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ORCIDBigComp 2018: Shanghai, China
- 2018 IEEE International Conference on Big Data and Smart Computing, BigComp 2018, Shanghai, China, January 15-17, 2018. IEEE Computer Society 2018, ISBN 978-1-5386-3649-7
Regular Papers
Session 1A: Big Data for Social Media Analysis (I)
- Shiyue Zhang, Zheng Hu, Chunhong Zhang, Ke Yu:
History-Based Article Quality Assessment on Wikipedia. 1-8 - Haisheng Li
, Xunge Liang, Xuan Song, Qiang Cai:
Visual Analysis of Spatio-Temporal Distribution and Retweet Relation in Weibo Event. 9-16 - Sang-Hyun Park, So-Hye Yoon, Juwon Jeong, Sehwa Park, Seog Park:
Analysis of Behavior Patterns to Identify Nicknames of a User in Online Community. 17-24 - Lifang Wu, Bowen Yang, Meng Jian, Jitao Sang, Dai Zhang, Lei Zhang:
MPPR: Multi Perspective Page Rank for User Influence Estimation. 25-29
Session 1B: Big Data Applications in Bioinformatics, Multimedia, Smartphones
- Cong Zhang, Qingjie Zhao, Hao Liu, Sa Jia, Jianwei Zhang:
Boosting VLAD with Weighted Fusion of Local Descriptors. 30-36 - Hanqing Chao, Yuan Cao, Junping Zhang, Fen Xia, Ye Zhou, Hongming Shan:
Population Density-Based Hospital Recommendation with Mobile LBS Big Data. 37-44 - Qingqing Chen, Zheng Hu, Hang Su, Xiaosheng Tang, Ke Yu:
Understanding Travel Patterns of Tourists from Mobile Phone Data: A Case Study in Hainan. 45-51 - Wei Li, Fan Zhao, Erhu Zhang, Peng Ren:
Optimal Frame-Level Bit Allocation in HEVC with Distortion Dependency Model. 52-57
Session 1C: Neural Networks for Smart Computing (I)
- Yu Hu, Tiezheng Nie, Derong Shen, Ge Yu:
Sequence Translating Model Using Deep Neural Block Cascade Network: Taking Protein Secondary Structure Prediction as an Example. 58-65 - Yang Xiao, Ding Xiao, Binbin Hu, Chuan Shi:
ANE: Network Embedding via Adversarial Autoencoders. 66-73 - Jérémy Charlier, Radu State, Jean Hilger:
Non-negative Paratuck2 Tensor Decomposition Combined to LSTM Network for Smart Contracts Profiling. 74-81 - Jianming Lv, Qing Li, Qinghui Sun, Xintong Wang:
T-CONV: A Convolutional Neural Network for Multi-scale Taxi Trajectory Prediction. 82-89
Session 2A: Big Data for Social Media Analysis (II)
- Nan Xiang, Chin-Wan Chung, Siwei Shang:
A Decision Making Method Based on TOPSIS and Considering the Social Relationship. 90-97 - Longqi Yang, Liangliang Zhang, Zhisong Pan, Guyu Hu, Yanyan Zhang:
Community Detection Based on Co-regularized Nonnegative Matrix Tri-Factorization in Multi-view Social Networks. 98-105 - Junzhi Gong, Deyu Tian, Dongsheng Yang, Tong Yang, Tuo Dai, Bin Cui, Xiaoming Li:
SSS: An Accurate and Fast Algorithm for Finding Top-k Hot Items in Data Streams. 106-113 - Kenta Iwasaki, Kazuyuki Shudo:
Estimating the Clustering Coefficient of a Social Network by a Non-backtracking Random Walk. 114-118 - Danfeng Yan, Bo Hu, Jiafeng Qin:
Sentiment Analysis for Microblog Related to Finance Based on Rules and Classification. 119-126
Session 2B: Big Data Applications in Intelligent Transportation and Systems
- Zhen Gao, Ruifeng Pan, Rongjie Yu, Xuesong Wang:
Research on Automated Modeling Algorithm Using Association Rules for Traffic Accidents. 127-132 - Liangguo Liu, Jun Peng, Xiaoyong Zhang, Rui Zhang, Bin Chen, Kai Gao, Yingze Yang:
Reactive Behavioral Strategy for Unmanned Ground Vehicle Under Liner Temporal Logic Specifications. 133-140 - Yichao Ao, Yingmin Jia:
Distributed H 2 /H infinity Consensus Control and Iterative Approach for Multi-agent Systems with Directed Graph. 141-146 - Seung-Ho Han, Ho-Jin Choi, Philipp Benz, Jorge Loaiciga:
Sensor-Based Mobile Robot Navigation via Deep Reinforcement Learning. 147-154 - Weiwei Miao, Jingping Yin, Chengling Jiang, Lei Wei, Xiangdong Chen, Bo Guo, Wei Li, Rui Liu, Jia Yu, Wen Ye:
Coverage Analysis in TD-LTE Wireless Private Networks for Power Systems: A 3D Ray-Tracing Approach. 155-162
Session 2C: Systems for Big Data Analytics (I)
- Danfeng Yan, Xuan Zhao, Rongheng Lin, Demeng Bai:
PPQAR: Parallel PSO for Quantitative Association Rule Mining. 163-169 - Yingze Yang, Pengcheng Xiao, Yijun Cheng, Weirong Liu, Zhiwu Huang:
Ensemble Strategy for Hard Classifying Samples in Class-Imbalanced Data Set. 170-175 - Lun Wang, Zekun Cai, Hao Wang, Jie Jiang, Tong Yang, Bin Cui, Xiaoming Li:
Fine-Grained Probability Counting: Refined LogLog Algorithm. 176-183 - Shuqiao Zhou, Chao Guo, Xiaojin Huang:
Transient Identification: Shortening Identification Delay and Enhancing Identification Rate by Selecting the Optimal Moving Window Size. 184-189 - Ernan Li, Qingyong Li, Yangli-ao Geng, Min Zheng, Shiqing Wan:
Ensemble Clustering Using Maximum Relative Density Path. 190-197
Session 3A: Big Data Applications in Load Balancing and Network Resource Management
- Chaogang Tang, Shuo Xiao, Xianglin Wei, Mingyang Hao, Wei Chen:
Energy Efficient and Deadline Satisfied Task Scheduling in Mobile Cloud Computing. 198-205 - Linjing Zhao, Xiaonan Zhang, Ying Han, Kang G. Shin:
Power Savings with CoMP Technology in Cellular Networks. 206-212 - Kyoungsoo Bok, Jonghyeon Yoon, Jongtae Lim, Jaesoo Yoo:
Load Balancing with Load Threshold Adjustment in Structured P2P. 213-218 - Jihoon Moon, Kyu-Hyung Kim, Yongsung Kim, Eenjun Hwang:
A Short-Term Electric Load Forecasting Scheme Using 2-Stage Predictive Analytics. 219-226 - Chenguang Lu:
Semantic Channel and Shannon Channel Mutually Match and Iterate for Tests and Estimations with Maximum Mutual Information and Maximum Likelihood. 227-234
Session 3B: Systems for Big Data Analytics (II)
- Zhaowei Qu, Jingjing Yao, Xiaoru Wang, Sixing Yin:
Attribute Weighting and Samples Sampling for Collaborative Filtering. 235-241 - Juanying Xie, Ying Zhou, Lijuan Ding:
Local Standard Deviation Spectral Clustering. 242-250 - Zhuo Chen, Fu Jiang, Yijun Cheng, Xin Gu, Weirong Liu, Jun Peng:
XGBoost Classifier for DDoS Attack Detection and Analysis in SDN-Based Cloud. 251-256 - Zhipeng Gao, Yidan Fan, Kun Niu, Zhenyi Ying:
MR-Mafia: Parallel Subspace Clustering Algorithm Based on MapReduce for Large Multi-dimensional Datasets. 257-262 - Zhun Li, ByungSoo Ko, Ho-Jin Choi:
Pseudo-Labeling Using Gaussian Process for Semi-Supervised Deep Learning. 263-269
Session 3C: Models and Algorithms for Big Data
- Xiaoyu Jin, Xilin Ji, Yang Yang, Zhipeng Gao, Xuesong Qiu:
An Evaluation Mechanism Based on HDFS in Unstable Network Environment. 270-277 - Xiangyang Gou, Chenxingyu Zhao, Tong Yang, Lei Zou, Yang Zhou, Yibo Yan, Xiaoming Li, Bin Cui:
Single Hash: Use One Hash Function to Build Faster Hash Based Data Structures. 278-285 - Yafeng Chen, Xiaoming Zhang, Guoqing Cao:
Research on Real-Time Prediction of Large Scale Datasets Based on Feature Vectors and Fuzzy Parameter Self-tuning SVR Algorithm. 286-292 - Lele Yu, Lingyu Wang, Yingxia Shao, Long Guo, Bin Cui:
GLM+: An Efficient System for Generalized Linear Models. 293-300 - Shengnan Wang, Xiaoyong Zhang, Yijun Cheng, Fu Jiang, Wentao Yu, Jun Peng:
A Fast Content-Based Spam Filtering Algorithm with Fuzzy-SVM and K-means. 301-307
Session 4A: Network Models for Smart Computing (II)
- Zhaowei Qu, Shuqiang Zheng, Xiaoru Wang, Xiaomin Song, Baiwei Li, Xiaohui Song:
Converged Recommendation System Based on RNN and BP Neural Networks. 308-313 - Zhonggui Ma, Pan-pan Gao:
Research on the Cascade Pedestrian Detection Model Based on LDCF and CNN. 314-320 - Ke Zhang, Liru Guo, Ce Gao:
Optimization Method of Residual Networks of Residual Networks for Image Classification. 321-325 - The H. Vu, Ryunosuke Murakami, Yuichi Okuyama, Abderazek Ben Abdallah:
Efficient Optimization and Hardware Acceleration of CNNs towards the Design of a Scalable Neuro inspired Architecture in Hardware. 326-332
Session 4B: Computer Vision and Data Visualization
- Jingjing Ma, Qingjie Zhao, Peng Lv, Jimmy T. Mbelwa, Hao Liu, Jianwei Zhang:
Online Video Object Segmentation Based on Region and Edge Consistency. 333-339 - Wenbo Wang, Xi Luo, Liang Fu Lu, Youyi Zheng:
iHDViewer: A Visualization Tool for Tracking HD. 340-347 - Shikun Zhang, Xiaoxue Feng, Yufeng Ji, Feng Pan:
The Cramér-InfoGAN and Partial Inverse Filter System for Unsupervised Image Classification. 348-353 - Mengyu Gao, Wenan Zhou, Zheng Hu:
A QoE Estimation Model Considering Video Popularity for Video Streaming Services. 354-359
Session 4C: Big Data Storage Methods and Systems
- Donghyun Kang, Young Ik Eom:
iDiscard: Enhanced Discard() Scheme for Flash Storage Devices. 360-366 - Hyeong-Jin Kim, Mun-Hwan Kang, Yeon-Woo Chang, Min Yoon, Jae-Woo Chang:
Hardware Transactional Memory Based on Abort Prediction and Adaptive Retry Policy for Multi-Core In-Memory Databases. 367-374 - Donghyoung Han, Yoon-Min Nam, Min-Soo Kim, Kyongseok Park, Sunggeun Han:
SciDFS: An In-Situ Processing System for Scientific Array Data Based on Distributed File System. 375-382 - Jisun Kim, Hyokyung Bahn:
Accelerating Storage Performance with NVRAM by Considering Application's I/O Characteristics. 383-389
Session 5A: Big Data Applications in Text Analysis Intelligent Models
- Sicong Kuang, Brian D. Davison:
Class-Specific Word Embedding through Linear Compositionality. 390-397 - Abdulrhman M. Alshareef, Mohammed F. Alhamid, Abdulmotaleb El-Saddik:
Article Impact Value for Nearby Citation Network Analysis. 398-403 - Tingyi Zheng, Li Wang:
Unlabeled Text Classification Optimization Algorithm Based on Active Self-Paced Learning. 404-409 - Dandan Song, Lifei Qin, Mingming Jiang, Lejian Liao:
A Temporal and Topic-Aware Recommender Model. 410-417 - Zhaoqing Xie, Qing Liu:
LSTM Networks for Vessel Traffic Flow Prediction in Inland Waterway. 418-425
Session 5B: Big Data Applications in Objects Detection and Retrieval
- Boda Han, Xiaosheng Tang, Zheng Hu, Ke Yu:
A Map Matching Algorithm for Complex Road Conditions Based on Base Station Data. 426-431 - Jiwan Lee, Bonghee Hong, Jaegi Hong, Chumsoo Kim, Woo-Chan Kim:
Optimal Index Partitioning of Main-Memory Based TPR*-Tree for Real-Time Tactical Moving Objects. 432-439 - Sunghoon Jung, Chumsu Kim, Jiwan Lee, Bonghee Hong:
Hybrid Indexing Consisting of TPR*-Tree and Hash Map for Real-Time Update and Query of Tactical Moving Objects. 440-447 - Haisheng Li, Li Sun, Xiaoqun Wu, Qiang Cai:
Scale-Invariant Wave Kernel Signature for Non-Rigid 3D Shape Retrieval. 448-454
Session 5C: Big Data Applications in Other Fields
- Xue Guo, Hu Zhang, Feng Jiang, Tianhai Tian:
Development of Stock Correlation Network Models Using Maximum Likelihood Method and Stock Big Data. 455-461 - Xiaojuan Ban, Yulian Chen:
Quality Traceability of Converter Steelmaking Based on Adaptive Feature Selection and Multiple Linear Regression. 462-468 - Miran Lee, Inchan Youn, Jae-Hwan Ryu, Deok-Hwan Kim:
Classification of Both Seizure and Non-Seizure Based on EEG Signals Using Hidden Markov Model. 469-474 - Boyu Gao, HyungSeok Kim, Byungmoon Kim, Jee-In Kim:
Artificial Landmarks to Facilitate Spatial Learning and Recalling for Curved Visual Wall Layout in Virtual Reality. 475-482
Short Papers
Session 6A: Big Data Applications and Machine Learning
- Dianhui Mao, Ziqin Li, Haisheng Li, Fan Wang:
Bike-Sharing Dynamic Scheduling Model Based on Spatio-Temporal Graph. 483-486 - Yongsung Kim, Seonmi Ji, Seungwon Jung, Jihoon Moon, Eenjun Hwang:
Semantic Enrichment of Twitter News for Differentiated STEAM Education. 487-490 - Joongbo Shin, Yanghoon Kim, Seunghyun Yoon, Kyomin Jung:
Contextual-CNN: A Novel Architecture Capturing Unified Meaning for Sentence Classification. 491-494 - Jan Scherbaum, Marek Novotny, Oleksandr Vayda:
Spline: Spark Lineage, not only for the Banking Industry. 495-498 - Yongju Song, Minho Lee, Young Ik Eom:
Retention Time Based Data Management Policy for Improving the Lifespan of SSDs. 499-502 - Wonhyeong Cho, Myeong-Seon Gil, Sanghun Lee, Yang-Sae Moon:
A Storm-Based Sampling System for Multi-source Stream Environment. 503-506 - Benyou Wang, Kaihe Deng, Weiwei Wei, Sihai Zhang, Wuyang Zhou, Shui Yu:
Full Cycle Campus Life of College Students: A Big Data Case in China. 507-512 - Xiao Xu, Shifei Ding, Tongfeng Sun:
A Fast Density Peaks Clustering Algorithm Based on Pre-Screening. 513-516 - Hyojin Chin, Jayong Kim, Yoonjong Kim, Jinseop Shin, Mun Yong Yi:
Explicit Content Detection in Music Lyrics Using Machine Learning. 517-521 - Chan Yong Park, Han-Gyu Kim, Dongkeon Lee, Zhun Li, Seung-Ho Han, Ho-Jin Choi:
Image Analogy with Gaussian Process. 522-525 - Lijun Chen, Qinyu Li, Hanli Wang, Yu Long:
Static Correlative Filter Based Convolutional Neural Network for Visual Question Answering. 526-529 - Seong-Ho Lee, Dong-Min Kim, Yun-Gyung Cheong:
Predicting Emotion in Movie Scripts Using Deep Learning. 530-532
Session 6B: Techniques, Models and Algorithms for Big Data
- Yi-ming Xing, Xiaojuan Ban, Ruoyi Liu:
A Short-Term Traffic Flow Prediction Method Based on Kernel Extreme Learning Machine. 533-536 - Minkyoung Kim, Harksoo Kim:
Dialogue Act Classification Model Based on Deep Neural Networks for a Natural Language Interface to Databases in Korean. 537-540 - Young-Seob Jeong, Kyojoong Oh, Chung-Ki Cho, Ho-Jin Choi:
Pseudo Random Number Generation Using LSTMs and Irrational Numbers. 541-544 - Hongyeon Kim, Seunghee Kim, Jun-Ki Min:
An Efficient Triangle Enumeration on Parallel and Distributed Frameworks. 545-548 - Haizhou Du, Wei Fang, Haining Huang, Shuqing Zeng:
MMDBC: Density-Based Clustering Algorithm for Mixed Attributes and Multi-dimension Data. 549-552 - Bin Peng, Xiaoming Zhang, Yueying He, Zhoujun Li:
Attribute Extraction by Combing Feature Ranking and Sequence Labeling. 553-556 - Joolekha Bibi Joolee, Young-Koo Lee:
Video Retrieval Based on Image Queries Using THOG for Augmented Reality Environments. 557-560 - Yuehua Yang, Yuan Ping:
An Ontology-Based Semantic Similarity Computation Model. 561-564 - Cong Meng, Wenling Li:
Recursive Filtering for Complex Networks Against Random Deception Attacks. 565-568 - Xiaoshuai Zhao, Xiaoyong Zhang, Shuo Li, Fu Jiang, Jun Peng:
A Cooperative Interference Eliminated Mechanism in MIMO Systems. 569-572 - Jing Liu, Xiao Song, Jinghan Sun, Ziping Xie:
Global A* for Pedestrian Room Evacuation Simulation. 573-577 - In-Ho Choi, Yong-Guk Kim:
Deep Manifold Embedding Active Shape Model for Pose Invarient Face Tracking. 578-581
Session 6C: AI for Big Data and Data Science
- Guanghao Xu, Hyungjung Lee, Myoung-Wan Koo, Jungyun Seo:
Optimizing Policy via Deep Reinforcement Learning for Dialogue Management. 582-589 - Jaewoo Kim, Yu-i Ha, Seungche Kang, Hongjun Lim, Meeyoung Cha:
Detecting Multiclass Emotions from Labeled Movie Scripts. 590-594 - Sen Chen, Weijun Tang, Jin Hu, Yawang Cheng, Qian Wang, Xuehai Wu, Dinggang Shen:
Longitudinal Sparse Regression for Neuroimage Based Consciousness Assessing and Tracking of Hydrocephalus Patients. 595-598 - Zhaowei Qu, Baiwei Li, Xiaoru Wang, Sixing Yin, Shuqiang Zheng:
An Efficient Recommendation Framework on Social Media Platforms Based on Deep Learning. 599-602 - Nanjie Deng, Zhipeng Gao, Kun Niu:
A Novel Data Dependent Similarity Measure Algorithm Based on Attribute Selection. 603-606 - Zhaowei Qu, Jingyi Yang, Xiaoru Wang, Sixing Yin:
Combining Link and Content for Community Detection in Social Networks. 607-610 - Toshiki Matsumura, Kenta Iwasaki, Kazuyuki Shudo:
Average Path Length Estimation of Social Networks by Random Walk. 611-614 - Ning Li, Hui Zhang, Yong Chen:
Convolutional Neural Network with SDP-Based Attention for Relation Classification. 615-618 - Tsunetsugu Munakata, Yoko Kobayashi:
Extracting Disaster Characteristics Using Text Mining. 619-622 - Sicong Kuang, Brian D. Davison:
Numeric-Attribute-Powered Sentence Embedding. 623-626 - Mookyu Park, Minhee Joo, Junwoo Seo, Kyoungmin Kim, Moosung Park, Kyungho Lee:
Complex Network of Damage Assessment Using GMM Based FAIR. 627-630
The 1st International Workshop on Driving Computing Platform for Autonomous Vehicles (DrivComp 2018)
- Yongbon Koo, Chayoung You, Sunghoon Kim:
OpenCL-Darknet: An OpenCL Implementation for Object Detection. 631-634 - Hyeok-June Jeong, Kyeong-sik Park, Young-Guk Ha:
Image Preprocessing for Efficient Training of YOLO Deep Learning Networks. 635-637 - Sanghyun Seo, Juntae Kim:
Hybrid Approach for Efficient Quantization of Weights in Convolutional Neural Networks. 638-641 - Jinwoo Kim, Yongbon Koo, Sunghoon Kim:
MOD: Multi-camera Based Local Position Estimation for Moving Objects Detection. 642-643 - Cheol-Jin Kim, Sung-Hoon Park, Young-Guk Ha:
Correlation Analysis Between Vehicular Traffic and PM Using Sensor Big Data. 644-648 - Jung-Gu Kim, Jae-Hyung Yoo, Ja-Cheol Koo:
Road and Lane Detection Using Stereo Camera. 649-652 - MyungWook Park, Yongbon Koo, Sunghoon Kim:
Motion Control Block Implementation for Driving Computing System. 653-656 - Hyeok-june Jung, Kyeong-sik Park, Cheol-Jin Kim, Young-Guk Ha:
Formal Modeling and Verification of Serial Communication for Autonomous Vehicles. 657-661
The First International Workshop on Dialog Systems (IWDS)
- ByungSoo Ko, Chan Yong Park, Dongkeon Lee, Jaewon Kim, Ho-Jin Choi, Dongsoo Han:
Finding a News Article Related to Posts in Social Media: The Need to Consider Emotion as a Feature. 662-665 - Chae-Gyun Lim, Ho-Jin Choi:
LSTM-Based Model for Extracting Temporal Relations from Korean Text. 666-668 - Myung Yun Kang, Tae-Hong Min, Jae Sung Lee:
Sense Space for Word Sense Disambiguation. 669-672 - Kyo-Joong Oh, Dongkun Lee, Chan Yong Park, Young-Seob Jeong, Sawook Hong, Sungtae Kwon, Ho-Jin Choi:
Out-of-Domain Detection Method Based on Sentence Distance for Dialogue Systems. 673-676 - Zhaowei Qu, Xiaomin Song, Shuqiang Zheng, Xiaoru Wang, Xiaohui Song, Zuquan Li:
Improved Bayes Method Based on TF-IDF Feature and Grade Factor Feature for Chinese Information Classification. 677-680 - David Cecchini, Li Na:
Chinese News Classification. 681-684
The First International Workshop on Big Data Analysis for Smart Energy (BigData4SmartEnergy 2018)
- Zhaowei Qu, Lun Su, Xiaoru Wang, Shuqiang Zheng, Xiaomin Song, Xiaohui Song:
A Unsupervised Learning Method of Anomaly Detection Using GRU. 685-688 - Cheong Hee Park:
Anomaly Pattern Detection on Data Streams. 689-692