Data Science 1st edition by Jing He, ‎Philip Yu, ‎Yong Shi ISBN 9811528101 9789811528101

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Product details:

ISBN 10: 9811528101
ISBN 13: 9789811528101
Author: Jing He, ‎Philip Yu, ‎Yong Shi

This book constitutes the refereed proceedings of the 6th International Conference on Data Science, ICDS 2019, held in Ningbo, China, during May 2019. The 64 revised full papers presented were carefully reviewed and selected from 210 submissions.  The research papers cover the areas of Advancement of Data Science and Smart City Applications, Theory of Data Science, Data Science of People and Health, Web of Data, Data Science of Trust and Internet of Things.

Data Science 1st Table of contents:

1. Advancement of Data Science and Smart City Applications
2. Application of Bayesian Belief Networks for Smart City Fire Risk Assessment Using History Statistics and Sensor Data
3. Scheduling Multi-objective IT Projects and Human Resource Allocation by NSVEPSO
4. Dockless Bicycle Sharing Simulation Based on Arena
5. Simplification of 3D City Models Based on K-Means Clustering
6. Comprehensive Evaluation Model on New Product Introduction of Convenience Stores Based on Multidimensional Data
7. Lane Marking Detection Algorithm Based on High-Precision Map
8. Measurement Methodology for Empirical Study on Pedestrian Flow
9. Discovering Traffic Anomaly Propagation in Urban Space Using Traffic Change Peaks
10. Forecasting on Electricity Consumption of Tourism Industry in Changli County
11. Application of Power Big Data in Targeted Poverty Alleviation—Taking Poverty Counties in Jiangxi Province as an Example
12. Algorithms Research of the Illegal Gas Station Discovery Based on Vehicle Trajectory Data
13. Improving Investment Return Through Analyzing and Mining Sales Data
14. Theory of Data Science
15. Study on Production Possibility Frontier Under Different Production Function Assumptions
16. The List 2-Distance Coloring of Sparse Graphs
17. Multilingual Knowledge Graph Embeddings with Neural Networks
18. Sparse Optimization Based on Non-convex Regularization for Deep Neural Networks
19. LSR-Forest: An LSH-Based Approximate k-Nearest Neighbor Query Algorithm on High-Dimensional Uncertain Data
20. Fuzzy Association Rule Mining Algorithm Based on Load Classifier
21. An Extension Preprocessing Model for Multi-Criteria Decision Making Based on Basic-Elements Theory
22. A New Model for Predicting Node Type Based on Deep Learning
23. Flexible Shapelets Discovery for Time Series Classification
24. Short Text Similarity Measurement Using Context from Bag of Word Pairs and Word Co-occurrence
25. Image Enhancement Method in Decompression Based on F-shift Transformation
26. Data Science of People and Health
27. Playback Speech Detection Application Based on Cepstrum Feature
28. Study on Indoor Human Behavior Detection Based on WISP
29. A Novel Heat-Proof Clothing Design Algorithm Based on Heat Conduction Theory
30. A Novel Video Emotion Recognition System in the Wild Using a Random Forest Classifier
31. Research on Personalized Learning Path Discovery Based on Differential Evolution Algorithm and Knowledge Graph
32. Fall Detection Method Based on Wirelessly-Powered Sensing Platform
33. Service Evaluation of Elderly Care Station and Expectations with Big Data
34. EEG Pattern Recognition Based on Self-adjusting Dynamic Time Dependency Method
35. Web of Data
36. Optimal Rating Prediction in Recommender Systems
37. A Performance Comparison of Clustering Algorithms for Big Data on DataMPI
38. A Novel Way to Build Stock Market Sentiment Lexicon
39. Decision Tree and Knowledge Graph Based on Grain Loss Prediction
40. Research on Assessment and Comparison of the Forestry Open Government Data Quality Between China and the United States
41. A Review on Technology, Management and Application of Data Fusion in the Background of Big Data
42. GAN-Based Deep Matrix Factorization for Recommendation Systems
43. The Feature of the B&R Exchange Rate: Comparison with Main Currency Based on EMD Algorithm and Grey Relational Degrees
44. Dynamic Clustering of Stream Short Documents Using Evolutionary Word Relation Network
45. Data Exchange Engine for Parallel Computing and Its Application to 3D Chromosome Modelling
46. Image Quick Search Based on F-shift Transformation
47. Data Science of Trust
48. Functional Dependency Discovery on Distributed Database: Sampling Verification Framework
49. Bankruptcy Forecasting for Small and Medium-Sized Enterprises Using Cash Flow Data
50. Pairs Trading Based on Risk Hedging: An Empirical Study of the Gold Spot and Futures Trading in China
51. A Rectified Linear Unit Model for Diagnosing VCSEL’s Power Output
52. Blockchain Based High Performance User Authentication in Electric Information Management System
53. A Blockchain Based Secure Data Transmission Mechanism for Electric Company
54. Design and Implementation of a Blockchain Based Authentication Framework: A Case Study in the State Grid of China
55. Evolutionary Mechanism of Risk Factor Disclosure in American Financial Corporation Annual Report
56. Impact of Dimension and Sample Size on the Performance of Imputation Methods
57. Diagnosing and Classifying the Fault of Transformer with Deep Belief Network
58. Internet of Things
59. Extraction Method of Traceability Target Track in Grain Depot Based on Target Detection and Recognition
60. CRAC: An Automatic Assistant Compiler of Checkpoint/Restart for OpenCL Program
61. Design of Wireless Data Center Network Structure Based on ExCCC-DCN
62. A New Type Wireless Data Center of Comb Topology
63. Toward PTNET Network Topology Analysis and Routing Algorithm Design
64. AODV Protocol Improvement Based on Path Load and Stability
65. Complex Real-Time Network Topology Generation Optimization Based on Message Flow Control
66. Multi-core Processor Performance Evaluation Model Based on DPDK Affinity Setting
67. Parallel Absorbing Diagonal Algorithm: A Scalable Iterative Parallel Fast Eigen-Solver for Symmetric Matrices
68. Model Fusion Based Oilfield Production Prediction
69. Coverage Path Planning of Penaeus vannamei Feeding Based on Global and Multiple Local Areas
70. A Novel Throughput Based Temporal Violation Handling Strategy for Instance-Intensive Cloud Business Workflows
71. Correction to: Data Science
72. Back Matter

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Tags: Jing He, Philip Yu, ‎Yong Shi, Data Science