Search Results - "Kriegel, Peter"

A survey on unsupervised outlier detection in high-dimensional numerical data by Zimek, Arthur, Schubert, Erich, Kriegel, Hans-Peter

“…High‐dimensional data in Euclidean space pose special challenges to data mining algorithms. These challenges are often indiscriminately subsumed under the term…”
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The (black) art of runtime evaluation: Are we comparing algorithms or implementations? by Kriegel, Hans-Peter, Schubert, Erich, Zimek, Arthur

“…Any paper proposing a new algorithm should come with an evaluation of efficiency and scalability (particularly when we are designing methods for “big data”)…”
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Density-based clustering by Kriegel, Hans-Peter, Kröger, Peer, Sander, Jörg, Zimek, Arthur

“…Clustering refers to the task of identifying groups or clusters in a data set. In density‐based clustering, a cluster is a set of data objects spread in the…”
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Integrating structured biological data by Kernel Maximum Mean Discrepancy by Borgwardt, Karsten M., Gretton, Arthur, Rasch, Malte J., Kriegel, Hans-Peter, Schölkopf, Bernhard, Smola, Alex J.

“…Motivation: Many problems in data integration in bioinformatics can be posed as one common question: Are two sets of observations generated by the same…”
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Extraction of semantic biomedical relations from text using conditional random fields by Bundschus, Markus, Dejori, Mathaeus, Stetter, Martin, Tresp, Volker, Kriegel, Hans-Peter

“…The increasing amount of published literature in biomedicine represents an immense source of knowledge, which can only efficiently be accessed by a new…”
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Soundscapes and deep learning enable tracking biodiversity recovery in tropical forests by Müller, Jörg, Mitesser, Oliver, Schaefer, H. Martin, Seibold, Sebastian, Busse, Annika, Kriegel, Peter, Rabl, Dominik, Gelis, Rudy, Arteaga, Alejandro, Freile, Juan, Leite, Gabriel Augusto, de Melo, Tomaz Nascimento, LeBien, Jack, Campos-Cerqueira, Marconi, Blüthgen, Nico, Tremlett, Constance J., Böttger, Dennis, Feldhaar, Heike, Grella, Nina, Falconí-López, Ana, Donoso, David A., Moriniere, Jerome, Buřivalová, Zuzana

“…Tropical forest recovery is fundamental to addressing the intertwined climate and biodiversity loss crises. While regenerating trees sequester carbon…”
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Conifers and non-native tree species shift trophic niches of generalist arthropod predators in Central European beech forests by Wildermuth, Benjamin, Fardiansah, Riko, Matevski, Dragan, Lu, Jing-Zhong, Kriegel, Peter, Scheu, Stefan, Schuldt, Andreas

“…Functional diversity is vital for forest ecosystem resilience in times of climate-induced forest diebacks. Admixing drought resistant non-native Douglas fir,…”
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Author Correction: Soundscapes and deep learning enable tracking biodiversity recovery in tropical forests by Müller, Jörg, Mitesser, Oliver, Schaefer, H. Martin, Seibold, Sebastian, Busse, Annika, Kriegel, Peter, Rabl, Dominik, Gelis, Rudy, Arteaga, Alejandro, Freile, Juan, Leite, Gabriel Augusto, de Melo, Tomaz Nascimento, LeBien, Jack, Campos-Cerqueira, Marconi, Blüthgen, Nico, Tremlett, Constance J., Böttger, Dennis, Feldhaar, Heike, Grella, Nina, Falconí-López, Ana, Donoso, David A., Moriniere, Jerome, Buřivalová, Zuzana

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Species diversity of forest floor biota in non‐native Douglas‐fir stands is similar to that of native stands by Glatthorn, Jonas, Appleby, Scott, Balkenhol, Niko, Kriegel, Peter, Likulunga, Likulunga Emmanuel, Lu, Jing‐Zhong, Matevski, Dragan, Polle, Andrea, Riebl, Hannes, Rivera Pérez, Carmen Alicia, Scheu, Stefan, Seinsche, Alexander, Schall, Peter, Schuldt, Andreas, Wingender, Severin, Ammer, Christian

“…Cultivation of non‐native tree species is a promising option to adapt managed forests to climate change. However, consequences of non‐native tree species on…”
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Subspace clustering by Kriegel, Hans-Peter, Kröger, Peer, Zimek, Arthur

“…Subspace clustering refers to the task of identifying clusters of similar objects or data records (vectors) where the similarity is defined with respect to a…”
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Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection by Schubert, Erich, Zimek, Arthur, Kriegel, Hans-Peter

“…Outlier detection research has been seeing many new algorithms every year that often appear to be only slightly different from existing methods along with some…”
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Correction to: Conifers and non-native tree species shift trophic niches of generalist arthropod predators in central european beech forests by Wildermuth, Benjamin, Fardiansah, Riko, Matevski, Dragan, Lu, Jing-Zhong, Kriegel, Peter, Scheu, Stefan, Schuldt, Andreas

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Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications by Sander, Jörg, Martin, Ester, Kriegel, Hans-Peter, Xu, Xiaowei

“…The clustering algorithm DBSCAN relies on a density-based notion of clusters and is designed to discover clusters of arbitrary shape as well as to distinguish…”
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Discriminative frequent subgraph mining with optimality guarantees by Thoma, Marisa, Cheng, Hong, Gretton, Arthur, Han, Jiawei, Kriegel, Hans-Peter, Smola, Alex, Song, Le, Yu, Philip S., Yan, Xifeng, Borgwardt, Karsten M.

“…The goal of frequent subgraph mining is to detect subgraphs that frequently occur in a dataset of graphs. In classification settings, one is often interested…”
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2D image registration in CT images using radial image descriptors by Graf, Franz, Kriegel, Hans-Peter, Schubert, Matthias, Pölsterl, Sebastian, Cavallaro, Alexander

“…Registering CT scans in a body atlas is an important technique for aligning and comparing different CT scans. It is also required for navigating automatically…”
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Protein function prediction via graph kernels by Borgwardt, Karsten M., Ong, Cheng Soon, Schönauer, Stefan, Vishwanathan, S. V. N., Smola, Alex J., Kriegel, Hans-Peter

“…Motivation: Computational approaches to protein function prediction infer protein function by finding proteins with similar sequence, structure, surface…”
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Route skyline queries: A multi-preference path planning approach by Kriegel, Hans-Peter, Renz, Matthias, Schubert, Matthias

“…In recent years, the research community introduced various methods for processing skyline queries in multidimensional databases. The skyline operator retrieves…”
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Monoculture and mixture-planting of non-native Douglas fir alters species composition, but promotes the diversity of ground beetles in a temperate forest system by Kriegel, Peter, Matevski, Dragan, Schuldt, Andreas

“…Planting non-native tree species, like Douglas fir in temperate European forest systems, is encouraged to mitigate effects of climate change. However, Douglas…”
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Scalable Probabilistic Similarity Ranking in Uncertain Databases by Bernecker, Thomas, Kriegel, Hans-Peter, Mamoulis, Nikos, Renz, Matthias, Zuefle, Andreas

“…This paper introduces a scalable approach for probabilistic top-k similarity ranking on uncertain vector data. Each uncertain object is represented by a set of…”
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Non-native Douglas fir (Pseudotsuga menziesii) promotes sentinel prey attack rates in Central European forests by Matevski, Dragan, Glatthorn, Jonas, Kriegel, Peter, Schuldt, Andreas

“…•Epigeic arthropod predators have lower abundance and biomass in Douglas fir.•Unexpectedly, stands with higher Douglas fir proportion had higher predation…”
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