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Proceedings ArticleDOI

Smartphones vs. laptops: comparing web browsing behavior and the implications for caching

TLDR
A novel Operating System (OS) fingerprinting methodology to distinguish different types of wireless devices (smartphone vs laptops) as well as operating system instances (iOS, Android, BlackBerry etc.).
Abstract
In this work we present the differences and similarities of the web browsing behavior in most common mobile platforms. We devise a novel Operating System (OS) fingerprinting methodology to distinguish different types of wireless devices (smartphone vs laptops) as well as operating system instances (iOS, Android, BlackBerry etc.). We showcase that most of the multimedia content in smartphone devices is delivered via Range-Requests, and a large portion of the video transfers are aborted. We also show that laptop devices have more intelligent browser caching capabilities. We investigate the impact of an additional browser cache, and demonstrate that a 10MB browser cache that is able to handle partial downloads in smartphones would be enough to handle the majority of the savings. Finally, we showcase that caching policies need to be amended to attain the maximum possible savings in proxy caches. Based on those optimizations the emulated proxy cache provides 10%-20% in bandwidth savings.

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Citations
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Proceedings ArticleDOI

PCV: Predicting contact volume for reliable and efficient data transfers in opportunistic networks

TL;DR: A novel scheme called PCV is proposed that predicts contact volume in soft real-time to enable efficient and reliable data transfers in opportunistic networks and shows the effectiveness of the approach in terms of reliableData transfers.
Proceedings ArticleDOI

Flutes vs. Cellos: Analyzing Mobility-Traffic Correlations in Large WLAN Traces

TL;DR: This study conducts a multidimensional analysis, to quantitatively characterize mobility and traffic spatio-temporal patterns, for laptops and smartphones, leading to a detailed integrated mobility-traffic analysis.
Journal ArticleDOI

A Clickstream Data Analysis of the Differences between Visiting Behaviors of Desktop and Mobile Users

TL;DR: A clickstream data analysis to compare desktop and mobile users’ visiting behavior showed that online shoppers preferred to explore various products on mobile devices and read product details on desktops, thus increasing both user involvement and product visibility.
Proceedings ArticleDOI

Passive Classification of Wi-Fi Enabled Devices

TL;DR: The proposed method for classifying Wi-Fi enabled mobile handheld devices and non-handheld devices in a completely passive way, that is resorting neither to traffic probes on network edge devices nor to deep packet inspection techniques to read application layer information.
References
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Proceedings Article

Fast algorithms for mining association rules

TL;DR: Two new algorithms for solving thii problem that are fundamentally different from the known algorithms are presented and empirical evaluation shows that these algorithms outperform theknown algorithms by factors ranging from three for small problems to more than an order of magnitude for large problems.
Proceedings ArticleDOI

Web caching and Zipf-like distributions: evidence and implications

TL;DR: This paper investigates the page request distribution seen by Web proxy caches using traces from a variety of sources and considers a simple model where the Web accesses are independent and the reference probability of the documents follows a Zipf-like distribution, suggesting that the various observed properties of hit-ratios and temporal locality are indeed inherent to Web accesse observed by proxies.
Proceedings ArticleDOI

Diversity in smartphone usage

TL;DR: A comprehensive study of smartphone use finds that qualitative similarities exist among users that facilitate the task of learning user behavior and demonstrates the value of adapting to user behavior in the context of a mechanism to predict future energy drain.
Proceedings ArticleDOI

Removal policies in network caches for World-Wide Web documents

TL;DR: Surprisingly, the criteria used by several proxy-server removal policies are among the worst performing criteria in the authors' simulation; instead, replacing documents based on size maximizes hit rate in each of the studied workloads.

HTTP Live Streaming

Roger Pantos, +1 more
TL;DR: This document describes a protocol for transferring unbounded streams of multimedia data that specifies the data format of the files and the actions to be taken by the server (sender) and the clients (receivers) of the streams.
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