CBRm: Case based Reasoning Approach for Imputation of Medium Gaps

Abstract

This paper presents a new algorithm called CBRm for univariate time series imputation of medium-gaps inspired by the algorithm called Case Based Reasoning Imputation (CBRi) for short-gaps. The performance of the proposed algorithm is analyzed in meteorological time series corresponding to maximum temperatures; also it was compared with several similar techniques. Although the algorithm failed to overcome in some cases to other proposals regarding precision, the results achieved are encouraging considering that some weaknesses of other proposals with which it was compared were outperformed.

Authors and Affiliations

Anibal Flores, Hugo Tito, Carlos Silva

Keywords

Related Articles

Efficient Load Balancing in Cloud Computing using Multi-Layered Mamdani Fuzzy Inference Expert System

In this article, a new Multi-Layered mamdani fuzzy inference system (ML-MFIS) is propound for the Assessment of Efficient Load Balancing (ELB). The proposed ELB-ML-MFIS expert System can categorise the level of ELB in Cl...

Automatic Recognition of Medicinal Plants using Machine Learning Techniques

The proper identification of plant species has major benefits for a wide range of stakeholders ranging from forestry services, botanists, taxonomists, physicians, pharmaceutical laboratories, organisations fighting for e...

Ethernet Based Remote Monitoring And Control Of Temperature By Using Rabbit Processor

Networking is a major component of the processes and control instrumentation systems as the network’s architecture solves many of the Industrial automation problems. There is a great deal of benefits in the process of in...

Unifying Modeling Language-Merise Integration Approach for Software Design

Software design is the most crucial step in the software development process that is why it must be given a good care. Software designers must go through many modeling steps to end up with a good design that will allow f...

Empirical Evaluation of Modified Agile Models

Empirical evaluation is one of the widely accepted validation method in the domain of software engineering which investigates the proposed technique via practical experience and reflects its benefits and limitations. Due...

Download PDF file
  • EP ID EP645851
  • DOI 10.14569/IJACSA.2019.0100949
  • Views 93
  • Downloads 0

How To Cite

Anibal Flores, Hugo Tito, Carlos Silva (2019). CBRm: Case based Reasoning Approach for Imputation of Medium Gaps. International Journal of Advanced Computer Science & Applications, 10(9), 376-382. https://europub.co.uk/articles/-A-645851