In the data mining seminar, we have talks about various data mining related topics, including data analysis, algorithms, and scalable platforms. Especially, our main theme is 'large-scale' data mining. The seminar information is as follows.

- Time: Every Tuesday, 18:00 - 19:00
- Place: N1 #601
- Who can attend: open to everyone including undergraduate, graduate students and professors.

- Seminar organizer: Yongsub Lim (yongsub (at) kaist.ac.kr)

Date | Title | Speaker |
---|---|---|

Nov 25, 2014 | Dimensionality Reduction - Principle Component Analysis | Seunghyo Kang Youngjae Chang |

Nov 18, 2014 | HaTen2: Billion-scale Tensor Decompositions | Inah Jeon |

Nov 11, 2014 | Scalable Big Graph Processing in MapReduce | Ho Lee |

Oct 28, 2014 | 1) Fast, Accurate, and Space-efficient Tracking of Time-weighted Frequent Items from Data Streams 2) MapReduce Triangle Enumeration With Guarantees | 1) Yongsub Lim 2) Ha-Myung Park |

Oct 14, 2014 | Timing When to Recommend (13:00 ~ 14:00, #114, N1) | Hwanjo Yu |

Oct 7, 2014 | Introduction to Support Vector Machines | Jaemyung Yu, Tae Gyeong Lee |

Sep 30, 2014 | Supervised Learning & Discriminative Algorithms | Youngjae Chang, Seong Hoi Lee |

Sep 23, 2014 | Scalable Similarity Search for SimRank | Jinhong Jung |

Sep 16, 2014 | All-at-once Optimization for Coupled Matrix and Tensor Factorizations | Junhyun Shim |

Sep 2, 2014 | Mining Interesting Locations and Travel Sequences from GPS Trajectories | Kyungmin Kim |

Date | Title | Speaker |
---|---|---|

Aug 18, 2014 | BGP-lens: Patterns and Anomalies in Internet Routing Updates | Mijin Kim |

Aug 11, 2014 | Multi-Relational Latent Semantic Analysis | Inah Jeon |

Aug 4, 2014 | Fast Random Walk with Restart and Its Applications | Jinhong Jung |

Jul 28, 2014 | Catching Synchronized Behavior in Large Directed Graph | Sundong Kim |

Jul 21, 2014 | Collaborative Filtering for Implicit Feedback Datasets | Kijung Shin |

Jul 14, 2014 | Fast Graph Mining with Bigtable | Ho Lee |

Jul 7, 2014 | Mining Large Graphs: Algorithms, Inference, and Discoveries | Hamyung Park |

Date | Title | Speaker |
---|---|---|

Jun 30, 2014 | Efﬁcient Semi-streaming Algorithms for Local Triangle Counting in Massive Graphs | Yongsub Lim |

Jun 23, 2014 | Mining Large Scale Open Source Repositories: Method, Patterns, and Implications | Gayoung Lee |

Jun 2, 2014 | Beyond Streams and Graphs: Dynamic Tensor Analysis | Mijin Kim |

May 26, 2014 | Fast Best-Effort Pattern Matching in Large attributed Graph | Jinhong Jung |

May 19, 2014 | A Three-Way Model for Collective Learning on Multi-Relational Data | Inah Jeon |

May 12, 2014 | Coordinate Descent Based Method for Large-scale and High-dimensional Tensor Completion | Kijung Shin |

Apr 28, 2014 | Fast Matrix Multiplication on MapReduce | Ho Lee |

Apr 14, 2014 | Multi-round MapReduce Triangle Enumeration | Hamyung Park |

Apr 7, 2014 | Streaming Graph Partitioning for Large Distributed Graphs | Yongsub Lim |

Mar 31, 2014 | Discussion tracking in Enron email using PARAFAC | Junhyun Shim |

Mar 24, 2014 | Brief Introduction Data Mining for Software Engineering | Gayoung Lee |

Mar 17, 2014 | BlueEye - A System for Proximity Detection Using Bluetooth on Mobile Phones | Kyungmin Kim |

Mar 10, 2014 | Learning Graphs to Match | Giryong Choi |

Mar 3, 2014 | Scalable Tensor Decompositions for Multi-aspect Data Mining | Inah Jeon |

Date | Title | Speaker |
---|---|---|

Feb 10, 2014 | Scalable Coordinate Descent Approaches to Parallel Matrix/Tensor Factorization for Recommender System | Kijung Shin |

Feb 3, 2014 | Distributed Column Subset Selection on MapReduce | Ho Lee |

Jan 27, 2014 | An Efficient MapReduce Algorithm for Triangulation in a Very Large Graph | Hamyung Park |

Jan 20, 2014 | Balanced Label Propagation for Partitioning Massive Graphs | Yongsub Lim |

Date | Title | Speaker |
---|---|---|

Dec 2, 2013 | On Power-Law Relationships of the Internet Topology | Junhyun Shim |

Nov 25, 2013 | TripleRank: Ranking Semantic Web Data By Tensor Decomposition | Inah Jeon |

Nov 18, 2013 | CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop | Ho Lee |

Nov 11, 2013 | Review of CIKM 2013 | Hamyung Park |

Nov 4, 2013 | PageRank on an Evolving Graph | Yongsub Lim |

Oct 28, 2013 | ParCube: Sparse Parallelizable Tensor Decompositions | Inah Jeon |

Oct 14, 2013 | Scalable All Pair Similarity Search in Metric Space | Ho Lee |

Oct 7, 2013 | Ego-centric Graph Pattern Census | Hamyung Park |

Sep 30, 2013 | Vertex Neighborhoods, Low Conductance Cuts, and Good Seeds for Local Community Methods | Yongsub Lim |

Sep 23, 2013 | Network Discovery via Constrained Tensor Analysis of fMRI Data | Inah Jeon |

Sep 16, 2013 | BigTable: A Distributed Storage System for Structured Data | Ho Lee |

Sep 9, 2013 | An Efficient MapReduce Algorithm for Counting Triangles in a Very Large Graph | Hamyung Park |

Sep 2, 2013 | A Space Efficient Streaming Algorithm for Triangle Counting using the Birthday Paradox | Yongsub Lim |

Date | Title | Speaker |
---|---|---|

Aug 19, 2013 | Simple and Deterministic Matrix Sketching | Inah Jeon |

Jul 29, 2013 | Design Patterns for Efficient Graph Algorithms in MapReduce | Ho Lee |

Jul 22, 2013 | Graph Compression for Power-law Graphs | Yongsub Lim |

Jul 15, 2013 | Scalable Tensor Decomposition | Inah Jeon |

Jul 8, 2013 | Fast Graph Mining with HBase | Ho Lee |

Jul 1, 2013 | Basics of Submodular Function Optimization | Yongsub Lim |