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Chapter and Conference Paper
Class Specialized Knowledge Distillation
Knowledge Distillation (KD) is a compression framework that transfers distilled knowledge from a teacher to a smaller student model. KD approaches conventionally address problem domains where the teacher and s...
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Chapter and Conference Paper
DHV: A Code Consistency Maintenance Protocol for Multi-hop Wireless Sensor Networks
Ensuring that every sensor node has the same code version is challenging in dynamic, unreliable multi-hop sensor networks. When nodes have different code versions, the network may not behave as intended, wasti...
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Chapter and Conference Paper
Near Optimal Sensor Selection in the COlumbia RIvEr (CORIE) Observation Network for Data Assimilation Using Genetic Algorithms
CORIE is a pilot environmental observation and forecasting system (EOFS) for the Columbia River. The goal of CORIE is to characterize and predict complex circulation and mixing processes in a system encompassi...
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Chapter and Conference Paper
RIDA: A Robust Information-Driven Data Compression Architecture for Irregular Wireless Sensor Networks
In this paper, we propose and evaluate RIDA, a novel information-driven architecture for distributed data compression in a sensor network, allowing it to conserve energy and bandwidth and potentially enabling ...
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Article
An experimental analysis of DCT-based approaches for fine-grained multiresolution video
In the future, video-streaming systems will have to support adaptation over an extremely large range of display requirements (e.g., 90×60 to 1920×1080). This paper presents the architectural trade-offs of band...
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Chapter and Conference Paper
A Hysteresis Based Approach for Quality, Frame Rate, and Buffer Management for Video Streaming Using TCP
In today’s Internet, the primary transport mechanism for video streams is the UDP protocol, either congestion sensitive or not. In this paper, we propose a mechanism that supports the high quality streaming an...
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Article
An optimal bandwidth allocation strategy for the delivery of compressed prerecorded video
The transportation of prerecorded, compressed video data without loss of picture quality requires the network and video servers to support large fluctuations in bandwidth requirements. Fully utilizing a c...
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Book