Welcome to the InfoSci Platform
Reference Hub1
Chemometrics: From Data Preprocessing to Fog Computing

Chemometrics: From Data Preprocessing to Fog Computing

Gerard G. Dumancas, Ghalib Bello, Jeff Hughes, Renita Murimi, Lakshmi Viswanath, Casey O. Orndorff, Glenda Fe G. Dumancas, Jacy O'Dell, Prakash Ghimire, Catherine Setijadi
Copyright: © 2019 |Volume: 2 |Issue: 1 |Pages: 42
ISSN: 2572-4908|EISSN: 2572-4894|EISBN13: 9781522568902|DOI: 10.4018/IJFC.2019010101
Cite Article Cite Article

MLA

Dumancas, Gerard G., et al. "Chemometrics: From Data Preprocessing to Fog Computing." IJFC vol.2, no.1 2019: pp.1-42. http://doi.org/10.4018/IJFC.2019010101

APA

Dumancas, G. G., Bello, G., Hughes, J., Murimi, R., Viswanath, L., Orndorff, C. O., Dumancas, G. F., O'Dell, J., Ghimire, P., & Setijadi, C. (2019). Chemometrics: From Data Preprocessing to Fog Computing. International Journal of Fog Computing (IJFC), 2(1), 1-42. http://doi.org/10.4018/IJFC.2019010101

Chicago

Dumancas, Gerard G., et al. "Chemometrics: From Data Preprocessing to Fog Computing," International Journal of Fog Computing (IJFC) 2, no.1: 1-42. http://doi.org/10.4018/IJFC.2019010101

Export Reference

Mendeley
Favorite Full-Issue Download

Abstract

The accumulation of data from various instrumental analytical instruments has paved a way for the application of chemometrics. Challenges, however, exist in processing, analyzing, visualizing, and storing these data. Chemometrics is a relatively young area of analytical chemistry that involves the use of statistics and computer applications in chemistry. This article will discuss various computational and storage tools of big data analytics within the context of analytical chemistry with examples, applications, and usage details in relation to fog computing. The future of fog computing in chemometrics will also be discussed. The article will dedicate particular emphasis to preprocessing techniques, statistical and machine learning methodology for data mining and analysis, tools for big data visualization, and state-of-the-art applications for data storage using fog computing.

Request Access

You do not own this content. Please login to recommend this title to your institution's librarian or purchase it from the IGI Global bookstore.