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Claudia Plant

Univ.-Prof. Dipl.-Inform.Univ. Dr.

20042025

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  • 2018

    DipTransformation: Enhancing the Structure of a Dataset and thereby improving Clustering

    Schelling, B. & Plant, C., 20 Nov 2018, 2018 IEEE International Conference on Data Mining (ICDM) : 17-20 Nov. 2018. Piscataway, NJ: IEEE, p. 407-416 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Discovering Non-Redundant K-means Clusterings in Optimal Subspaces

    Mautz, D., Ye, W., Plant, C. & Böhm, C., 2018, KDD '18: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. Association for Computing Machinery, Inc, p. 1973-1982 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Fast approximate hubness reduction for large high-dimensional data

    Feldbauer, R., Leodolter, M., Plant, C. & Flexer, A., 17 Nov 2018, 2018 IEEE International Conference on Big Knowledge (ICBK). Soon, O. Y., Chen, H., Wu, X. & Aggarwal, C. (eds.). IEEE, p. 358-367 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • IncDTW: an R package for Incremental Dynamic Time Warping

    Leodolter, M., Braendle, N. & Plant, C., 14 May 2018, eRum 2018.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • KMN - Removing Noise from K-Means Clustering Results

    Schelling, B. & Plant, C., 2 Sept 2018, Big Data Analytics and Knowledge Discovery: 20th International Conference, DaWaK 2018, Regensburg, Germany, September 3–6, 2018, Proceedings. Ordonez, C. & Bellatreche, L. (eds.). 1 ed. Cham: Springer International Publishing, p. 137-151 15 p. (Lecture Notes in Computer Science, Vol. 11031). (Information Systems and Applications, incl. Internet/Web, and HCI).

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Parameter Free Mixed-Type Density-Based Clustering

    Behzadi Soheil, S., Ibrahim, M. A. & Plant, C., 9 Aug 2018, DATABASE AND EXPERT SYSTEMS APPLICATIONS (DEXA 2018), PT II: Database and Expert Systems Applications. Hartmann, S., Ma, H., Hameurlain, A., Pernul, G. & Wagner, RR. (eds.). Cham: Springer, p. 19-34 16 p. (Lecture Notes in Computer Science, Vol. 11030).

    Publications: Contribution to book › Contribution to proceedings

  • 2017

    Attributed Graph Clustering with Unimodal Normalized Cut

    Ye, W., Zhou, L., Sun, X., Plant, C. & Böhm, C., 2017, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Proceedings. Ceci, M., Dzeroski, S., Vens, C., Todorovski, L. & Hollmen, J. (eds.). Cham: Springer International Publishing, p. 601-616 16 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Dependency anomaly detection for heterogeneous time series: A Granger-Lasso approach

    Behzadi Soheil, S., Hlavackova-Schindler, K. & Plant, C., 2017, IEEE International Conference on Data Mining (ICDM) 2017. Gottumukkala, R., Karypis, G., Raghavan, V., Wu, X., Miele, L., Aluru, S., Ning, X. & Dong, G. (eds.). p. 1090-1099 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Indexing Multiple-Instance Objects

    Zhou, L., Ye, W., Wang, Z., Plant, C. & Böhm, C., 2017, Database and Expert Systems Applications: 28th International Conference, DEXA 2017, Lyon, France, August 28-31, 2017, Proceedings, Part I. Benslimane, D., Damiani, E., Grosky, W. I., Hameurlain, A., Sheth, A. & Wagner, R. R. (eds.). Springer, p. 143-157 15 p. (Lecture Notes in Computer Science, Vol. 10439).

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Information-Theoretic Non-redundant Subspace Clustering

    Hubig, N. & Plant, C., 2017, Advances in Knowledge Discovery and Data Mining: 21st Pacific-Asia Conference, PAKDD 2017, Jeju, South Korea, May 23-26, 2017, Proceedings, Part I. Kim, J., Shim, K., Cao, L., Lee, J-G., Lin, X. & Moon, Y-S. (eds.). Cham: Springer International Publishing, p. 198-209 12 p. (Lecture Notes in Computer Science, Vol. 10234).

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Joint Gaussian Based Measures for Multiple-Instance Learning

    Zhou, L., Plant, C. & Böhm, C., 2017, 2017 IEEE 33RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2017). p. 203-206 4 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Knowledge Discovery of Complex Data Using Gaussian Mixture Models

    Zhou, L., Ye, W., Plant, C. & Böhm, C., 2017, Big Data Analytics and Knowledge Discovery - 19th International Conference, DaWaK 2017, Lyon, France, August 28-31, 2017, Proceedings. Bellatreche, L. & Chakravarthy, S. (eds.). p. 409-423 15 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Learning from Labeled and Unlabeled Vertices in Networks

    Ye, W., Zhou, L., Mautz, D., Plant, C. & Böhm, C., 13 Aug 2017, Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13 - 17, 2017. p. 1265-1274 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Let's See Your Digits: Anomalous-State Detection using Benford's Law

    Maurus, S. & Plant, C., 2017, KDD'17: PROCEEDINGS OF THE 23RD ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING. p. 977-986 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Novel Indexing Strategy and Similarity Measures for Gaussian Mixture Models

    Zhou, L., Ye, W., Wackersreuther, B., Plant, C. & Böhm, C., 2017, Database and Expert Systems Applications - 28th International Conference, DEXA 2017, Lyon, France, August 28-31, 2017, Proceedings, Part II. Damiani, E., Sheth, A., Grosky, W. I., Hameurlain, A., Benslimane, D. & Wagner, R. R. (eds.). p. 158-171 14 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Semi-supervised segmentation of accelerometer time series for transport mode classification

    Leodolter, M., Widhalm, P., Plant, C. & Brändle, N., 2017, 5th IEEE International Conference on Models and Technologies for Intelligent Transportation Systems, MT-ITS 2017: Naples, Italy, June 26-28, 2017. p. 663-668 6 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Towards an Optimal Subspace for K-Means

    Mautz, D., Ye, W., Plant, C. & Böhm, C., 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 365-373 9 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2016

    Cache-oblivious Loops Based on a Novel Space-filling Curve

    Böhm, C., Perdacher, M. & Plant, C., Dec 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016: 5-8 Dec. 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). [Piscataway, NJ]: IEEE Xplore, p. 17-26 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Clustering with the Levy Walk: "Hunting" for Clusters

    Schelling, B. & Plant, C., 1 Dec 2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW) . Domeniconi, C., Gullo, F., Bonchi, F., Bonchi, F., Domingo-Ferrer, J., Baeza-Yates, R., Baeza-Yates, R., Baeza-Yates, R., Zhou, Z-H. & Wu, X. (eds.). IEEE Xplore, p. 1251-1260 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Covariate-Related Structure Extraction from Paired Data

    Zhou, L., Georgii, E., Plant, C. & Böhm, C., 1 Sept 2016, INFORMATION TECHNOLOGY IN BIO- AND MEDICAL INFORMATICS. Holzinger, A., Renda, M. E., Khuri, S. & Bursa, M. (eds.). p. 151-162 12 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Factorizing Complex Discrete Data "with Finesse"

    Maurus, S. & Plant, C., 1 Dec 2016, 2016 IEEE 16th International Conference on Data Mining (ICDM): 12-15 Dec. 2016. IEEE Xplore, p. 1077-1082 6 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • FUSE: Full Spectral Clustering

    Ye, W., Goebl, S., Plant, C. & Böhm, C., 13 Aug 2016, KDD 2016 - Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. New York: ACM, p. 1985-1994 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Gaussian Component based Index for GMMs

    Zhou, L., Wackersreuther, B., Fiedler, F., Plant, C. & Böhm, C., 1 Dec 2016, 2016 IEEE 16th International Conference on Data Mining (ICDM) . IEEE Xplore, p. 1365-1370 6 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Generalized Independent Subspace Clustering

    Ye, W., Maurus, S., Hubig, N. & Plant, C., 1 Dec 2016, 2016 IEEE 16th International Conference on Data Mining (ICDM): 12-15 Dec. 2016. IEEE Xplore, p. 569-578 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • IDEA: Integrative Detection of Early-stage Alzheimer's disease

    Ye, W., Wackersreuther, B., Böhm, C., Ewers, M. & Plant, C., 1 May 2016, SDM-DMMH 2016, 5th Workshop on Data Mining for Medicine and Healthcare: May 7, 2016, Miami, FL. p. 32-40 1 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • MeGS: Partitioning Meaningful Subgraph Structures using Minimum Description Length

    Goebl, S., Tonch, A., Böhm, C. & Plant, C., 1 Dec 2016, IEEE International Conference on Data Mining series (ICDM) 2016. IEEE Xplore, p. 889-894 6 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Multi-Core for K-Means Clustering on FPGA

    Böhm, C., Perdacher, M. & Plant, C., 2016, 2016 26TH INTERNATIONAL CONFERENCE ON FIELD PROGRAMMABLE LOGIC AND APPLICATIONS (FPL). p. 273-281 4 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Skinny-dip: Clustering in a Sea of Noise

    Maurus, S. & Plant, C., 13 Aug 2016, KDD 2016 - Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. New York: ACM, p. 1055-1064 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Stroke Lesion Segmentation using a Probabilistic Atlas of Cerebral Vascular Territories

    Derntl, A., Menze, B. & Plant, C., 2016, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 1st International Workshop, Brainles 2015 Held in Conjunction with MICCAI 2015, Revised Selected Papers. Reyes, M., Crimi, A., Maier, O., Maier, O., Handels, H. & Menze, B. (eds.). p. 21-32 12 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Subspace Clustering Ensembles through Tensor Decomposition

    Mautz, D., Böhm, C. & Plant, C., 2016, IEEE International Conference on Data Mining Workshops, ICDM Workshops 2016, December 12-15, 2016, Barcelona, Spain.. Domeniconi, C., Gullo, F., Bonchi, F., Bonchi, F., Domingo-Ferrer, J., Baeza-Yates, R., Baeza-Yates, R., Baeza-Yates, R., Zhou, Z-H. & Wu, X. (eds.). p. 1225-1234 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2015

    Mining Massive Vector Data on Single Instruction Multiple Data Microarchitectures

    Böhm, C. & Plant, C., 1 Nov 2015, Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015. Wu, X., Tuzhilin, A., Xiong, H., Dy, J. G., Aggarwal, C., Zhou, Z-H. & Cui, P. (eds.). Piscataway, NJ: IEEE, p. 597-606 10 p. 7395722

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2014

    Centroid Clustering of Cellular Lineage Trees

    Khakhutskyy, V., Schwarzfischer, M., Hubig, N., Plant, C., Marr, C., Rieger, M. A., Schroeder, T. & Theis, F. J., 1 Sept 2014, Information Technology in Bio- and Medical Informatics - 5th International Conference, ITBAM 2014, Munich, Germany, September 2, 2014. Proceedings. p. 15-29 15 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Finding the Optimal Subspace for Clustering

    Goebl, S., He, X., Plant, C. & Böhm, C., 1 Dec 2014, IEEE International Conference on Data Mining (ICDM). Kumar, R., Toivonen, H., Pei, J., Zhexue Huang, J. & Wu, X. (eds.). p. 130-139 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Identification of SNP interactions using data-parallel primitives on GPUs

    Altinigneli, M. C., Konte, B., Rujescir, D., Böhm, C. & Plant, C., 1 Oct 2014, 2014 IEEE International Conference on Big Data. Chang, W., Huan, J., Cercone, N., Pyne, S., Honavar, V., Lin, J., Hu, X. T., Aggarwal, C., Mobasher, B., Pei, J. & Nambiar, R. (eds.). p. 539-548 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Metric Factorization for Exploratory Analysis of Complex Data

    Plant, C., 1 Dec 2014, IEEE International Conference on Data Mining (ICDM). Kumar, R., Toivonen, H., Pei, J., Zhexue Huang, J. & Wu, X. (eds.). p. 510-519 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Mining Medical Data to Obtain Fuzzy Predicates

    Ceruto, T., Lapeira, O., Tonch, A., Plant, C., Espin, R. & Rosete, A., 1 Sept 2014, Information Technology in Bio- and Medical Informatics - 5th International Conference, ITBAM 2014, Munich, Germany, September 2, 2014. Proceedings. p. 103-117 15 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Relevant Overlapping Subspace Clusters on Categorical Data

    He, X., Feng, J., Konte, B., Mai, S. T. & Plant, C., 1 Aug 2014, 20th ACM SIGKDD: International Conference on Knowledge Discovery and Data Mining (KDD). p. 213-222 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Segmentation and Kinetic Analysis of Breast Lesions in DCE-MR Imaging Using ICA

    Goebl, S., Meyer-Baese, A., Lobbes, M. & Plant, C., 1 Sept 2014, Information Technology in Bio- and Medical Informatics - 5th International Conference, ITBAM 2014, Munich, Germany, September 2, 2014. Proceedings. p. 45-59 15 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Ternary Matrix Factorization

    Maurus, S. & Plant, C., 1 Dec 2014, IEEE International Conference on Data Mining (ICDM). Kumar, R., Toivonen, H., Pei, J., Zhexue Huang, J. & Wu, X. (eds.). p. 400-409 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2013

    Active Density-based Clustering

    Mai, S. T., He, X., Hubig, N., Plant, C. & Böhm, C., 1 Dec 2013, IEEE International Conference on Data Mining (ICDM). p. 508-517 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Compression-based Graph Mining Exploiting Structure Primitives

    Feng, J., He, X., Hubing, N., Böhm, C. & Plant, C., 1 Dec 2013, IEEE International Conference on Data Mining (ICDM) 2013. p. 181-190 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Massively Parallel Expectation Maximization Using Graphics Processing Units

    Altinigneli, M. C., Plant, C. & Böhm, C., 1 Aug 2013, ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2013. p. 838-846 9 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Robust Synchronization-Based Graph Clustering

    Shao, J., He, X., Yang, Q., Plant, C. & Böhm, C., 1 Apr 2013, 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2013). p. 249-260 12 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2012

    A Similarity and Segmentation Algorithm for White Matter Fiber Tracts

    Mai, S. T., Goebl, S. & Plant, C., 1 Dec 2012, IEEE International Conference on Data Mining (ICDM) 2012. p. 1014-1019 6 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Combining DTI and MRI for the Automated Detection of Alzheimer's Disease Using a Large European Multicenter Dataset

    Dyrba, M., Ewers, M., Wegrzyn, M., Kilimann, I., Plant, C., Oswald, A., Meindl, T., Pievani, M., Bokde, A. L. W., Fellgiebel, A., Filippi, M., Hampel, H., Klöppel, S., Hauenstein, K., Kirste, T. & Teipel, S. J., 1 Sept 2012, Second International Workshop on Multimodal Brain Image Analysis (MBIA 2012). p. 18-28 11 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Dependency Clustering across Measurement Scales

    Plant, C., 1 Aug 2012, ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2012. p. 361-369 9 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • Summarization-based Mining Bipartite Graphs

    Feng, J., He, X., Konte, B., Böhm, C. & Plant, C., 1 Aug 2012, IGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2012. p. 1249-1257 9 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2011

    Detection of Arbitrarily Oriented Synchronized Clusters in High-dimensional Data

    Shao, J., Plant, C., Yang, Q. & Böhm, C., 1 Dec 2011, IEEE 11th International Conference on Data Mining (ICDM) 2011: 11 - 14 Dec. 2011, Vancouver, Canada ; proceedings. Cook, D. (ed.). Piscataway, NJ: IEEE, p. 607-616 10 p. (IEEE International Conference on Data Mining. Proceedings., Vol. 2011).

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • INCONCO: Interpretable Clustering of Numerical and Categorica Objects

    Plant, C. & Böhm, C., 1 Aug 2011, ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2011. p. 1127-1135 9 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

  • 2010

    Clustering by Synchronization

    Böhm, C., Plant, C., Shao, J. & Yang, Q., 1 Jul 2010, Proceedings of the 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2010: Washington DC USA July 25 - 28, 2010. New York: Association for Computing Machinery (ACM), p. 583-592 10 p.

    Publications: Contribution to book › Contribution to proceedings › Peer Reviewed