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BigComp 2022: Daegu, Korea
- Herwig Unger, Young-Kuk Kim, Eenjun Hwang, Sung-Bae Cho, Stephan Pareigis, Kyandoghere Kyamakya, Young-Guk Ha, Jinho Kim, Atsuyuki Morishima, Christian Wagner, Hyuk-Yoon Kwon, Yang-Sae Moon, Carson K. Leung:

IEEE International Conference on Big Data and Smart Computing, BigComp 2022, Daegu, Korea, Republic of, January 17-20, 2022. IEEE 2022, ISBN 978-1-6654-2197-3 - Amit Gupta, Sushant Jain

:
Optimizing performance of Real-Time Big Data stateful streaming applications on Cloud. 1-4 - Il-Jung Seo, Jaehee Cho:

Structural Features of Public Bicycle Transportation Networks over Times of the Day: The Case of Seoul Public Bicycle. 5-8 - Jorgi Luiz Bolonhezi Dias, Leandro Batista de Almeida, Luiz Carlos Pessoa Albini:

Reducing Hadoop 3.x energy consumption through Energy Efficient Ethernet. 9-14 - Jinwei Liu:

Fregata: A Low-Latency and Resource-Efficient Scheduling for Heterogeneous Jobs in Clouds. 15-22 - Hamed Jalali

, Gjergji Kasneci
:
Aggregating the Gaussian Experts' Predictions via Undirected Graphical Models. 23-26 - Myungjun Kim, Dong-Gi Lee

, Hyunjung Shin:
Semi-supervised network regression with Gaussian process. 27-30 - Sao-I Kuan, Jongmin Kim

, Oh-Heum Kwon, Ha-Joo Song:
Canopy-K-means Combined Collaborative Filtering Using RMSE-minimization. 31-34 - Ryan Froese, James W. Klassen, Carson K. Leung

, Tyler S. Loewen:
The Border K-Means Clustering Algorithm for One Dimensional Data. 35-42 - Son Heesoo, Lee Sangseok, Lee Sael:

Cross-Attention Model for Multi-modal Bio-Signal Processing. 43-46 - Min-Seon Kim

, Hyuk-Yoon Kwon
:
Distributed Classification Model of Streaming Tweets based on Dynamic Model Update. 47-51 - Woo-Jin Joe, Hyong-Shik Kim:

A Greedy Algorithm for Generating Malware Signatures Based on Association. 52-55 - Preeti Jha, Aruna Tiwari

, Neha Bharill, Milind B. Ratnaparkhe, Om Prakash Patel, Nilagiri Harshith, Soundarya Lahari Solasa:
A Novel Scalable Feature Extraction Approach for COVID-19 Protein Sequences and their Cluster Analysis with Kernelized Fuzzy Algorithm. 56-59 - Moonju Nam, Jindeuk Ko, Jooyeoun Lee:

Analysis of the Relationship Between Regulation and R&D Efficiency Using Quantile Regression. 60-63 - Chiu-Hung Su, Hsu-Chao Lai, Wen-Yueh Shih, Jun-Zhe Wang, Jiun-Long Huang:

Spread Movement Prediction for Pairs Trading with High-Frequency Limit Order Data. 64-71 - Kyung-Soo Kim, Nam-Wook Cho:

Predicting the Patterns of Technology Convergence in Defense Technologies. 72-75 - Yanti Rusmawati:

Earthquake Patterns Identification Based on Network Centrality Measurements and Earthquake Type. 76-81 - Dong-Gi Lee

, Junhee Cho, Myungjun Kim, Sunghong Park, Hyunjung Shin:
Learning Neural Networks without Lazy Weights. 82-87 - Kwangje Baeg, Youngsub Han, Byoung-Ki Jeon:

DNN based Speaker Meta Information Estimation using Privacy-Preserving Speech Data. 88-91 - Shan Ullah, Deok-Hwan Kim:

Federated Learning convergence on IID features via optimized local model parameters. 92-95 - Nursultan Makhanov

, Nguyen Anh Tu
, Kok-Seng Wong
:
A Survey on Deep Learning Advances and Emerging Issues in Pneumonia and COVID19 Prediction. 96-103 - Duong Thi Thu Van, Batjargal Dolgorsuren, Young-Koo Lee:

Subgraph Matching on Multiple Graph Streams. 104-107 - Jong Ho Jhee, Hyunjung Shin:

Graph Neural Networks with Stability and Discernability. 108-113 - Jin-Jun Park, Lee Sael:

Benchmarking Deep Graph Models for Large Molecular Generation. 114-120 - Huaze Xie, Da Li, Yuanyuan Wang

, Yukiko Kawai:
Visualization Method for the Spreading Curve of COVID-19 in Universities using GNN. 121-128 - Yunqiang Ma, Junli Lu, Dazhi Yang:

Mining Evolving Spatial Co-location Patterns from Spatio-temporal Databases. 129-136 - Shahpar Yilmaz, Yasir Nadeem, Syed Ali Mehdi:

Pattern Recognition Search: An Advancement Over Interpolation Search. 137-140 - Ye-In Chang, Chen-Chang Wu, Ching-Yi Yen:

Mining Co-location Patterns in Incremental Spatial Databases. 141-148 - Hong Van Le, Atsuhiro Takasu:

An Efficient Distributed Spatiotemporal Index for Parallel Top-k Frequent Terms Query. 149-156 - Sung-Soo Kim, Young-Min Kang, Young-Kuk Kim:

Sparsity-Aware Reachability Computation for Massive Graphs. 157-160 - Yun-Young Hwang, Jiseong Son, Sumi Shin:

Design of Ontology Model for Knowledge Navigator. 161-166 - Masahiro Tanaka, Hideyuki Kawashima:

Stable Low Latency Logging for Epoch-based In-memory Database. 167-170 - Jaekyu Lee, Hyuk-Yoon Kwon

:
TPC-C Benchmarking for ElasticSearch. 171-174 - Jeesu Jung, Sangkeun Jung, Yoon-Hyung Roh:

Sequential Alignment Methods for Ensemble Part-of-Speech Tagging. 175-181 - Dong-Gi Lee

, Myungjun Kim, Hyunjung Shin:
Drug Repositioning with Disease-Drug Clusters from Word Representations. 182-189 - Myeonggeon Park, Sunghong Park, Hyunjung Shin:

Literature Representation using Character Networks based on Sentiment Analysis. 190-193 - Da-Young Lee, Hwan-Gue Cho:

Author Verification Model using Random Walk Features from Chat Messages. 194-201 - Ji-Yoon Lee, Young-Seob Jeong:

Prediction of Defect Coffee Beans Using CNN. 202-205 - Hyeonwoo Kim, Hyungjoon Kim, Bumyeon Ko, Eenjun Hwang:

A Cross-age Kinship Verification Scheme Using Face Age Transfer Model. 206-210 - Toshpulatov Mukhiddin, Arousha Haghighian Roudsari

, Asatullaev Ubaydullo, Wookey Lee, Suan Lee
:
Privacy-Preserving of Human Identification in CCTV Data using a Novel Deep Learning-Based Method. 211-214 - Heeryon Cho, Woo Kyu Kang, Youn-Soo Park, Sun Geu Chae, Seong-Joon Kim:

Multi-Label Facial Emotion Recognition Using Korean Drama Video Clips. 215-221 - Ahmet Tugrul Bayrak

, Güven Yücetürk, Musa Berat Bahadir, Sare Melek Yalçinkaya, Melike Demirdag
, Ismail Utku Sayan:
Comparative Methods for Personalized Customer Churn Prediction with Sequential Data. 222-225 - Sarthak Manas Tripathy, Ashish Chouhan, Marcel Dix, Arzam Kotriwala, Benjamin Klöpper, Ajinkya Prabhune:

Explaining Anomalies in Industrial Multivariate Time-series Data with the help of eXplainable AI. 226-233 - Dae-Young Park, In-Young Ko:

Urban Event Detection from Spatio-temporal IoT Sensor Data Using Graph-Based Machine Learning. 234-241 - Marcel Dix, Ashish Chouhan, Madhushree Sinha, Akhil Singh, Suraj Bhattarai, Shweta Narkhede, Ajinkya Prabhune:

An AI-based Alarm Prediction in Industrial Process Control Systems. 242-245 - Hyungjoon Kim, Hyeonwoo Kim, Seongkuk Cho, Eenjun Hwang:

Manipulating Neural Network Block for Robust Image Segmentation. 246-250 - Md Golam Morshed

, Young-Koo Lee:
MNSSD: A Real-time DNN based Companion Image Data Annotation using MobileNet and Single Shot Multibox Detector. 251-258 - Moeri Okuda, Hiroaki Ohshima

:
Feature Fusion for Leaf Image Classification. 259-262 - Jaehyun Kim, Myungjun Kim, Hyunjung Shin:

Latent Feature Separation and Extraction with Multiple Parallel Encoders for Convolutional Autoencoder. 263-266 - Cem Cayiroglu, Zhenyun Zhuang, Biswapesh Chattopadhyay, Prithvi Pandian, Chen Li:

Presto Pack: Resource-aware Workload Placement for Higher Performance and Reliability. 267-274 - Taehyung Lee, Young Ik Eom:

Optimizing the Page Hotness Measurement with Re-Fault Latency for Tiered Memory Systems. 275-279 - Kosei Masumura, Takashi Hoshino

, Hideyuki Kawashima:
Accelerating Concurrency Control with Active Thread Adjustment. 280-287 - Chihiro Ikeda, Daigo Misaki

:
Medication Monitoring from Accelerometer Data through a Series of Medication Actions Using Neural Network for Medication Adherence Evaluation. 288-291 - Dong-Kyu Chae, Jung Ah Shin, Sang-Wook Kim:

Adaptive Autoencoders Exploiting Content Preference for Accurate Recommendation. 292-295 - Ulukbek Attokurov, Okan Kaya, Mehmet Selman Sezgin:

Product Recommendation Based on Embeddings: People Who Viewed This Product Also Viewed These Products. 296-299 - Cheonsol Lee

, DongHee Han, Seungwoo Choi, Keejun Han, Mun Yong Yi:
Multi-Relational Stacking Ensemble Recommender System Using Cinematic Experience. 300-303 - Minkyu Kim

, Jinho Kim:
Collaborative Filtering on Bipartite Graphs using Graph Convolutional Networks. 304-307 - Jaeuk Baek, Seungwon Do, Sungwoo Jun, Chang-Eun Lee:

Distributed Graph Matching Network for Deep Situation Recognition. 308-309 - Athiruj Poositaporn, Athita Onuean

, Hanmin Jung:
Design of Weighted Usability Model for Elderly/Young and General/Military User Groups. 310-313 - Ji Sun Park, Mingu Kang, Sungryoul Lee, Dong-Kyu Chae:

Graph Summarization for Human-Understandable Visualization towards CVE Data Analysis. 314-317 - Seungwon Do, Jaeuk Baek, Sungwoo Jun, Chang-Eun Lee:

Battlefield Environment Design for Multi-agent Reinforcement Learning. 318-319 - Hoang Duy Loc

, Gon-Woo Kim
:
Fast and Accurate Deep Learning-Based Framework for 3D Multi-Object Detector for Autonomous Vehicles. 320-322 - Chang-Eun Lee, Jaeuk Baek, Seungwon Do, Sungwoo Jun, Young-Guk Ha:

Space-Time Multilayer Model for Battlefields Recognition. 323-324 - George Jung Yup Rhee, Suan Lee

, Wookey Lee:
Tracking Untrained Objects Based On Optical Flow Approach. 325-330 - Keywoong Bae, Suan Lee

, Wookey Lee:
Transformer Networks for Trajectory Classification. 331-333 - Kuk-Jin Jang, Dasran Kim, Joo Yeoun Lee:

Korean Economic Growth Factor Analysis with Total Factor Productivity. 334-338 - Sehyeok Jeon, JooSung Hwang, Miri Kim, Seoyong Kim:

Analysis on the Implementation Plan to Increase the Joint Utilization Rate of National Research Facilities and Equipment. 339-344 - Miri Kim, Sehyeok Jeon, JooSung Hwang, Seoyong Kim:

Analysis of Factors Affecting the Transfer of Educational Training of Science and Technology Personnel. 345-351 - Pil-Hyun Jeon, Daehong Kim, Myung-Ae Chung:

Estimates of the image quality in accordance with radiation dose for pediatric imaging using deep learning CT: A phantom study. 352-356 - Junseok Choe, Keonwoo Kim, Minjae Ju, Sumin Lee, Jaewoo Kang:

Improved Binding Affinity Prediction Using Non-Covalent Interactions and Graph Integration. 357-359 - Dong-Gi Lee

, Hyunwoong Roh, Myungjun Kim, Na-Rae Kim, Sang Joon Son, Changhyung Hong, Hyunjung Shin:
Brain Volume Prediction from SNP network with Semi-Supervised Regression. 360-362 - Jungwoo Kim, Sangsoo Lim, Sangseon Lee

, Changyun Cho, Sun Kim:
Embedding of FDA Approved Drugs in Chemical Space Using Cascade Autoencoder with Metric Learning. 363-365 - Dong Un Kang, Se Young Chun:

Multi-Scale Curriculum Learning for Efficient Automatic Whole Slide Image Segmentation. 366-367 - Incheol Shin, Giltae Song

:
Aptamer- Protein Interaction Prediction using Transformer. 368-370 - Yun Soo Kim, Jae-Hyeok Lee, Jin-Kyu Gahm:

Differentiating Parkinsonian Syndromes Using Distinctive Brain Iron Accumulation Patterns in Susceptibility Weighted Image (SWI). 371-373 - Ho-Jin Gwak, Mina Rho:

Transformer-based embedding applied to classify bacterial species using sequencing reads. 374-377 - Minjae Ju, Sanghoon Lee, Jaewoo Kang:

A denoised embedding space of genetic perturbation using Deep Metric Learning. 378-381 - June Suk Choi, Chae-Gyun Lim, Ho-Jin Choi:

Boosting Adapter Transfer Learning via Weak Parameter Sharing. 382-384 - Ka-Hou Chan

, Sio Kei Im
:
Data Stream Classification by Using Stacked CARU Networks. 385-390 - Seung-Ho Han, Ho-Jin Choi:

Checklist for Validating Trustworthy AI. 391-394 - Nyoungwoo Lee, Ho-Jin Choi:

Toward Robust Response Selection Model for Cross Negative Sampling Condition. 395-397 - Young-Jun Lee, Ho-Jin Choi:

Exploring the Repetition Problem in Empathetic Dialogue Generative Model. 398-400 - Chae-Gyun Lim, Dongkun Lee, Young-Jun Lee, Ho-Jin Choi:

Knowledge Management Approach for Memory Components Based on User-friendly Conversational System. 401-403 - Kyo-Joong Oh, Ho-Jin Choi, Jinwon Kim, Wonsoek Cha, Kyungmin Lim:

The Text Analysis Framework for Interactive Statistical Classification Service. 404-407

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