Hair data model: A new data model for Spatio-Temporal data mining

Abstract

Abstract-Spatio-Temporal data is related to many of the issues around us such as satellite images, weather maps, transportation systems and so on. Furthermore, this information is commonly not static and can change over the time. Therefore the nature of this kind of data are huge, analysing data is a complex task. This research aims to propose an intermediate data model that can represented suitable for Spatio-Temporal data and performing data mining task easily while facing problem in frequently changing the data. In order to propose suitable data model, this research also investigate the analytical parameters, the structure and its specifications for Spatio-Temporal data. The concept of proposed data model is inspired from the nature of hair which has specific properties and its growth over the time. In order to have better looking and quality, the data is needed to maintain over the time such as combing, cutting, colouring, covering, cleaning etc. The proposed data model is represented by using mathematical model and later developed the data model tools. The data model is developed based on the existing relational and object-oriented models. This paper deals with the problems of available SpatioTemporal data models for utilizing data mining technology and defines a new model based on analytical attributes and functions.Keywords-hair data model; spatio-temporal data models; data warehouse model.

Image De-Noising By Fuzzy, DBMF and Bilateral Filters

“…They provided examples where it's possible to demonstrate how small or huge amounts of data, when understood from the real-world data mining perspective and the required data is properly integrated, can lead to novel knowledge discovery case studies.Cao, Longbing et al [4] summarized general frameworks, paradigms, and basic processes for multi-feature combined mining, multisource Bora, Shital P. [5] explore a few of the ad hoc methods generally used for Data Mining in the scientific community, including things like scientific visualization, and outline how a number of the recently developed products used in the industry. Madraky, Abbas et al [6] proposed an intermediate data model that could represented ideal for Spatio-Temporal data and performing data mining task easily while facing problem in frequently changing the data. To be able to propose suitable data model, this research also investigate the analytical parameters, the structure.…”

Hair-Oriented Data Model for Spatio-Temporal Data Mining

“…In these respects, we find that spatio-temporal properties and behavior have similarities with those of the structure of natural hair because each strand of hair is allocated to one particular position and it grows by producing new cells without removing previous cells. Moreover, the hair structure and its growth can be defined in a similar way to spatio-temporal data [28], [29].…”