The nature of statistical learning theory
The nature of statistical learning theory
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Making large-scale support vector machine learning practical
Advances in kernel methods
Skin Segmentation Using Color Pixel Classification: Analysis and Comparison
IEEE Transactions on Pattern Analysis and Machine Intelligence
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Multi-Camera Human Activity Monitoring
Journal of Intelligent and Robotic Systems
Accurate Real-Time Disparity Estimation with Variational Methods
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Fundamentals of Wireless Sensor Networks: Theory and Practice
Fundamentals of Wireless Sensor Networks: Theory and Practice
Implementing Camshift on a Mobile Robot for Person Tracking and Pursuit
ICDMW '11 Proceedings of the 2011 IEEE 11th International Conference on Data Mining Workshops
New Object Detection for On-board Robot Vision by Lifting Complex Wavelet Transforms
ICDMW '11 Proceedings of the 2011 IEEE 11th International Conference on Data Mining Workshops
Real-time human pose recognition in parts from single depth images
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
Predicting the State of a Person by an Office-Use Autonomous Mobile Robot
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
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In this paper, we argue that a home-use autonomous mobile robot is a platform for a new kind of Intelligent Data Analysis (IDA). Recent advancement of hardware and software for robotics have enabled us to construct a small yet powerful, autonomous mobile robot from components in low cost. Such a robot is able to perform machine learning and data mining in the real world for a long period, which opens a new avenue for IDA. This paper improves and studies one of our monitoring robots in detail to reveal promising directions and challenges inherent in the new kind of IDA.