1. Machine Learning Models and Algorithms for Big Data Classification: Thinking with Examples for Effective Learning




Chapter 1: Science of Information



Chapter 2: Big Data Essentials



Chapter 3: Big Data Analytics


Download -- carpet.zip

Download -- hardwood.zip

Download -- Chapter3-Listing-and-Files.zip

Download -- biltmore31.zip

Download -- MyPrismacolors1.zip


Chapter 4: Distributed File System



Chapter 5: MapReduce Programming Platform



Chapter 6: Modeling and Algorithms



Chapter 7: Supervised Learning Models



Chapter 8: Supervised Learning Algorithms



Chapter 9: Support Vector Machine



Chapter 10: Decision Tree Learning



Chapter 11: Random Forest Learning



Chapter 12: Deep Learning Models



Chapter 13: Chandelier Decision Tree



Chapter 14: Dimensionality Reduction






2. Labelled Wireless Sensor Network Data Repository (LWSNDR)

This section provides a labelled wireless sensor network data set collected from a simple single-hop and a multi-hop wireless sensor network deployment using TelosB motes. The data consists of humidity and temperature measurements collected during 6 hour period at intervals of 5 seconds. Single-hop data is collected on 9th May 2010, and the multi-hop data is collected on 10th July 2010. Label 0 denotes normal data and label 1 denotes an introduced event. In this case steam from hot water is introduced to increase the humidity and temperature. More details can be obtained from [1].

Download SingleHopLabelledReadings

Download MultiHopLebelledReadings

This data may be used provided you acknowledge its use by including the following citation [1].

We are interested to hear from people who have used this data. Please email ssuthaharan (at) uncg.edu and caleckie (at) unimelb.edu.au if you have used this dataset, or have an additional data set you would like to contribute.

[1] Shan Suthaharan, Mohammed Alzahrani, Sutharshan Rajasegarar, Christopher Leckie and Marimuthu Palaniswami, "Labelled Data Collection for Anomaly Detection in Wireless Sensor Networks", in Proceedings of the Sixth International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP 2010), Brisbane, Australia, Dec 2010.

Permission is granted to use this data in any format, and we make no warranties as to the quality or accuracy of any of the data linked from this web page.

 

Page updated: 14-May-2016

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The University of North Carolina at Greensboro
Greensboro, NC 27402-6170