, Matjaž, Ilenič, Nejc, Čopar, Andrej, Stražar, Martin, Erjavec, Aleš, Pretnar, Ajda, Demšar, Janez, Starič, Anže, Toplak, Marko, Žagar, Lan, Hartman, Jan, Wang, Hamilton, Bellazzi, Riccardo, Petrovič, Uroš, Garagna, Silvia, Zuccotti, Maurizio, Park, Dongsu, Shaulsky, Gad, Zupan, Blaž

“…Analysis of biomedical images requires computational expertize that are uncommon among biomedical scientists. Deep learning approaches for image analysis…”
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Computation of Graphlet Orbits for Nodes and Edges in Sparse Graphs by Hočevar, Tomaž, Demčar, Janez

“…Graphlet analysis is a useful tool for describing local network topology around individual nodes or edges. A node or an edge can be described by a vector…”
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Algorithms for subsetting attribute values with Relief by DEMSAR, Janez

“…Relief is a measure of attribute quality which is often used for feature subset selection. Its use in induction of classification trees and rules,…”
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Extreme value correction: a method for correcting optimistic estimations in rule learning by Možina, Martin, Demšar, Janez, Bratko, Ivan, Žabkar, Jure

“…Machine learning algorithms rely on their ability to evaluate the constructed hypotheses for choosing the optimal hypothesis during learning and assessing the…”
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Seroprevalence of severe acute respiratory syndrome coronavirus 2 in Slovenia: results of two rounds of a nationwide population study on a probability-based sample, challenges and lessons learned by Poljak, Mario, Oštrbenk Valenčak, Anja, Štrumbelj, Erik, Maver Vodičar, Polona, Vehovar, Vasja, Resman Rus, Katarina, Korva, Miša, Knap, Nataša, Seme, Katja, Petrovec, Miroslav, Zupan, Blaž, Demšar, Janez, Kurdija, Slavko, Avšič Županc, Tatjana

“…Seroprevalence surveys provide crucial information on cumulative severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) exposure. This Slovenian…”
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Visualization-based cancer microarray data classification analysis by Mramor, Minca, Leban, Gregor, Demšar, Janez, Zupan, Blaž

“…Motivation: Methods for analyzing cancer microarray data often face two distinct challenges: the models they infer need to perform well when classifying new…”
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Extracting qualitative relations from categorical data by Žabkar, Jure, Bratko, Ivan, Demšar, Janez

“…Qualitative modeling is traditionally concerned with the abstraction of numerical data. In numerical domains, partial derivatives describe the relation between…”
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scOrange—a tool for hands-on training of concepts from single-cell data analytics by Stražar, Martin, Žagar, Lan, Kokošar, Jaka, Tanko, Vesna, Erjavec, Aleš, Poličar, Pavlin G, Starič, Anže, Demšar, Janez, Shaulsky, Gad, Menon, Vilas, Lemire, Andrew, Parikh, Anup, Zupan, Blaž

“…Abstract Motivation Single-cell RNA sequencing allows us to simultaneously profile the transcriptomes of thousands of cells and to indulge in exploring cell…”
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Interactive Network Exploration with Orange by Stajdohar, Miha, Demsar, Janez

“…Network analysis is one of the most widely used techniques in many areas of modern science. Most existing tools for that purpose are limited to drawing…”
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FreeViz—An intelligent multivariate visualization approach to explorative analysis of biomedical data by Demšar, Janez, Leban, Gregor, Zupan, Blaž

“…Visualization can largely improve biomedical data analysis. It plays a crucial role in explorative data analysis and may support various data mining tasks. The…”
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Learning qualitative models from numerical data by Žabkar, Jure, Možina, Martin, Bratko, Ivan, Demšar, Janez

“…Qualitative models describe relations between the observed quantities in qualitative terms. In predictive modelling, a qualitative model tells whether the…”
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Concurrent software architectures for exploratory data analysis by Starič, Anže, Demšar, Janez, Zupan, Blaž

“…Decades ago, increased volume of data made manual analysis obsolete and prompted the use of computational tools with interactive user interfaces and rich…”
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Open-Source Tools for Data Mining by Zupan, Blaz, PhD, Demsar, Janez, PhD

“…With a growing volume of biomedical databases and repositories, the need to develop a set of tools to address their analysis and support knowledge discovery is…”
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