| 2010 | A Robust Decision Tree Algorithm for Imbalanced Data Sets. | Wei Liu, Sanjay Chawla, David A. Cieslak, Nitesh V. Chawla |
| 2010 | Bridging Domains with Words: Opinion Analysis with Matrix Tri-factorizations. | Tao Li, Vikas Sindhwani, Chris H. Q. Ding, Yi Zhang |
| 2010 | ContexTour: Contextual Contour Analysis on Dynamic Multi-relational Clustering. | Yu-Ru Lin, Jimeng Sun, Nan Cao, Shixia Liu |
| 2010 | Fast Single-Pair SimRank Computation. | Pei Li, Hongyan Liu, Jeffrey Xu Yu, Jun He, Xiaoyong Du |
| 2010 | Two-View Transductive Support Vector Machines. | Guangxia Li, Steven C. H. Hoi, Kuiyu Chang |
| 2010 | GraSS: Graph Structure Summarization. | Kristen LeFevre, Evimaria Terzi |
| 2010 | Active Ordering of Interactive Prediction Tasks. | Abhimanyu Lad, Yiming Yang |
| 2010 | Spectral Analysis of Signed Graphs for Clustering, Prediction and Visualization. | Jrme Kunegis, Stephan Schmidt, Andreas Lommatzsch, Jrgen Lerner, Ernesto William De Luca, Sahin Albayrak |
| 2010 | Semi-supervised Bio-named Entity Recognition with Word-Codebook Learning. | Pavel P. Kuksa, Yanjun Qi |
| 2010 | An Information-Theoretic Approach to Finding Informative Noisy Tiles in Binary Databases. | Kleanthis-Nikolaos Kontonasios, Tijl De Bie |
| 2010 | Radius Plots for Mining Tera-byte Scale Graphs: Algorithms, Patterns, and Observations. | U Kang, Charalampos E. Tsourakakis, Ana Paula Appel, Christos Faloutsos, Jure Leskovec |
| 2010 | A Generalized Tree Matching Algorithm Considering Nested Lists for Web Data Extraction. | Nitin Jindal, Bing Liu |
| 2010 | Improving Accessibility of Transaction-centric Web Objects. | Muhammad Asiful Islam, Faisal Ahmed, Yevgen Borodin, Jalal Mahmud, I. V. Ramakrishnan |
| 2010 | Mining Frequent Graph Sequence Patterns Induced by Vertices. | Akihiro Inokuchi, Takashi Washio |
| 2010 | A Heterogeneous Label Propagation Algorithm for Disease Gene Discovery. | TaeHyun Hwang, Rui Kuang |
| 2010 | Text Categorization Using Word Similarities Based on Higher Order Co-occurrences. | Syed Fawad Hussain, Gilles Bisson |
| 2010 | Naive Bayes Classifier for Positive Unlabeled Learning with Uncertainty. | Jiazhen He, Yang Zhang, Xue Li, Yong Wang |
| 2010 | HCDF: A Hybrid Community Discovery Framework. | Keith Henderson, Tina Eliassi-Rad, Spiros Papadimitriou, Christos Faloutsos |
| 2010 | Co-selection of Features and Instances for Unsupervised Rare Category Analysis. | Jingrui He, Jaime G. Carbonell |
| 2010 | Nonnegative Principal Component Analysis for Proteomic Tumor Profiles. | Xiaoxu Han |
| 2010 | Making k-means Even Faster. | Greg Hamerly |
| 2010 | Collaborative Filtering: Weighted Nonnegative Matrix Factorization Incorporating User and Item Graphs. | Quanquan Gu, Jie Zhou, Chris H. Q. Ding |
| 2010 | Subspace Clustering for Uncertain Data. | Stephan Gnnemann, Hardy Kremer, Thomas Seidl |
| 2010 | On the Use of Combining Rules in Relational Probability Trees. | Daan Fierens |
| 2010 | Generalized and Heuristic-Free Feature Construction for Improved Accuracy. | Wei Fan, Erheng Zhong, Jing Peng, Olivier Verscheure, Kun Zhang, Jiangtao Ren, Rong Yan, Qiang Yang |