DATA ANALYTICS 2020, The Ninth International Conference on Data Analytics

Type: conference

Notes: IARIA Conference.

Editors:
Manuela Popescu, IARIA, EU/USA
Arianna Agosto, Post-doctoral Researcher, Department of Economics and Management, University of Pavia, Italy
Paolo Giudici, Professor of Statistics, FinTech laboratory, University of Pavia, Italy
Les Sztandera, Thomas Jefferson University, USA

ISSN: 2308-4464

ISBN: 978-1-61208-816-7

Location: Nice, France

Dates: from October 25, 2020 to October 29, 2020

Articles: there are 15 articles

A New Proposal to Improve Credit Scoring Model Predictive Accuracy
Arianna Agosto, Paolo Giudici, and Emanuela Raffinetti
keywords: Machine Learning models; Artificial Intelligence based systems; Predictive accuracy; Credit Scoring models.

Seasonality Modeling Through LSTM Network in Inflation-Indexed Swaps
Pier Giuseppe Giribone
keywords: Inflation-Indexed Swap (IIS); Year-on-Year Inflation-Indexed Swap (YYIIS); Zero-Coupon Inflation-Indexed Swap (ZCIIS); Seasonality model; CPI bootstrap; Machine Learning (ML); Deep Learning; Long Short-Term Memory (LSTM) Network

Breast Cancer Dataset Analytics
Kevin Diami and Noha Hazzazi
keywords: Classification; Breast Cancer; Neural Networks; Support Vector Machines; Random Forest; Python; Weka

A Data-Driven Approach for Eye Disease Classification in Relation to Demographic and Weather Factors Using Computational Intelligence Software
Amna Alalawi, Les Sztandera, Parth Lalakia, Anthony Vipin Das, and Gumpili Prashanthi
keywords: big data; ophthalmology; ocular diseases; artificial intelligence.

Comparing Variable Importance in Prediction of Silence Behaviours Between Random Forest and Conditional Inference Forest Models.
Stephen Barrett, Geraldine Gray, Colm McGuinness, and Michael Knoll
keywords: Random Forest; Variable Importance; Bias; PDP; Survey Data; Culture; GLOBE; Organisational Silence.

Detecting Users from Website Sessions: A Simulation Study
Corné de Ruijt and Sandjai Bhulai
keywords: Click models; Session clustering; HDBSCAN*

Online Feature Selection for Semantic Image Segmentation
Rishav Rajendra, Chris J. Michael, Elias Ioup, Md Tamjidul Hoque, and Mahdi Abdelguerfi
keywords: machine learning; semantic segmentation; streaming images; feature selection

DCGAN-Based Data Augmentation for Enhanced Performance of Convolution Neural Networks
Christian Reser and Christoph Reich
keywords: Convolutional Generative Adversarial Network; Steel Surface Damage; Augmentation; Image Classification; Neural Network; Industry 4.0

Big Data Monetization: Discoveries from a Systematic Literature Review
Domingos S. M. P. Monteiro, Luciano de A. Monteiro, Felipe S. Ferraz, and Silvio R. L. Meira
keywords: Big Data; Big Data Monetization; Analytical Techniques; Artificial Intelligence; Systematic Literature Reviews; Digital Assets.

Hotel Quality Evaluation from Online Reviews Using Fuzzy Pattern Matching and Fuzzy Cognitive Maps
Alexandros Bousdekis, Dimitris Kardaras, and Stavroula Barbounaki
keywords: e-tourism; data analytics; machine learning; tourism management; service quality

Gendered Data in Falls Prediction Using Machine Learning
Leeanne Lindsay, Sonya Coleman, Dermot Kerr, Brian Taylor, and Anne Moorhead
keywords: machine learning; male; female; falls; prediction

Technical Indicators for Hourly Energy Market Trading
Catherine McHugh, Sonya Coleman, and Dermot Kerr
keywords: Hourly Forecasting; Machine Learning; Technical Indicators; Energy Market.

A Comprehensive Study of Recent Metadata Models for Data Lake
Redha Benaissa, Omar Boussaid, Aicha Mokhtari, and Farid Benhammadi
keywords: Metadata; Metadata models; Data Lakes; Big Data.

An Intelligent Recommender System for E-learning Process Personalization: A Case Study in Maritime Education
Stefanos Karnavas, Alexandros Bousdekis, Stavroula Barbounaki, and Dimitris Kardaras
keywords: learning profiles; learning styles; higher education; k-means clustering, Bayesian network; classification

Hybrid Transactional and Analytical Processing Databases: A Systematic Literature Review
Daniel Hieber and Gregor Grambow
keywords: Hybrid Transactional Analytical Processing; HTAP; Database; Literature Study; OLxP