A Survey on Trajectory Data Management, Analytics, and Learning
نویسندگان
چکیده
Recent advances in sensor and mobile devices have enabled an unprecedented increase the availability collection of urban trajectory data, thus increasing demand for more efficient ways to manage analyze data being produced. In this survey, we comprehensively review recent research trends management, ranging from pre-processing, storage, common analytic tools, such as querying spatial-only spatial-textual clustering. We also explore four closely related analytical tasks commonly used with interactive or real-time processing. Deep learning is reviewed first time. Finally, outline essential qualities that a management system should possess maximize flexibility.
منابع مشابه
Learning Analytics: A Survey
Learning analytics is a research topic that is gaining increasing popularity in recent time. It analyzes the learning data available in order to make aware or improvise the process itself and/or the outcome such as student performance. In this survey paper, we look at the recent research work that has been conducted around learning analytics, framework and integrated models, and application of ...
متن کاملa head parameter survey on mazandarani dialect and its effect(s) on learning english from ca perspective (on the basis of x-bar syntax)1
there has been a gradual shift of focus from the study of rule systems, which have increasingly been regarded as impoverished, … to the study of systems of principles, which appear to occupy a much more central position in determining the character and variety of possible human languages. there is a set of absolute universals, notions and principles existing in ug which do not vary from one ...
15 صفحه اولVistradas: Visual Analytics for Urban Trajectory Data
In the past few years a growing number of cities have started monitoring the position of public transportation vehicles using GPS devices. Most of these trajectory data are released in raw format and usually have issues, such as measurement errors. Providing insights from these valuable (and noisy) data is a major challenge in larger cities. In this paper we present a system, called Vistradas, ...
متن کاملA Survey on Machine Learning Approaches to Social Media Analytics
Social networks have greatly influenced the usage pattern of Internet by common man. It has paved way for the great proliferation of Internet into the life of even the ordinary people. Such an exponential rise in the use of the world wide web due to social networks started to fetch huge volume of data across diverse domains in short period of time. These characteristics by which the huge amount...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: ACM Computing Surveys
سال: 2021
ISSN: ['0360-0300', '1557-7341']
DOI: https://doi.org/10.1145/3440207