Christian Sohler

Orcid: 0000-0001-8990-3326

Affiliations:
  • University of Cologne, Germany
  • Dortmund University of Technology, Germany (former)
  • University of Bonn, Institute for Computer Science (former)
  • University of Paderborn, Department of for Computer Science (former)


According to our database1, Christian Sohler authored at least 114 papers between 1997 and 2024.

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Bibliography

2024
On the adversarial robustness of Locality-Sensitive Hashing in Hamming space.
CoRR, 2024

2022
Constant Approximation for Normalized Modularity and Associations Clustering.
CoRR, 2022

Motif Cut Sparsifiers.
Proceedings of the 63rd IEEE Annual Symposium on Foundations of Computer Science, 2022

A Sublinear Local Access Implementation for the Chinese Restaurant Process.
Proceedings of the Approximation, 2022

2021
Spectral Clustering Oracles in Sublinear Time.
Proceedings of the 2021 ACM-SIAM Symposium on Discrete Algorithms, 2021

Parallel and Efficient Hierarchical k-Median Clustering.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020
Turning Big Data Into Tiny Data: Constant-Size Coresets for k-Means, PCA, and Projective Clustering.
SIAM J. Comput., 2020

Streaming statistical models via Merge & Reduce.
Int. J. Data Sci. Anal., 2020

Sublinear time approximation of the cost of a metric <i>k</i>-nearest neighbor graph.
Proceedings of the 2020 ACM-SIAM Symposium on Discrete Algorithms, 2020

Fast and Accurate $k$-means++ via Rejection Sampling.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Testable Properties in General Graphs and Random Order Streaming.
Proceedings of the Approximation, 2020

2019
Testing for forbidden order patterns in an array.
Random Struct. Algorithms, 2019

Planar graphs: Random walks and bipartiteness testing.
Random Struct. Algorithms, 2019

A characterization of graph properties testable for general planar graphs with one-sided error (It is all about forbidden subgraphs).
CoRR, 2019

Fully dynamic hierarchical diameter k-clustering and k-center.
CoRR, 2019

Fair Coresets and Streaming Algorithms for Fair k-means.
Proceedings of the Approximation and Online Algorithms - 17th International Workshop, 2019

Every Testable (Infinite) Property of Bounded-Degree Graphs Contains an Infinite Hyperfinite Subproperty.
Proceedings of the Thirtieth Annual ACM-SIAM Symposium on Discrete Algorithms, 2019

A Better k-means++ Algorithm via Local Search.
Proceedings of the 36th International Conference on Machine Learning, 2019

On Coresets for Logistic Regression.
Proceedings of the 49. Jahrestagung der Gesellschaft für Informatik, 50 Jahre Gesellschaft für Informatik, 2019

A Characterization of Graph Properties Testable for General Planar Graphs with one-Sided Error (It's all About Forbidden Subgraphs).
Proceedings of the 60th IEEE Annual Symposium on Foundations of Computer Science, 2019

2018
Dissection-BKW.
IACR Cryptol. ePrint Arch., 2018

Fair Coresets and Streaming Algorithms for Fair k-Means Clustering.
CoRR, 2018

Estimating Graph Parameters from Random Order Streams.
Proceedings of the Twenty-Ninth Annual ACM-SIAM Symposium on Discrete Algorithms, 2018

Approximating the Spectrum of a Graph.
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

A Property Testing Framework for the Theoretical Expressivity of Graph Kernels.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Strong Coresets for k-Median and Subspace Approximation: Goodbye Dimension.
Proceedings of the 59th IEEE Annual Symposium on Foundations of Computer Science, 2018

2017
Sublinear Clustering.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Random projections for Bayesian regression.
Stat. Comput., 2017

Clustering High Dimensional Dynamic Data Streams.
Proceedings of the 34th International Conference on Machine Learning, 2017

Testable Bounded Degree Graph Properties Are Random Order Streamable.
Proceedings of the 44th International Colloquium on Automata, Languages, and Programming, 2017

Distributed Monitoring of Network Properties: The Power of Hybrid Networks.
Proceedings of the 44th International Colloquium on Automata, Languages, and Programming, 2017

2016
Theoretical Analysis of the k-Means Algorithm - A Survey.
Proceedings of the Algorithm Engineering - Selected Results and Surveys, 2016

Theoretical Analysis of the $k$-Means Algorithm - A Survey.
CoRR, 2016

Relating two property testing models for bounded degree directed graphs.
Proceedings of the 48th Annual ACM SIGACT Symposium on Theory of Computing, 2016

Clustering time series under the Fréchet distance.
Proceedings of the Twenty-Seventh Annual ACM-SIAM Symposium on Discrete Algorithms, 2016

Diameter and k-Center in Sliding Windows.
Proceedings of the 43rd International Colloquium on Automata, Languages, and Programming, 2016

2015
Probabilistic k-Median Clustering in Data Streams.
Theory Comput. Syst., 2015

Testing Cluster Structure of Graphs.
Proceedings of the Forty-Seventh Annual ACM on Symposium on Theory of Computing, 2015

On Constant-Size Graphs That Preserve the Local Structure of High-Girth Graphs.
Proceedings of the Approximation, 2015

2014
Asymptotically exact streaming algorithms.
CoRR, 2014

A Distributed O(1)-Approximation Algorithm for the Uniform Facility Location Problem.
Algorithmica, 2014

Analysis of Agglomerative Clustering.
Algorithmica, 2014

What Does the Local Structure of a Planar Graph Tell Us About Its Global Structure?
Proceedings of the Mathematical Foundations of Computer Science 2014, 2014

Signal/Background Classification of Time Series for Biological Virus Detection.
Proceedings of the Pattern Recognition - 36th German Conference, 2014

Smallest enclosing ball for probabilistic data.
Proceedings of the 30th Annual Symposium on Computational Geometry, 2014

2013
Every Property of Hyperfinite Graphs Is Testable.
SIAM J. Comput., 2013

Property-Testing in Sparse Directed Graphs: 3-Star-Freeness and Connectivity.
CoRR, 2013

Turning big data into tiny data: Constant-size coresets for <i>k</i>-means, PCA and projective clustering.
Proceedings of the Twenty-Fourth Annual ACM-SIAM Symposium on Discrete Algorithms, 2013

(1+ Є)-approximation for facility location in data streams.
Proceedings of the Twenty-Fourth Annual ACM-SIAM Symposium on Discrete Algorithms, 2013

BICO: BIRCH Meets Coresets for k-Means Clustering.
Proceedings of the Algorithms - ESA 2013, 2013

2012
Smoothed analysis of left-to-right maxima with applications.
ACM Trans. Algorithms, 2012

StreamKM++: A clustering algorithm for data streams.
ACM J. Exp. Algorithmics, 2012

Finding Cycles and Trees in Sublinear Time.
Electron. Colloquium Comput. Complex., 2012

Almost Optimal Canonical Property Testers for Satisfiability.
Proceedings of the 53rd Annual IEEE Symposium on Foundations of Computer Science, 2012

Property Testing in Sparse Directed Graphs: Strong Connectivity and Subgraph-Freeness.
Proceedings of the Algorithms - ESA 2012, 2012

2011
Subspace embeddings for the L<sub>1</sub>-norm with applications.
Proceedings of the 43rd ACM Symposium on Theory of Computing, 2011

Tolerant Algorithms.
Proceedings of the Algorithms - ESA 2011, 2011

2010
Sublinear Clustering.
Proceedings of the Encyclopedia of Machine Learning, 2010

Clustering for metric and nonmetric distance measures.
ACM Trans. Algorithms, 2010

Small Space Representations for Metric Min-sum <i>k</i>-Clustering and Their Applications.
Theory Comput. Syst., 2010

Testing Expansion in Bounded-Degree Graphs.
Comb. Probab. Comput., 2010

Coresets and Sketches for High Dimensional Subspace Approximation Problems.
Proceedings of the Twenty-First Annual ACM-SIAM Symposium on Discrete Algorithms, 2010

Testing Monotone Continuous Distributions on High-dimensional Real Cubes.
Proceedings of the Twenty-First Annual ACM-SIAM Symposium on Discrete Algorithms, 2010

Testing Euclidean Spanners.
Proceedings of the Property Testing - Current Research and Surveys, 2010

Sublinear-time Algorithms.
Proceedings of the Property Testing - Current Research and Surveys, 2010

Testing Monotone Continuous Distributions on High-Dimensional Real Cubes.
Proceedings of the Property Testing - Current Research and Surveys, 2010

Testing Euclidean Spanners.
Proceedings of the Algorithms, 2010

StreamKM++: A Clustering Algorithms for Data Streams.
Proceedings of the Twelfth Workshop on Algorithm Engineering and Experiments, 2010

2009
A sublinear-time approximation scheme for bin packing.
Theor. Comput. Sci., 2009

Testing Hereditary Properties of Nonexpanding Bounded-Degree Graphs.
SIAM J. Comput., 2009

Estimating the Weight of Metric Minimum Spanning Trees in Sublinear Time.
SIAM J. Comput., 2009

Streaming Embeddings with Slack.
Proceedings of the Algorithms and Data Structures, 11th International Symposium, 2009

<i>d</i>-Dimensional Knapsack in the Streaming Model.
Proceedings of the Algorithms, 2009

2008
Testing Euclidean minimum spanning trees in the plane.
ACM Trans. Algorithms, 2008

A Fast k-Means Implementation Using Coresets.
Int. J. Comput. Geom. Appl., 2008

Sampling in Dynamic Data Streams and Applications.
Int. J. Comput. Geom. Appl., 2008

Clustering for metric and non-metric distance measures.
Proceedings of the Nineteenth Annual ACM-SIAM Symposium on Discrete Algorithms, 2008

Facility Location in Dynamic Geometric Data Streams.
Proceedings of the Algorithms, 2008

08341 Executive Summary - Sublinear Algorithms.
Proceedings of the Sublinear Algorithms, 17.08. - 22.08.2008, 2008

08341 Abstracts Collection - Sublinear Algorithms.
Proceedings of the Sublinear Algorithms, 17.08. - 22.08.2008, 2008

2007
Sublinear-time approximation algorithms for clustering via random sampling.
Random Struct. Algorithms, 2007

Testing Hereditary Properties of Non-Expanding Bounded-Degree Graphs.
Electron. Colloquium Comput. Complex., 2007

On testable properties in bounded degree graphs.
Proceedings of the Eighteenth Annual ACM-SIAM Symposium on Discrete Algorithms, 2007

Estimating Clustering Indexes in Data Streams.
Proceedings of the Algorithms, 2007

A PTAS for k-means clustering based on weak coresets.
Proceedings of the 23rd ACM Symposium on Computational Geometry, 2007

Efficient Kinetic Data Structures for MaxCut.
Proceedings of the 19th Annual Canadian Conference on Computational Geometry, 2007

2006
A Distributed Algorithm for the Facility Location Problem.
Electron. Notes Discret. Math., 2006

Sublinear-Time Algorithms.
Bull. EATCS, 2006

A distributed <i>O</i>(1)-approximation algorithm for the uniform facility location problem.
Proceedings of the SPAA 2006: Proceedings of the 18th Annual ACM Symposium on Parallelism in Algorithms and Architectures, Cambridge, Massachusetts, USA, July 30, 2006

Counting triangles in data streams.
Proceedings of the Twenty-Fifth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 2006

2005
Testing hypergraph colorability.
Theor. Comput. Sci., 2005

Abstract Combinatorial Programs and Efficient Property Testers.
SIAM J. Comput., 2005

Approximating the Weight of the Euclidean Minimum Spanning Tree in Sublinear Time.
SIAM J. Comput., 2005

Fast reconstruction of Delaunay triangulations.
Comput. Geom., 2005

Coresets in dynamic geometric data streams.
Proceedings of the 37th Annual ACM Symposium on Theory of Computing, 2005

Facility Location in Sublinear Time.
Proceedings of the Automata, Languages and Programming, 32nd International Colloquium, 2005

Average case complexity of Voronoi diagrams of n sites from the unit cube.
Proceedings of the (Informal) Proceedings of the 21st European Workshop on Computational Geometry, 2005

05291 Abstracts Collection -- Sublinear Algorithms.
Proceedings of the Sublinear Algorithms, 17.07. - 22.07.2005, 2005

2004
Reducing State Changes with a Pipeline Buffer.
Proceedings of the 9th International Fall Workshop on Vision, Modeling, and Visualization, 2004

Sublinear-Time Approximation for Clustering Via Random Sampling.
Proceedings of the Automata, Languages and Programming: 31st International Colloquium, 2004

Extreme Points Under Random Noise.
Proceedings of the Algorithms, 2004

Labeling Smart Dust.
Proceedings of the Algorithms, 2004

2003
Property testing and geometry.
PhD thesis, 2003

Randomized Pursuit-Evasion In Graphs.
Comb. Probab. Comput., 2003

Sublinear-time approximation of Euclidean minimum spanning tree.
Proceedings of the Fourteenth Annual ACM-SIAM Symposium on Discrete Algorithms, 2003

Smoothed Motion Complexity.
Proceedings of the Algorithms, 2003

2002
Online Scheduling for Sorting Buffers.
Proceedings of the Algorithms, 2002

2001
Soft kinetic data structures.
Proceedings of the Twelfth Annual Symposium on Discrete Algorithms, 2001

Testing Hypergraph Coloring.
Proceedings of the Automata, Languages and Programming, 28th International Colloquium, 2001

Property Testing with Geometric Queries.
Proceedings of the Algorithms, 2001

2000
Property Testing in Computational Geometry.
Proceedings of the Algorithms, 2000

Computing Cut Numbers.
Proceedings of the 12th Canadian Conference on Computational Geometry, 2000

1999
Generating random star-shaped polygons.
Proceedings of the 11th Canadian Conference on Computational Geometry, 1999

1997
Encoding a triangulation as a permutation of its point set.
Proceedings of the 9th Canadian Conference on Computational Geometry, 1997


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