Aviation System Monitoring and Modeling Project

A Publication, Ashok Srivastava's Collection - 10 years, 4 months ago

Shared By: Ashok Srivastava

Air transportation, one of the most important modes of transportation, is also one of the safest. Nevertheless, the public demands that safety levels continuously improve ...

Detecting Anomalies in Multivariate Data Sets with Switching Sequences and Continuous Streams

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

A Local Distributed Peer-to-Peer Algorithm Using Multi-Party Optimization Based Privacy Preservation for Data Mining Primitive ...

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

This paper proposes a scalable, local privacy-preserving algorithm for distributed peer-to-peer (P2P) data aggregation useful for many advanced data mining/analysis tasks such as average/sum computation, ...

Scalable Distributed Change Detection from Astronomy Data Streams using Local, Asynchronous Eigen Monitoring Algorithms

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

This paper considers the problem of change detection using local distributed eigen monitoring algorithms for next generation of astronomy petascale data pipelines such as the ...

A Generic Local Algorithm for Mining Data Streams in Large Distributed Systems

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

In a large network of computers or wireless sensors, each of the components (henceforth, peers) has some data about the global state of the system. ...

A Scalable Local Algorithm for Distributed Multivariate Regression

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

This paper offers a local distributed algorithm for multivariate regression in large peer-to-peer environments. The algorithm can be used for distributed inferencing, data compaction, data ...

Distributed Decision-Tree Induction in Peer-to-Peer Systems

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

This paper offers a scalable and robust distributed algorithm for decision-tree induction in large peer-to-peer (P2P) environments. Computing a decision tree in such large distributed ...

Distributed Identification of Top-l Inner Product Elements and its Application in a Peer-to-Peer Network

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

Inner product computation is an important primitive used in many techniques for feature dependency detection, distance computation, clustering and correlation computation among others. Recently, peer-to-peer ...

An Efficient Local Algorithm for Distributed Multivariate Regression

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

This paper offers a local distributed algorithm for multivariate regression in large peer-to-peer environments. The algorithm is designed for distributed inferencing, data compaction, data modeling ...

Peer-to-Peer Data Mining, Privacy Issues, and Games

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

Peer-to-Peer (P2P) networks are gaining increasing popularity in many distributed applications such as file-sharing, network storage, web caching, sear- ching and indexing of relevant documents ...

Distributed Data Mining in Peer-to-Peer Networks

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

Peer-to-peer (P2P) networks are gaining popularity in many applications such as file sharing, e-commerce, and social networking, many of which deal with rich, distributed data ...

Client-side Web Mining for Community Formation in Peer-to-Peer Environments

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

In this paper we present a framework for forming interests-based Peer-to-Peer communities using client-side web browsing history. At the heart of this framework is the ...

Local L2 Thresholding Based Data Mining in Peer-to-Peer Systems

A Publication, Kanishka Bhaduri's Collection - 13 years, 6 months ago

Shared By: Kanishka Bhaduri

In a large network of computers, wireless sensors, or mobile devices, each of the components (hence, peers) has some data about the global status of ...

Unsupervised Anomaly Detection for Liquid-Fueled Rocket Prop...

A Publication, MARK SCHWABACHER's Collection - 13 years, 7 months ago

Shared By: MARK SCHWABACHER

Title: Unsupervised Anomaly Detection for Liquid-Fueled Rocket Propulsion Health Monitoring. Abstract: This article describes the results of applying four unsupervised anomaly detection algorithms to data ...