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Naïve Bayes Classifier Based Traffic Prediction System on Cloud Infrastructure
2015 Edition, February 1, 2015 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

As traffic congestion is becoming an everyday facing problem in urban region, traffic prediction and detection systems are playing an important role in city life. The road network sensors were popular in the previous systems. However, these technologies addressed...

Anticipation and alert system of congestion and accidents in VANET using Big Data analysis for Intelligent Transportation Systems
2016 Edition, December 1, 2016 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

Vehicular Networks (VN) have a huge potential to increase roadway safety and traffic efficiency. Big Data analysis can be instrumental in realizing this potential and enhancing the Intelligent Transportation Systems (ITSs). We study the causes of road accidents using big real-time...

A Map Reduce-Based Nearest Neighbor Approach for Big-Data-Driven Traffic Flow Prediction
2016 Edition, Volume 4, January 1, 2016 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

In big-data-driven traffic flow prediction systems, the robustness of prediction performance depends on accuracy and timeliness. This paper presents a new MapReduce-based nearest neighbor (NN) approach for traffic flow prediction using...

Prediction of Workloads in Incident Management Based on Incident Ticket Updating History
2015 Edition, December 1, 2015 - Association for Computing Machinery (ACM)

Incident management is one of the most important and burdensome tasks in system management. In order to achieve effective incident management, prediction of the workload needed to solve incidents is quite useful. Using this prediction, we can provide a fair distribution of...

CLOUDET: A Cloud Detection and Estimation Algorithm for Passive Microwave Imagers and Sounders Aided by Naïve Bayes Classifier and Multilayer Perceptron
2015 Edition, Volume 8, September 1, 2015 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

CLOUDET, a cloud detection and estimation algorithm for passive microwave imagers and sounders is presented. CLOUDET is based on a naïve Bayes classifier and multilayer perceptron. It is applied to the special sensor microwave imager/sounder (SSMIS), and the...

A learning based mobile user traffic characterization for efficient resource management in cellular networks
2015 Edition, January 1, 2015 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

With the evolution of various new types of application services for mobile devices, cellular operators have started providing multiple subscription plans to the mobile users. The plan subscribed determines the Quality of Service (QoS) to be provided to the user, and operators distinguish users as...

Quantifying concept drifting in network traffic using ROC curves from Naive Bayes classifiers
2013 Edition, November 1, 2013 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

Concept drifting poses a real challenge for network models which depends on statistical heuristics learned from the data stream, for example Anomaly Based Detection/Prevention Systems. These models tend to become inconsistent over a period of time as the underlying data stream...

Baeza-Yates and Navarro approximate string matching for spam filtering
2012 Edition, September 1, 2012 - IEEE - Institute of Electrical and Electronics Engineers, Inc.

Spam has evolved in terms of contents, methods, delivery networks and volume. Reports indicate that up to 90% of the World Wide Web email traffic is spam [1]. The contents are covering a wider range and are deviating from the conventional pharmaceuticals and adult content into more formal...

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