Deep-Framework: A Distributed, Scalable, and Edge-Oriented Framework for Real-Time Analysis of Video Streams

ChainerMN: Scalable Distributed Deep Learning Framework

One of the keys for deep learning to have made a breakthrough in various fields was to utilize high computing powers centering around GPUs. Enabling the use of further computing abilities by distributed processing is essential not only to make the deep learning bigger and faster but also to tackle unsolved challenges. We present the design, implementation, and evaluation of ChainerMN, the distr...

A framework for scalable real-time anomaly detection over voluminous, geospatial data streams

This study presents a framework to enable distributed detection, storage, and analysis of anomalies in voluminous data streams. Individual observations within these streams are multidimensional, with each dimension corresponding to a feature of interest. We consider time-series geospatial datasets generated by remote and in situ observational devices. Three aspects make this problem particularl...

a framework for identifying and prioritizing factors affecting customers’ online shopping behavior in iran

the purpose of this study is identifying effective factors which make customers shop online in iran and investigating the importance of discovered factors in online customers’ decision. in the identifying phase, to discover the factors affecting online shopping behavior of customers in iran, the derived reference model summarizing antecedents of online shopping proposed by change et al. was us...

Distributed Congestion Control of Scalable Video Streams

The paper addresses the problem of distributed congestion control in networks where several video streaming sessions share joint bottleneck channels. Based on the rate-distortion characteristics of the video streams as well as the requirements of heterogeneous streaming clients, the proposed algorithm determines the utility of rate increments in terms of overall quality benefits. We build on th...

A GENERALIZED FRAMEWORK FOR SCALABLE VIDEO CODINGSusie