دانلود کتاب Big Data – BigData 2020: 9th International Conference, Held as Part of the Services Conference Federation, SCF 2020, Honolulu, HI, USA, September 18-20, 2020, Proceedings

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Front Matter ....Pages i-xiv
Front Matter ....Pages 1-1
Entropy-Based Approach to Efficient Cleaning of Big Data in Hierarchical Databases (Eugene Levner, Boris Kriheli, Arriel Benis, Alexander Ptuskin, Amir Elalouf, Sharon Hovav et al.)....Pages 3-12
A Performance Prediction Model for Spark Applications (Muhammad Usama Javaid, Ahmed Amir Kanoun, Florian Demesmaeker, Amine Ghrab, Sabri Skhiri)....Pages 13-22
Predicting the DJIA with News Headlines and Historic Data Using Hybrid Genetic Algorithm/Support Vector Regression and BERT (Benjamin Warner, Aaron Crook, Renzhi Cao)....Pages 23-37
Processing Big Data Across Infrastructures (Verena Kantere)....Pages 38-51
Fake News Classification of Social Media Through Sentiment Analysis (Lixuan Ding, Lanting Ding, Richard O. Sinnott)....Pages 52-67
Scalable Reference Genome Assembly from Compressed Pan-Genome Index with Spark (Altti Ilari Maarala, Ossi Arasalo, Daniel Valenzuela, Keijo Heljanko, Veli Mäkinen)....Pages 68-84
A Web Application for Feral Cat Recognition Through Deep Learning (Jingling Zhou, Shiyu Wang, Yunxue Chen, Richard O. Sinnott)....Pages 85-100
MCF: Towards Window-Based Multiple Cuckoo Filter in Stream Computing (Ziyue Hu, Menglu Wu, Xiaopeng Fan, Yang Wang, Chengzhong Xu)....Pages 101-115
A Data-Driven Method for Dynamic OD Passenger Flow Matrix Estimation in Urban Metro Systems (Jiexia Ye, JuanJuan Zhao, Liutao Zhang, ChengZhong Xu, Jun Zhang, Kejiang Ye)....Pages 116-126
Ensemble Learning for Heterogeneous Missing Data Imputation (Andre Luis Costa Carvalho, Darine Ameyed, Mohamed Cheriet)....Pages 127-143
Validating Goal-Oriented Hypotheses of Business Problems Using Machine Learning: An Exploratory Study of Customer Churn (Sam Supakkul, Robert Ahn, Ronaldo Gonçalves Junior, Diana Villarreal, Liping Zhao, Tom Hill et al.)....Pages 144-158
The Collaborative Influence of Multiple Interactions on Successive POI Recommendation (Nan Wang, Yong Liu, Peiyao Han, Xiaokun Li, Jinbao Li)....Pages 159-174
Front Matter ....Pages 175-175
Chemical XAI to Discover Probable Compounds’ Spaces Based on Mixture of Multiple Mutated Exemplars and Bioassay Existence Ratio (Takashi Isobe, Yoshihiro Okada)....Pages 177-189
Clinical Trials Data Management in the Big Data Era (Martha O. Perez-Arriaga, Krishna Ashok Poddar)....Pages 190-205
Cross-Cancer Genome Analysis on Cancer Classification Using Both Unsupervised and Supervised Approaches (Jonathan Zhou, Baldwin Chen, Nianjun Zhou)....Pages 206-219
Heavy Vehicle Classification Through Deep Learning (Pei-Yun Sun, Wan-Yun Sun, Yicheng Jin, Richard O. Sinnott)....Pages 220-236
Front Matter ....Pages 237-237
Spatial Association Pattern Mining Using In-Memory Computational Framework (Jin Soung Yoo, Wentao Shao, Kanika Binzani)....Pages 239-246
Dissecting Biological Functions for BRCA Genes and Their Targeting MicroRNAs Within Eight Clusters (Yining Zhu, Ethan Sun, Yongsheng Bai)....Pages 247-251
Back Matter ....Pages 253-254