Karsten Steinhaeuser

发表

Demo Paper: Geographic Analysis & Visualization of C limate Extremes for the Quadrennial Defense Review

Auroop R. Ganguly, Karsten Steinhaeuser, Alexander Sorokine, 2009 .

Using Large-Scale Machine Learning to Improve Our Understanding of the Formation of Tornadoes

Ramakrishna R. Nemani, Karsten Steinhaeuser, Ashok N. Srivastava, 2017 .

Change Detection from Temporal Sequences of Class Labels: Application to Land Cover Change Mapping

Vipin Kumar, Karsten Steinhaeuser, Ankush Khandelwal, 2013, SDM.

Preface to the Third IEEE ICDM Workshop on Knowledge Discovery from Climate Data

Nitesh V. Chawla, Vipin Kumar, Zoran Obradovic, 2011, IEEE ICDM 2011.

Improving management of aquatic invasions by integrating shipping network, ecological, and environmental data: data mining for social good

Nitesh V. Chawla, Jian Xu, Karsten Steinhaeuser, 2014, KDD.

Importance of vegetation type in forest cover estimation

Michael Lau, Anuj Karpatne, Vipin Kumar, 2012, 2012 Conference on Intelligent Data Understanding.

Knowledge Discovery from Climate Data using Graph-Based Methods

Karsten Steinhaeuser, 2012 .

Semantic Interoperability of Long-Tail Geoscience Resources over the Web

Karsten Steinhaeuser, Ashok N. Srivastava, Ramakrishna R. Nemani, 2017 .

Scalable Learning With Thread-Level Parallelism

Karsten Steinhaeuser, K. Steinhaeuser, 2007 .

Sparse group lasso

Arindam Banerjee, Karsten Steinhaeuser, Auroop R. Ganguly, 2012, SDM 2012.

Comparing Predictive Power in Climate Data: Clustering Matters

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2011, SSTD.

Structured Estimation in High Dimensions: Applications in Climate

Ramakrishna R. Nemani, Karsten Steinhaeuser, Ashok N. Srivastava, 2017 .

Sparse Group Lasso: Consistency and Climate Applications

Snigdhansu Chatterjee, Arindam Banerjee, Karsten Steinhaeuser, 2012, SDM.

Spatiotemporal Global Climate Model Tracking

Ramakrishna R. Nemani, Karsten Steinhaeuser, Ashok N. Srivastava, 2017 .

Scaling up Classifiers to Cloud Computers

Nitesh V. Chawla, Douglas Thain, Karsten Steinhaeuser, 2008, 2008 Eighth IEEE International Conference on Data Mining.

Proceedings of the Sixth International Workshop on Knowledge Discovery from Sensor Data

Nitesh V. Chawla, Mohamed Medhat Gaber, João Gama, 2009, KDD 2009.

Statistical Downscaling in Climate with State-of-the-Art Scalable Machine Learning

Ramakrishna R. Nemani, Karsten Steinhaeuser, Ashok N. Srivastava, 2017 .

Community Detection in a Large Real-World Social Network

Nitesh V. Chawla, Karsten Steinhaeuser, N. Chawla, 2008 .

Proceedings of the sixth international workshop on knowledge discovery from sensor data (SensorKDD '12)

Nitesh V. Chawla, Mohamed Medhat Gaber, João Gama, 2012 .

Contextual Time Series Change Detection

Vipin Kumar, Snigdhansu Chatterjee, Xi C. Chen, 2013, SDM.

Data Mining for Climate Change and Impacts

Karsten Steinhaeuser, Auroop R. Ganguly, K. Steinhaeuser, 2008, 2008 IEEE International Conference on Data Mining Workshops.

An exploration of climate data using complex networks

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2010, SKDD.

Large-Scale Machine Learning for Species Distributions

Karsten Steinhaeuser, Ashok N. Srivastava, Ramakrishna R. Nemani, 2017 .

Complex Networks In Climate Science: Progress, Opportunities And Challenges

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2010, CIDU.

A new data mining framework for forest fire mapping

Michael Lau, Vipin Kumar, Anuj Karpatne, 2012, 2012 Conference on Intelligent Data Understanding.

Complex networks as a unified framework for descriptive analysis and predictive modeling in climate science

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2011, Stat. Anal. Data Min..

Earth Science Applications of Sensor Data

Anuj Karpatne, Vipin Kumar, Michael S. Steinbach, 2013, Managing and Mining Sensor Data.

Approximate Search on Massive Spatiotemporal Datasets

Vipin Kumar, Karsten Steinhaeuser, Shyam Boriah, 2012, 2012 IEEE 12th International Conference on Data Mining Workshops.

Time series change detection using segmentation: A case study for land cover monitoring

Vipin Kumar, Karsten Steinhaeuser, Steven A. Klooster, 2012, 2012 Conference on Intelligent Data Understanding.

Estimating future global per capita water availability based on changes in climate and population

Karsten Steinhaeuser, Esther S. Parish, Auroop R. Ganguly, 2012, Comput. Geosci..

Patterns of Ship-borne Species Spread: A Clustering Approach for Risk Assessment and Management of Non-indigenous Species Spread pdf

Nitesh V. Chawla, Jian Xu, Karsten Steinhaeuser, 2014, ArXiv.

Testing the significance of spatio-temporal teleconnection patterns

Vipin Kumar, Snigdhansu Chatterjee, Karsten Steinhaeuser, 2012, KDD.

Preface to the 2010 Workshop on Knowledge Discovery from Climate Data: Prediction, Extremes, and Impacts

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2010, ICDM 2010.

Geographic analysis & visualization of climate extremes for the Quadrennial Defense Review

Karsten Steinhaeuser, Esther S. Parish, Marcia L. Branstetter, 2009, GIS.

Viewing the world through a network lens

Nitesh V. Chawla, Karsten Steinhaeuser, 2011 .

Motivating Complex Dependence Structures in Data Mining: A Case Study with Anomaly Detection in Climate

Karsten Steinhaeuser, Shih-Chieh Kao, Auroop R. Ganguly, 2009, 2009 IEEE International Conference on Data Mining Workshops.

Large-Scale Machine Learning in the Earth Sciences

Ramakrishna R. Nemani, Karsten Steinhaeuser, Ashok N. Srivastava, 2017 .

An exploration of climate data using complex networks

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2009, SensorKDD '09.

Identifying and evaluating community structure in complex networks

Nitesh V. Chawla, Karsten Steinhaeuser, N. Chawla, 2010, Pattern Recognit. Lett..

Empirical comparison of correlation measures and pruning levels in complex networks representing the global climate system

Nitesh V. Chawla, Karsten Steinhaeuser, Dilkushi A. de Alwis Pitts, 2011, 2011 IEEE Symposium on Computational Intelligence and Data Mining (CIDM).

Exploiting Thread-Level Parallelism to Build Decision Trees

Nitesh V. Chawla, Karsten Steinhaeuser, Peter M. Kogge, 2006 .

Higher trends but larger uncertainty and geographic variability in 21st century temperature and heat waves

Karsten Steinhaeuser, Esther S. Parish, Lawrence Buja, 2009, Proceedings of the National Academy of Sciences.

Toward enhanced understanding and projections of climate extremes using physics-guided data mining techniques

Wei-keng Liao, James H. Faghmous, Ankit Agrawal, 2014 .

A climate model intercomparison at the dynamics level

Karsten Steinhaeuser, Anastasios A. Tsonis, K. Steinhaeuser, 2012, Climate Dynamics.

Multivariate and multiscale dependence in the global climate system revealed through complex networks

Nitesh V. Chawla, Karsten Steinhaeuser, Auroop R. Ganguly, 2012, Climate Dynamics.

Persisting cold extremes under 21st‐century warming scenarios

Karsten Steinhaeuser, Auroop R. Ganguly, Evan Kodra, 2011 .