On the inequality of the 3V's of Big Data Architectural Paradigms: A case for heterogeneity
نویسندگان
چکیده
The well-known 3V architectural paradigm for Big Data introduced by Laney (2011) provides a simplified framework for defining the architecture of a big data platform to be deployed in various scenarios tackling processing of massive datasets. While additional components such as Variability and Veracity have been discussed as an extension to the 3V model, the basic components (Volume, Variety, and Velocity) provide a quantitative framework while variability and veracity target a more qualitative approach. In this paper we argue why the basic 3V’s are not equal due to the different requirements that need to be covered in case there exist higher demands for a particular “V”. We call this paradigm heterogeneity and we provide a taxonomy of the existing tools (as of 2013) covering the Hadoop ecosystem from that perspective. This paper contributes on the understanding of the Hadoop ecosystem from both an architectural and requirements viewpoint and aims to help researchers and practitioners on the design of scalable platforms targeting different business scenarios.
منابع مشابه
Evaluating the Effects of Architectural Aspects on Student Sociability (Case Study: Tehran University)
The sociability and quality of behavior settings, according to general psychology data, are the most significant environmental values, measuring which helps to assess the success of environmental and architectural aspects. The present study was aimed at investigating the efficient environmental characteristics for the achievement of sociability in educational space. This issue has been addresse...
متن کاملThe Qualitative Analysis on Contemporary Approaches toward Architectural Training in Iran
The present article is intended to analyze the status of architectural education during two periodsbefore and after Cultural Revolution in Iran and in order to interpret approaches and paradigms, methods, and way of itsdevelopment thereby, it deals with criticism of current situation in the field of architectural education. For this purpose,it has been tried to separate different fields of quan...
متن کاملUrban and Architectural Development in Amman Downtown between Natural Disasters and Great Heritage Lose: Case Study
The center of Amman (Downtown) is one of the most marvelous sites in Jordan as it represents a wide range of heritage through time and space. However, the Downtown suffers from severe disorders in terms of negative urban development due to the cross cutting cultures between the past and present. Despite of its historical and cultural richness, several factors affected the architectural uniformi...
متن کاملThe Impact of Gender Inequality in Education on Females’ Labor Force Participation: A Case of Some Cities of Pakistan
The purpose of this study was to estimate the effect of gender inequality in education on females’ labor force participation in 14 major cities (rapidly urbanizing areas) of Pakistan after taking into account the socio-economic indicators like the marital status of female, the gender of the head of household, physical facilities, the median income of the household, etc. Data were gathered from ...
متن کاملRecognizing the Role of Idea and Concept in Understanding and Creation in Architecture Relying on the "Four Causes"
Today, the increasing realities that have occupied architects in other fields related to architecture, have caused the designerchr('39')s attention to deviate from the theoretical thinking that was considered at the beginning of the design process. Architectural software has expanded the visual dimensions of the human mind and created the conditions for the designerchr('39')s thinking to be lim...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/1311.0805 شماره
صفحات -
تاریخ انتشار 2013