Algorithms for clustering data
Algorithms for clustering data
Learning decision trees using the Fourier spectrum
STOC '91 Proceedings of the twenty-third annual ACM symposium on Theory of computing
C4.5: programs for machine learning
C4.5: programs for machine learning
Constant depth circuits, Fourier transform, and learnability
Journal of the ACM (JACM)
Machine Learning - Special issue on learning with probabilistic representations
BOAT—optimistic decision tree construction
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
The application of AdaBoost for distributed, scalable and on-line learning
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining high-speed data streams
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining time-changing data streams
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
A streaming ensemble algorithm (SEA) for large-scale classification
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Financial Prediction Using Neural Networks
Financial Prediction Using Neural Networks
Neural Network Time Series Forecasting of Financial Markets
Neural Network Time Series Forecasting of Financial Markets
Incremental Induction of Decision Trees
Machine Learning
Machine Learning
Mining Decision Trees from Data Streams in a Mobile Environment
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Time Series Segmentation for Context Recognition in Mobile Devices
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Knowledge discovery from heterogeneous data streams using fourier spectrum of decision trees
Knowledge discovery from heterogeneous data streams using fourier spectrum of decision trees
Dependency Detection in MobiMine and Random Matrices
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
IEEE Transactions on Knowledge and Data Engineering
Dependency detection in MobiMine: a systems perspective
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
Random-data perturbation techniques and privacy-preserving data mining
Knowledge and Information Systems
The fish-eye visualization of foreign currency exchange data streams
APVis '05 proceedings of the 2005 Asia-Pacific symposium on Information visualisation - Volume 45
ACM SIGMOD Record
IEEE Transactions on Knowledge and Data Engineering
A New Insight Into Prediction Modeling Systems
Journal of Integrated Design & Process Science
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
A software architecture framework for on-line option pricing
The Journal of Supercomputing
Establishing relationships among patterns in stock market data
Data & Knowledge Engineering
Context-aware adaptive data stream mining
Intelligent Data Analysis - Knowledge Discovery from Data Streams
Computer Methods and Programs in Biomedicine
Exploring financial applications on many-core-on-a-chip architecture: a first experiment
ISPA'06 Proceedings of the 2006 international conference on Frontiers of High Performance Computing and Networking
A scalable distributed stream mining system for highway traffic data
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Making sense of ubiquitous data streams – a fuzzy logic approach
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
A software architecture framework for on-line option pricing
ISPA'06 Proceedings of the 4th international conference on Parallel and Distributed Processing and Applications
Situation-Aware adaptive visualization for sensory data stream mining
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
A simple dense pixel visualization for mobile sensor data mining
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Homogeneous and heterogeneous distributed classification for pocket data mining
Transactions on Large-Scale Data- and Knowledge-Centered Systems V
Hierarchical querying scheme of human motions for smart home environment
Engineering Applications of Artificial Intelligence
Interactive self-adaptive clutter-aware visualisation for mobile data mining
Journal of Computer and System Sciences
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This paper describes an experimental mobile data mining system that allows intelligent monitoring of time-critical financial data from a hand-held PDA. It presents the overall system architecture and the philosophy behind the design. It explores one particular aspect of the system---automated construction of personalized focus area that calls for user's attention. This module works using data mining techniques. The paper describes the data mining component of the system that employs a novel Fourier analysis-based approach to efficiently represent, visualize, and communicate decision trees over limited bandwidth wireless networks. The paper also discusses a quadratic programming-based personalization module that runs on the PDAs and the multi-media based user-interfaces. It reports experimental results using an ad hoc peer-to-peer IEEE 802.11 wireless network.