Knowledge Discovery and Data mining 2012のaccepted papers一覧から抜粋.
Accepted Papers | KDD 2012
social network絡みの論文が想像以上に多い.2011の時はこんなにソーシャルソーシャルしていなかった気がする.タイトルに異常にデカイ単位が入ってるようなスケーラブルな話もより増えた印象.
グラフと時系列系の云々みたいな論文が気になるのでそれを中心に.
- A Simple Methodology for Soft Cost-sensitive Classification
- Discovering Value from Community Activity on Focused Question-Answering Sites: A Case Study of Stack Overflow
- Discriminative Clustering for Market Segmentation
- Efficient and Domain-Invariant Competitor Mining
- Efficient Event Pattern Matching with Match Windows
- eTrust: Understanding Trust Evolution in an Online World
- Fast Algorithms for Maximal Clique Enumeration with Limited Memory
- Feature Grouping and Selection Over an Undirected Graph
- Finding Minimum Representative Pattern Sets
- Information Diffusion and External Influence in Networks
- Integrating Community Matching and Outlier Detection for Mining Evolutionary Community Outliers
- Intelligible Models for Classification and Regression
- Interacting Viruses in Networks: Can Both Survive?
- Magnet Community Identification on Social Networks
- On One of the Few Objects
- Overlapping Community Detection via Bounded Non-Negative Matrix Tri-Factorization
- PageRank on an Evolving Graph
- Period Detection for Sparse and Incomplete Event Data
- Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping
- Social Sampling
- Summarization-based Mining Bipartite Graphs
- The Long and the Short of It: Summarizing Event Sequences with Serial Episodes
- The Missing Models: A Data-Driven Approach for Learning How Networks Grow
- Two Approaches To Understanding When Constraints Help Clustering
- Vertex neighborhoods, low conductance cuts, and good seeds for local community methods
- Design Principles of Massive, Robust Prediction Systems