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  1. Proceedings of the The 3rd Multidisciplinary International Social Networks Conference on SocialInformatics 2016, Data Science 2016 (MISNC, SI, DS 2016)
  2. Facebook Traffic Pattern Analytics
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A Study of Biometric Feature for a Recall-Based Behavioral Graphical Mobile Authentication
An Empirical Case Study of Internet Usage on Student Performance based on Fuzzy Association Rules
Expatriate's Mentoring factor from Laws of Learning to Spiral Effect of Knowledge Management
Applying and extending the Technology Acceptance Model to understand Social Networking Sites (SNS) Usage: Toward proposing a comprehensive model
An Automatic Text Classification System Based on Genetic Algorithm
Gender Inference using Statistical Name Characteristics in Twitter
Developing Four Stars Election Open Data in RDF: Evidence from Taiwan Election Open Data Project
Simulation and Analysis of Classification Optimization model of Temperature Sensing Big Data in Intelligent Building
A Study of The Effect of Spiral of Silence between Different Social Networking Platforms
Identifying Factors Affecting Individual Perceived Credibility on SNS
The Formation of Demand Chain through the demand-driven platform
What Arouses Rationality Recognition of Learning from Failure? Self-Interest or Altruism?
The Effectiveness of Social Media Use in Japanese Firms
Data Mining Twitter to Model Stock Price Movement
Empowering Data Driven Journalism in Macedonia
Idea Creation of Creative Computing Based on Embedding Features and Ontology
The Effects of Platform Feature, Content Feature, and Service Experience on Music Streaming Service Continuance
A Study of the Internet Privacy in Private Browsing Mode
Forecasting Production Quantity by Integrating Time Series Forecast Technologies and Artificial Intelligence Methods
Realities and Ideals of Competencies: The Perceptual Gaps between Companies and University Students
Social Media Strategies in the Retail Sector: Analysis and Recommendations for Three Multi-National Retailers
Discovering Design Factors of Machine-to-Machine Data for Social Infrastructure
The Current Development of Open Election Data in Taiwan
The Reliability and Economic Analysis on System Connection Mode
How does Online Engagement Facilitate Social Word-of-Mouth?
Cyberbullying in the Social Networking Sites: An Online Disinhibition Effect Perspective
Facebook Traffic Pattern Analytics
Life of Pi: Designing an Innovative Mobile-Mediated Task in an English Language Classroom in Taiwan
SenseQ: Creating relationships between objects to answer questions of humans by using Social Networks
Deep Web Query Interface Integration Based on Incremental Schema Matching and Merging
Toward Construction of Open Election Data Model: A Case Study of Taiwan's Election Data
Overcoming the privacy of paradox in the purchase history data utilization
Defect detection using two-dimensional moving range filter and unanimous vote among color component classifiers
A Social Networking Strategy for Improving Knowledge Management and Communication in the Travel Industry
Dyadic Product Formula Representations of Confidence Measures and Decision Rules for Dyadic Data Set Samples
Social Engineering for Security Attacks
Unlocking Super Bowl Insights: Weighted Word Embeddings for Twitter Sentiment Classification
Utilization of Facebook in University Student's Career Education Based on a Job Hunting Process under the Japanese Employment Practice
A data driven approach to create an extensible EV driving data model
The open data application on determining main types of activities to predict tourist population and ticket sales in Taiwan National Forestry Recreation Areas
An Adaptive Context Aware App for the Tourism
A New Multilayer Hierarchy Model for Classifying Weighted Data Point: SNP Genotype Calls
An Analysis on Smartphone Adoption for University Students by using Choice-Based Conjoint Analysis
An Ontological Approach to Digital Storytelling
Effect of Multi-gram Term Expansion and Reduction in Text Classification
Predicting the Future Popularity of Images on Social Networks
An Efficient Anonymous System for Transaction Data
An Upselling Pricing Model using SDP-based Rating Mechanism with Dynamic Weight
Finding Depth-k Skyline Friends in Distributed Social Networks by Using Neuro-fuzzy Networks
Application of Combined Arma-Neural Network Models to Predict Stock Prices
Potential of Electronic Word-of-Mouth Database in Academic Research: A Case Study on SIIR in Taiwan
Complexity Analysis of a Propagation Territory-based Routing in MANET with Obstacles
Privacy and Utility Effects of k-anonymity on Association Rule Hiding
Evolutionary generation of adversarial examples for deep and shallow machine learning models
Mining of High-Utility Itemsets by ACO Algorithm
Vulnerability Analysis of Iframe Attacks on Websites
Discovering the Hidden Connections between Genes and Proteins from the Undiscovered Public Literature

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Facebook Traffic Pattern Analytics

Content Provider ACM Digital Library
Author Morreale, P. Lin, X. Iglasias, J. Li, J. J. Chen, C. Ness, Linda
Abstract This paper presents a study of applying a new data pattern recognition approach, called Product Coefficients (PCs), to discover patterns of Facebook network and service traffic. It includes three parts: 1) collection of service response time and packages as the initial data set, 2) preprocessing of the data sets and discovers of PCs values as patterns of the data set. 3) displaying of the patterns for simple outlier detection. Additional research is ongoing related to the post processing of PCs values for prediction, e.g. using machine learning to decide if outliers are indicators of a security attack. The key contribution of this work is the application of PCs method to some practical Facebook traffic data.
Starting Page 1
Ending Page 5
Page Count 5
File Format PDF
ISBN 9781450341295
DOI 10.1145/2955129.2955161
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2016-08-15
Publisher Place New York
Access Restriction Subscribed
Subject Keyword Outliers Machine learning Predictive analytics Statistical patterns
Content Type Text
Resource Type Article
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