The 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Singapore 2020

The 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Singapore 2020

114 Lectures ยท May 11, 2020

About

The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) is one of the longest established and leading international conferences in the areas of data mining and knowledge discovery. It provides an international forum for researchers and industry practitioners to share their new ideas, original research results, and practical development experiences from all KDD related areas, including data mining, data warehousing, machine learning, artificial intelligence, databases, statistics, knowledge engineering, visualization, decision-making systems, and the emerging applications.

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Uploaded videos:

Keynote Speakers

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46:53

Multi-Output Prediction: Theory and Practice

Inderjit S. Dhillon

Oct 14, 2020

 ยท 

31 Views

Lecture
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41:46

Data analysis with humans

Samuel Kaski

Oct 14, 2020

 ยท 

35 Views

Lecture

Most Influential Paper Award Talk

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26:48

On Link Privacy in Social Networks

Xintao Wu

Oct 14, 2020

 ยท 

21 Views

Lecture

Industry

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38:06

Making AI work in practice: Why Data is so Essential to AI and Towards Data Scie...

Usama Fayyad

Oct 14, 2020

 ยท 

13 Views

Lecture
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35:00

AI for Health: How to Make the World a Better Place with Machine Learning

Ankur M. Teredesai

Oct 14, 2020

 ยท 

18 Views

Lecture

Session #A3 (Representation Learning (2) + Scientic Data + Privacy/Security)

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12:47

Efficient Database Search via Tensor Distribution Sensitive Bucketing

Mihir Mongia

Oct 14, 2020

 ยท 

22 Views

Lecture
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12:53

dK-Microaggregation: Anonymizing Graphs with Differential Privacy Guarantees

Masooma Iftikhar

Oct 14, 2020

 ยท 

24 Views

Lecture
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12:50

Data-Free Adversarial Perturbations for Practical Black-Box Attack

Zhaoxin Huan

Oct 14, 2020

 ยท 

24 Views

Lecture
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11:12

Attention-based Aggregation Graph Networks for Knowledge Graph Information Trans...

Ming Zhao

Oct 14, 2020

 ยท 

16 Views

Lecture
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12:56

Secure and Accurate Two-step Hash Encoding for Privacy-Preserving Record Linkage

Thilina Ranbaduge

Oct 14, 2020

 ยท 

19 Views

Lecture
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12:11

Assessing Centrality Without Knowing Connections

Leyla Roohi

Oct 14, 2020

 ยท 

12 Views

Lecture
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12:55

Deep Cost-sensitive Kernel Machine for Binary Software Vulnerability Detection

Tuan Nguyen

Oct 14, 2020

 ยท 

23 Views

Lecture

Session #B3 (Sequential/Dynamic Data + Recommendation System (2) + Novel Algorithm)

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12:55

Modelling Temporal Dynamics and Repeated Behaviors for Recommendation

Xinyi Zhou

Oct 14, 2020

 ยท 

10 Views

Lecture
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13:11

Tree-Miner: Mining sequential patterns from SP-Tree

Redwan Ahmed Rizvee

Oct 14, 2020

 ยท 

25 Views

Lecture
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10:17

Off-policy Recommendation System without Exploration

Chengwei Wang

Oct 14, 2020

 ยท 

30 Views

Lecture
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12:58

MemMAP: Compact and Generalizable Meta-LSTM Models for Memory Access Prediction

Ajitesh Srivastava

Oct 14, 2020

 ยท 

26 Views

Lecture
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13:01

Context-Aware Latent Dirichlet Allocation for Topic Segmentation

Li Wenbo

Oct 14, 2020

 ยท 

19 Views

Lecture
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12:58

Balancing Exploration and Exploitation in Self-Imitation Learning

Chun-Yao Kang

Oct 14, 2020

 ยท 

15 Views

Lecture
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12:44

Adversarial Autoencoder and Multi-Task Semi-Supervised Learning for Multi-Stage ...

Andre Mendes da Silva

Oct 14, 2020

 ยท 

27 Views

Lecture
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11:23

Joint Relational Dependency Learning for Sequential Recommendation

Xiangmeng Wang

Oct 14, 2020

 ยท 

14 Views

Lecture
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11:52

PEARL: Probabilistic Exact Adaptive Random Forest with Lossy Counting for Data S...

Ocean Wu

Oct 14, 2020

 ยท 

19 Views

Lecture

Session #A1 (Classication (1) + Unstructured Data)

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12:32

Optimized Transformer Models for FAQ Answering

Manish Gupta

Oct 14, 2020

 ยท 

17 Views

Lecture
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07:26

Multi-Layer Cross Loss Model for Zero-Shot Human Activity Recognition

Tong Wu

Oct 14, 2020

 ยท 

13 Views

Lecture
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09:52

Learning to Select Important Context Words for Event Detection

Thien Huu Nguyen

Oct 14, 2020

 ยท 

20 Views

Lecture
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09:02

Inferring Restricted Regular Expressions with Interleaving from Positive and Neg...

Yeting Li

Oct 14, 2020

 ยท 

13 Views

Lecture
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12:38

SGCN: A Graph Sparsi๏ฌer based on Graph Convolutional Networks

Jiayu Li

Oct 14, 2020

 ยท 

30 Views

Lecture
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11:17

An Advanced Two-step DNN-Based Framework for Arrhythmia Detection

Jia Rong

Oct 14, 2020

 ยท 

21 Views

Lecture
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12:24

Hierarchical Gradient Smoothing for Probability Estimation Trees

He Zhang

Oct 14, 2020

 ยท 

26 Views

Lecture
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11:30

HIN: Hierarchical Inference Network for Document-Level Relation Extraction

Hengzhu Tang

Oct 14, 2020

 ยท 

52 Views

Lecture
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08:32

A Relation Learning Hierarchical Framework for Multi-label Charge Prediction

Wei Duan

Oct 14, 2020

 ยท 

15 Views

Lecture
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12:53

Online Algorithms for Multiclass Classification using Partial Labels

Rajarshi Bhattacharjee

Oct 14, 2020

 ยท 

30 Views

Lecture

Session #B4 (Anomaly Detection + Feature Extraction)

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10:20

Anomaly Detection via Neighbourhood Contrast

Bo Chen

Oct 14, 2020

 ยท 

14 Views

Lecture
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13:13

LoPAD: A Local Prediction Approach to Anomaly Detection

Sha Lu

Oct 14, 2020

 ยท 

19 Views

Lecture
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11:38

Cross-data Automatic Feature Engineering via Meta-learning and Reinforcement Lea...

Jianyu Zhang

Oct 14, 2020

 ยท 

17 Views

Lecture
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11:25

Discretization and Feature Selection Based on Bias Corrected Mutual Information ...

Sadia Sharim

Oct 14, 2020

 ยท 

12 Views

Lecture
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14:00

Estimating Descriptors for Large Graphs

Imdadullah Khan

Oct 14, 2020

 ยท 

21 Views

Lecture
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12:38

PhosTransfer: a deep transfer learning framework for kinase-specific phosphoryla...

Ying Xu

Oct 14, 2020

 ยท 

12 Views

Lecture
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12:54

A Framework for Feature Selection to Exploit Feature Group Structures

Kushani Perera

Oct 14, 2020

 ยท 

18 Views

Lecture
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12:37

Group based Unsupervised Feature Selection

Kushani Perera

Oct 14, 2020

 ยท 

25 Views

Lecture
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12:59

Correlation-aware Deep Generative Model for Unsupervised Anomaly Detection

Haoyi Fan

Oct 14, 2020

 ยท 

26 Views

Lecture
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12:44

EMOVA: A Semi-supervised End-to-End Moving-Window Attentive Framework for Aspect...

Ning Li

Oct 14, 2020

 ยท 

7 Views

Lecture
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12:24

Using Bandits for Effective Database Activity Monitoring

Hagit Grushka - Cohen

Oct 14, 2020

 ยท 

27 Views

Lecture

Session #A6 (Spatial Data + Imbalanced Data + Recommendation System (3))

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11:09

A Proximity Weighted Evidential k Nearest Neighbor Classifier for Imbalanced Dat...

Md. Eusha Kadir

Oct 14, 2020

 ยท 

22 Views

Lecture
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12:08

On the Performance of Oversampling Techniques for Class Imbalance Problems

Jiawen Kong

Oct 14, 2020

 ยท 

16 Views

Lecture
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13:34

ITGH: Information-theoretic Granger Causal Inference on Heterogeneous Data

Sahar Behzadi Soheil

Oct 14, 2020

 ยท 

15 Views

Lecture
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13:27

Relation Embedding for Personalised Translation-based POI Recommendation

Flora Salim

Oct 14, 2020

 ยท 

14 Views

Lecture
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11:12

Revisit Prediction by Deep Survival Analysis

Sundong Kim

Oct 14, 2020

 ยท 

18 Views

Lecture
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11:33

Identifying Near-Miss Traffic Incidents in Event Recorder Data

Shuhei Yamamoto

Oct 14, 2020

 ยท 

12 Views

Lecture
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12:02

Relational Metric Learning with Dual Graph Attention Networks for Social Recomme...

Xiaodong Wang

Oct 14, 2020

 ยท 

10 Views

Lecture
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12:50

MsFcNET: Multi-Scale Feature-Crossing Attention Network for Multi-field Sparse D...

Wenling Zhang

Oct 14, 2020

 ยท 

11 Views

Lecture

Session #A2 (Clustering + Recommendation System (1))

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13:10

GAMMA: A Graph and Multi-view Memory Attention Mechanism for Top-N Heterogeneous...

Vijaikumar M

Oct 14, 2020

 ยท 

10 Views

Lecture
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12:41

Fast Community Detection with Graph Sparsification

Jesse Laeuchli

Oct 14, 2020

 ยท 

18 Views

Lecture
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12:48

Decentralized and Adaptive K-Means Clustering for Non-IID Data using HyperLogLog...

Amira Soliman

Oct 14, 2020

 ยท 

9 Views

Lecture
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11:10

Detecting Arbitrarily Oriented Subspace Clusters in Data Streams Using Hough Tra...

Felix Borutta

Oct 14, 2020

 ยท 

15 Views

Lecture
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10:31

Spectral Clustering by Subspace Randomization and Graph Fusion for High-Dimensio...

Dong Huang

Oct 14, 2020

 ยท 

12 Views

Lecture
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13:00

Accurate News Recommendation Coalescing Personal and Global Temporal Preferences

Bonhun Koo

Oct 14, 2020

 ยท 

9 Views

Lecture
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10:50

Deep multi-variate Time Series EmbeddingClustering via Attentive-Gated Autoencod...

Dino Ienco

Oct 14, 2020

 ยท 

6 Views

Lecture
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10:50

Strong Baselines for Author Name Disambiguation with and without Neural Networks

Zhen-Yu Zhang

Oct 14, 2020

 ยท 

24 Views

Lecture
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12:53

Balancing between Accuracy and Fairness for Interactive Recommendation with Rein...

Weiwen Liu

Oct 14, 2020

 ยท 

12 Views

Lecture
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10:18

Human Activity Recognition using Semi-Supervised Multi-Modal DEC for Instagram D...

Dongmin Kim

Oct 14, 2020

 ยท 

39 Views

Lecture

Session #B2 (Representation Learning (1) + Application)

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12:32

Learning Multigraph Node Embeddings Using Guided Levy Flights

Aman Roy

Oct 14, 2020

 ยท 

18 Views

Lecture
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11:29

Hydrological Process Surrogate Modelling and Simulation with Neural Networks

Ruixi Zhang

Oct 14, 2020

 ยท 

27 Views

Lecture
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10:33

Correlation Matters: Multi-scale Fine-grained Contextual Information Extraction ...

Shuchao Pang

Oct 14, 2020

 ยท 

20 Views

Lecture
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11:08

Quality-Aware Streaming Network Embedding with Memory Refreshing

Hsi -Wen Chen

Oct 14, 2020

 ยท 

11 Views

Lecture
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12:29

SubRank: Subgraph Embeddings via a Subgraph Proximity Measure

Oana Balalau

Oct 14, 2020

 ยท 

19 Views

Lecture
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12:04

Canonicalizing Knowledge Bases for Recruitment Domain

Kanika Narang

Oct 14, 2020

 ยท 

29 Views

Lecture
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11:21

Semi-supervised Learning Approach to Generate Neuroimaging Modalities with Adver...

Harrison Nguyen

Oct 14, 2020

 ยท 

23 Views

Lecture
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14:33

GAIM: Game Action Information Mining Framework for Multiplayer Online Card Games...

Sharanya Eswaran

Oct 14, 2020

 ยท 

64 Views

Lecture

Session #A4 (Association + Statistical Learning + Classication (2))

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12:56

Optimal subgroup discovery in purely numerical data

Alexandre Millot

Oct 14, 2020

 ยท 

79 Views

Lecture
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09:19

An Empirical Model for n-gram Frequency Distribution in Large Corpora

Joaquim Silva

Oct 14, 2020

 ยท 

4 Views

Lecture
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12:46

Optimal Topology Search for Fast Model Averaging in Decentralized Parallel SGD

Mohsan Jameel

Oct 14, 2020

 ยท 

12 Views

Lecture
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13:30

FlowRec: Prototyping Session-based Recommender Systems in Streaming Mode

Dimitris Paraschakis

Oct 14, 2020

 ยท 

10 Views

Lecture
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12:25

Multi-Information Source HIN for Medical Concept Embedding

Yuwei Cao

Oct 14, 2020

 ยท 

12 Views

Lecture
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12:20

Level Set Estimation with Search SpaceWarping

Manisha Senadeera

Oct 14, 2020

 ยท 

14 Views

Lecture
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12:58

Learning Discriminative Neural Sentiment Units for Semi-supervised Target-level ...

Yao Yang

Oct 14, 2020

 ยท 

23 Views

Lecture
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13:10

Multi-view Deep Gaussian Process with a Pre-training Acceleration Technique

Jing Zhao

Oct 14, 2020

 ยท 

11 Views

Lecture
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09:28

Mask-Guided Region Attention Network for Person Re-Identification

Han Yu

Oct 14, 2020

 ยท 

10 Views

Lecture
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12:52

Mining Locally Trending High Utility Itemsets

Philippe Fournier-Viger

Oct 14, 2020

 ยท 

17 Views

Lecture

Session #B5 (Behavior Data + Multi-Source data + Deep Learning (1))

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13:09

Prototype Similarity Learning for Activity Recognition

Lei Bai

Oct 14, 2020

 ยท 

16 Views

Lecture
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12:19

CrowdQM: Learning aspect-level user reliability and comment trustworthiness in d...

Kanika Narang

Oct 14, 2020

 ยท 

49 Views

Lecture
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11:24

Dual-Component Deep Domain Adaptation: A New Approach for Cross Project Software...

Van Nguyen

Oct 14, 2020

 ยท 

17 Views

Lecture
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11:36

Code Action Network for Binary Function Scope Identification

Van Nguyen

Oct 14, 2020

 ยท 

29 Views

Lecture
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13:12

Tendi: Tensor Disaggregation from Multiple Coarse Views

Faisal Almutairi

Oct 14, 2020

 ยท 

14 Views

Lecture
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11:24

Attention-based Graph Evolution

Shuangfei Fan

Oct 14, 2020

 ยท 

28 Views

Lecture
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12:53

BRUNCH: Branching Structure Inference of Hybrid Multivariate Hawkes Processes wi...

Hui Li

Oct 14, 2020

 ยท 

7 Views

Lecture
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12:30

Towards Understanding Transfer Learning Algorithms Using Meta Transfer Features

Xin-Chun Li

Oct 14, 2020

 ยท 

17 Views

Lecture
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11:13

JarKA: Modeling Attribute Interactions for Cross-lingual Knowledge Alignment

Bo Chen

Oct 14, 2020

 ยท 

14 Views

Lecture
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12:10

Student Academic Performance Prediction Using Deep Multi-Source Behavior Sequent...

Xiang Li

Oct 14, 2020

 ยท 

26 Views

Lecture
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12:59

FCP Filter: a Dynamic Clustering-Prediction Framework for Customer Behavior

Yuanzhe Zhang

Oct 14, 2020

 ยท 

23 Views

Lecture

Session #A5 (Graph/Network/Social Data + Parallel/Distributed Mining)

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07:27

Bottom-Up and Top-Down Graph Pooling

Jia-Qi Yang

Oct 14, 2020

 ยท 

29 Views

Lecture
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14:12

Modeling Citation Trajectories of Scientific Papers

Tanmoy Chakraborty,

Dattatreya Mohapatra,

Siddharth Pal,

Soham De,

Ponnurangam Kumaraguru

Oct 14, 2020

 ยท 

39 Views

Lecture
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12:08

Node Conductance: A Scalable Node Centrality Measure on Big Networks

Tianshu Lyu

Oct 14, 2020

 ยท 

17 Views

Lecture
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12:18

Robust Attribute and Structure Preserving Graph Embedding

Bhagya Hettige

Oct 14, 2020

 ยท 

27 Views

Lecture
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09:54

Data Centers Job Scheduling with Deep Reinforcement Learning

Sisheng Liang

Oct 14, 2020

 ยท 

16 Views

Lecture
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11:32

AutoSUM: Automating Feature Extraction and Multi-user Preference Simulation for ...

Dongjun Wei

Oct 14, 2020

 ยท 

10 Views

Lecture
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12:48

Negative Sampling for Hyperlink Prediction in Networks

Prasanna Patil

Oct 14, 2020

 ยท 

12 Views

Lecture
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11:39

Drug-disease Graph: Predicting Adverse Drug Reaction Signals via Graph Neural Ne...

Kyomin Jung

Oct 14, 2020

 ยท 

25 Views

Lecture
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12:21

Retrofitting Embeddings for Unsupervised User Identity Linkage

Tao Zhou

Oct 14, 2020

 ยท 

16 Views

Lecture
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12:58

Role Equivalence Attention for Label Propagation in Graph Neural Networks

Hogun Park

Oct 14, 2020

 ยท 

12 Views

Lecture
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13:37

A Distributed Coordinate Descent Algorithm for Learning Factorization Machine

Kankan Zhao

Oct 14, 2020

 ยท 

21 Views

Lecture

Session #B6 (Deep Learning (2))

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12:01

Case-Sensitive Neural Machine Translation

Xuewen Shi

Oct 14, 2020

 ยท 

31 Views

Lecture
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06:34

Attribute-driven Capsule Network for Entity Relation Prediction

Jiayin Chen

Oct 14, 2020

 ยท 

14 Views

Lecture
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11:31

Estimation of Conditional Mixture Weibull Distribution with Right-Censored Data ...

Achraf Bennis

Oct 14, 2020

 ยท 

17 Views

Lecture
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11:15

Multi-level Memory Network with CRFs for Keyphrase Extraction

Tao Zhou

Oct 14, 2020

 ยท 

18 Views

Lecture
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11:58

6GCVAE: Gated Convolutional Variational Autoencoder for IPv6 Target Generatio

Gaopeng Gou

Oct 14, 2020

 ยท 

13 Views

Lecture
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11:45

DELAFO: An Efficient Portfolio Optimization Using Deep Neural Networks

Thanh Binh Nguyen

Oct 14, 2020

 ยท 

31 Views

Lecture
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11:40

CACRNN: A Context-aware Attention-based Convolutional Recurrent Neural Network f...

Tong Liu

Oct 14, 2020

 ยท 

16 Views

Lecture
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12:28

Accelerating Hyperparameter Optimization of Deep Neural Network via Progressive ...

Guanghui Zhu

Oct 14, 2020

 ยท 

28 Views

Lecture

Session #B1 (Supervised Learning)

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12:06

JPLink: On Linking Jobs to Personality Profiles

Amila Ruwansiri Silva

Oct 14, 2020

 ยท 

18 Views

Lecture
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11:27

MIRD-Net for Medical Image Segmentation

Xueyang Li

Oct 14, 2020

 ยท 

8 Views

Lecture
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11:31

Exploiting the Matching Information in the Support Set for Few Shot Event Classi...

Achraf Bennis

Oct 14, 2020

 ยท 

13 Views

Lecture
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12:50

Long-term water pipe condition assessment: a semiparametric model using Gaussian...

Dilusha Weeraddana

Oct 14, 2020

 ยท 

18 Views

Lecture

Workshop on Data Science for Fake News (DSFN 2020)

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08:42

Dynamics Of Online Toxicity In The Asia-Pacific Region

Thomas Marcoux

Oct 14, 2020

 ยท 

21 Views

Lecture
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12:58

Detection of spammers using modified diffusion convolution neural network

Hui Li

Oct 14, 2020

 ยท 

20 Views

Lecture