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2 | LAB seminar - UNIST Data Mining Lab | ||||||||||||
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4 | Date | Type | # | Presenter | Content | Conference | Resource | Video | |||||
5 | 2023.03.24 | Paper presentation | Minsik Lee | "Peeling bipartite networks for dense subgraph discovery." | WSDM 2018 | paper | slide | presentation | |||||
6 | Study | Woocheol Shin | Network Analysis. Lecture 3. Random graphs. | Lecture | video | slide | presentation | ||||||
7 | 2023.03.31 | Paper presentation | Woocheol Shin | "Residual core maximization: An efficient algorithm for maximizing the size of the k-core." | SDM 2020 | paper | slide | presentation | |||||
8 | Study | Minsik Lee | Network Analysis. Lecture 4. Small world and dynamical growth models. | Lecture | video | slide | presentation | ||||||
9 | 2023.04.07 | Paper presentation | Dahee Kim | "Effective and efficient relational community detection and search in large dynamic heterogeneous information networks." | VLDB 2020 | paper | slide | presentation | |||||
10 | Study | Dahee Kim | Network Analysis. Lec2. Power laws | Lecture | video | slide | presentation | ||||||
11 | 2023.04.14 | midterm week | |||||||||||
12 | 2023.04.28 | Study | Woocheol Shin | Network Analysis. Lecture 5. Centrality measures. | Lecture | video | slide | presentation | |||||
13 | 2023.05.15 | Paper presentation | Dahee Kim | "Scalable and Effective Conductance-based Graph Clustering" | AAAI 2023 | paper | slide | presentation | |||||
14 | 2023.05.22 | Study | Minsik Lee | Network Analysis. Lecture 6. Link Analysis | Lecture | video | slide | presentation | |||||
15 | 2023.06.07 | Paper presentation | Dahee Kim | "Size-constrained Community Search on Large Networks: An Effective and Efficient Solution." | TKDE 2023 | paper | slide | presentation | |||||
16 | 2023.06.16 | Paper presentation | Song Kim | "Influential Community Search over Large Heterogeneous Information Networks" | VLDB 2023 | paper | slide | presentation | |||||
17 | 2023.06.23 | Paper presentation | Dahee Kim | "Finding Top-k Important Edges on Bipartite Graphs: Ego-betweenness Centrality-based Approaches" | ICDE 2023 | paper | slide | presentation | |||||
18 | Paper presentation | Song Kim | "Hypergraph clustering by iteratively reweighted modularity maximization" | ANS 2020 | paper | slide | presentation | ||||||
19 | 2023.06.30 | Paper presentation | Minsik Lee | "Efficient Personalized Maximum Biclique Search" | ICDE 2022 | paper | slide | presentation | |||||
20 | Study | - | MMDS chap5. Link Analysis | MMDS | book | ||||||||
21 | 2023.07.07 | Paper presentation | Jeonghan Son | "A Fast Order-Based Approach for Core Maintenance" | ICDE 2017 | paper | slide | presentation | |||||
22 | Paper presentation | Chanu Park | "Finding the Best k in Core Decomposition" | ICDE 2020 | paper | slide | presentation | ||||||
23 | Study | Woocheol Shin | MMDS chap6. Frequent Itemset | MMDS | book | ||||||||
24 | 2023.07.14 | Paper presentation | Woocheol Shin | "Quantifying Node Importance over Network Structural Stability" | KDD 2023 | paper | slide | presentation | |||||
25 | Study | Dahee Kim, Minsik Lee | MMDS chap3. Finding Similar Items | MMDS | book | ||||||||
26 | 2023.07.21 | Paper presentation | Dahee Kim | "Fast unfolding of communities in large networks" | JSTAT 2008 | paper | slide | presentation | |||||
27 | Study | Song Kim | MMDS chap7. Clustering | MMDS | book | ||||||||
28 | 2023.07.28 | Study | Dahee Kim | MMDS chap11. Dimensionality Reduction | MMDS | book | |||||||
29 | Paper presentation | - | Road network paper brief review | ||||||||||
30 | 2023.08.04 | Study | Dahee Kim | MMDS chap8. Advertising on the Web | |||||||||
31 | Paper presentation | Chanu Park | "Targeted π-node Collapse Problem" | VLDB 2022? | paper | slide | presentation | ||||||
32 | 2023.08.11 | Paper presentation | Song Kim | "Densest Diverse Subgraphs- How to Plan a Successful Cocktail Party with Diversity" | KDD 2023 | paper | slide | presentation | |||||
33 | Paper presentation | Hyewon Kim | ""Efficient Size-Bounded Community Search over Large Networks | VLDB 2021 | paper | slide | presentation | ||||||
34 | Study | - | MMDS chap10. Mining Social-Network Graphs part1 | MMDS | book | ||||||||
35 | 2023.08.18 | Tutorial | Chanu Park,Jeonghan Son | Densest subgraph tutorial | KDD 2015 | ||||||||
36 | Study | - | MMDS chap10. Mining Social-Network Graphs part2 | MMDS | book | ||||||||
37 | 2023.09.01 | All | individual research sharing | ||||||||||
38 | 2023.09.08 | Paper presentation | Song Kim | "Fast Top k simple shortest path" | CIKM2010 | paper | slide | presentation | |||||
39 | 3weeks | All | paper review | ||||||||||
40 | 2023.10.06 | Study | Woocheol Shin | prove why the greedy algorithm for maximizing a monotonic submodular function holds 1 β 1/π approximation ratio | slide | ||||||||
41 | 2023.10.27 | Paper presentation | Jeonghan Son | Towards a βSwiss Army Knifeβ for Scalable User-Defined Temporal (π, π)-Core Analysis | paper | slide | |||||||
42 | 2023.11.02 | Paper presentation | Song Kim | Module identification in bipartite and directed networks | APS2007 | paper | slide | presentation | |||||
43 | 2023.11.17 | Paper presentation | Dahee Kim | Co-guided Random Walk for Polarized Communities Search | CIKM2023 | paper | slide | presentation | |||||
44 | 2023.11.24 | Paper presentation | Jeonghan Son | "Hypercore_Maintenance_in_Dynamic_Hypergraphs" | ICDE 2021 | paper | slide | presentation | |||||
45 | - | - | - | - | - | - | - | - | - | ||||
46 | 2024.01.05 | Paper presentation | Song Kim | "Measuring and Improving the Core Resilience of Networks" | SIGMOD2023 | paper | slide | presentation | |||||
47 | Study | Woocheol Shin | Machine Learning with graph chap2,3 | ||||||||||
48 | 2024.01.12 | Paper presentation | Dahee Kim | "ICS-GNN- lightweight interactive community search via graph neural network" | VLDB2021 | paper | slide | presentation | |||||
49 | Study | Song Kim | Machine Learning with graph chap4,5 | ||||||||||
50 | 2024.01.19 | Paper presentation | Seongsik Hwang | "k-core maximization" | IJCAI 2019 | paper | slide | presentation | |||||
51 | Study | Woocheol Shin | Machine Learning with graph chap6,7 | ||||||||||
52 | 2024.01.26 | Paper presentation | Hyewon Kim | "Discovering Polarized Communities in Signed Networks" | CIKM 2019 | paper | slide | presentation | |||||
53 | Study | Seongsik Hwang | Machine Learning with graph chap8,9 | ||||||||||
54 | 2024.02.02 | Study | Hyewon Kim | Machine Learning with graph chap10,11 | |||||||||
55 | Study | Song kim | Spectral graph theory chap 13 | ||||||||||
56 | 2024.02.08 | Study | Dahee Kim | Machine Learning with graph chap12,13 | |||||||||
57 | Study | Woocheol Shin | Spectral graph theory chap 14 | ||||||||||
58 | 2024.02.15 | Study | Woocheol Shin | Machine Learning with graph chap14,15 | |||||||||
59 | Paper presentation | Seongsik Hwang | "Contraction Hierarchies: Faster and Simpler Hierarchical Routing in Road Networks" | WEA 2008 | paper | slide | presentation | ||||||
60 | 2024.02.23 | Study | Dahee Kim | Machine Learning with graph chap16,17 | |||||||||
61 | Study | Seongsik Hwang | Spectral graph theory chap 15 | ||||||||||
62 | 2024.03.04 | Paper presentation | Seongsik Hwang | "Maximizing (k, L)-Core With Edge Augmentation in Multilayer Graphs" | TCSS 2023 | paper | slide | ||||||
63 | 2024.03.13 | Paper presentation | Woocheol Shin | "Local Centrality Minimization with Quality Guarantees" | paper | ||||||||
64 | Study | Song Kim | Branch And Bound Algorithm | ||||||||||
65 | 2024.03.22 | Paper presentation | Song Kim | "Uncovering the Largest Community in Social Networks at Scale" | IJCAI 2023 | paper | |||||||
66 | 2024.03.29 | Paper presentation | Hyewon Kim | "Top-k Socio-Spatial Co-Engaged Location Selection for Social Users" | TKDE 2023 | paper | |||||||
67 | 2024.04.12 | Paper presentation | Hyewon Kim | "Clique relaxations in social network analysis_ the maximum k-plex problem" | paper | slide | presentation | ||||||
68 | 2024.04.23 | Paper presentation | Dahee Kim | "Ollivier-Ricci Curvature-Based Method to Community Detection in Complex Networks" | Scientific Reports 2019 | paper | slide | ||||||
69 | - | - | - | - | - | - | - | - | - | - | |||
70 | 2024.06.20 | Study | Seongsik Hwang | Fibonacci heap | slide | presentation | |||||||
71 | Paper presentation | Song Kim | "MCR-Tree: An Efficient Index for Multi-dimensional Core Search" | SIGMOD 2024 | paper | slide | presentation | ||||||
72 | 2024.06.24 | Study | Dahee Kim | Differential privacy | silde | presentation | |||||||
73 | Hyewon Kim | Cardinality estimation and HyperLogLog | slide | ||||||||||
74 | 2024.07.03 | Study | Hyewon Kim | Amortized time complexity - CLRS3 - Ch 17 | |||||||||
75 | Paper presentation | Dahee Kim | Neural Attributed Community Search at Billion Scale | SIGMOD 2023 | paper | slide | |||||||
76 | 2024.07.10 | Study | Seongsik Hwang | Maximum flow - CLRS3 - Ch 26 | |||||||||
77 | Paper presentation | Song Kim | "A Similarity-based Approach for Efficient Large Quasi-clique Detection" | WWW 2024 | paper | slide | |||||||
78 | 2024.07.16 | Study | Taejoon Han | Linear Programming - CLRS3 - Ch 29 | |||||||||
79 | Paper presentation | Seongsik Hwang | "What Is a Network Community?: A Novel Quality Function and Detection Algorithms" | CIKM 2015 | paper | slide | |||||||
80 | 2024.07.23 | Paper presentation | Seongsik Hwang | "Scalable top-k structural diversity search" | ICDE 2017 | paper | slide | ||||||
81 | 2024.07.30 | Paper presentation | Taejoon Han | "Fast Multilayer Core Decomposition and Indexing" | ICDE 2024 | paper | slide | ||||||
82 | 2024.08.08 | Study | Song Kim | Recommenation System - MMDS - Ch9 | |||||||||
83 | Paper presentation | Dahee Kim | "Effective Individual Fairest Community Search over Heterogeneous Information Networks" | arxiv 2024 | paper | ||||||||
84 | 2024.08.13 | Study | Taejoon Han | Dimensionality Reduction - MMDS - Ch 11 | |||||||||
85 | 2024.08.21 | Study | Song Kim | Mining data streaming - MMDS - Ch 4 | |||||||||
86 | 2024.08.27 | Study | Hyewon Kim | MIT 6.034 Artificial Intelligence, Fall 2010 Lecture 16. Support Vector Machine | Lecture | video | |||||||
87 | 2024.09.03 | Study | Taejoon Han | Chap 9. Anomaly detection | |||||||||
88 | 2024.09.26 | Paper presentation | Song Kim | "Efficient Algorithms for Maximal π-Biplex Enumeration" | SIGMOD 2022 | paper | slide | ||||||
89 | Paper presentation | Dahee Kim | "Efficient Community Search Based on Relaxed k-Truss Index" | SIGIR 2024 | paper | slide | |||||||
90 | Paper presentation | Hyewon Kim | "Efficient Unsupervised Community Search with Pre-trained Graph Transformer" | VLDB 2024 | paper | slide | |||||||
91 | 2024.10.10 | Study | Song Kim | PSPACE: A class of problems beyonds NP - KT2 - Ch 9 | |||||||||
92 | Paper presentation | Dahee Kim | "Graph Transformer Networks" | NeurIPS 2019 | paper | slide | presentation | ||||||
93 | 2024.10.18 | οΏ½Tutorial | Hyewon Kim | ChatGPT Prompt Engineering for Developers | video | slide | |||||||
94 | 2024.11.11 | Tutorial | Song Kim | Quantum algorithm | slide | presentation | |||||||
95 | 2024.11.14 | Study | Dahee Kim, Song Kim | Extending the limits of tractability - KT2 - Ch 10 | |||||||||
96 | 2024.11.22 | Paper presentation | Song Kim | "Fast Maximal Quasi-clique Enumeration: A Pruning and Branching Co-Design Approach" | SIGMOD 2023 | paper | slide | presentation | |||||
97 | 2024.11.29 | Paper presentation | Song Kim | "Quantum Algorithm for the Maximum K-Plex Problem" | ICDE 2024 | paper | slide | presentation | |||||
98 | 2024.12.13 | Paper presentation | Hyewon Kim | "Differential Privacy from Locally Adjustable Graph Algorithms: k-Core Decomposition, Low Out-Degree Ordering, and Densest Subgraphs" | FOCS 2022 | paper | slide | ||||||
99 | Study | Hyewon Kim | Randomized Algorithms - KT2 - Ch 10 | ||||||||||
100 | 2024.12.20 | Study | Song Kim | Randomized Algorithms - KT2 - Ch 10 | |||||||||