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One of the most important problems in modern finance is finding efficient ways to summarize and visualize the stock market data to give individuals or institutions useful information about the market behavior for investment decisions. The…

Databases · Computer Science 2013-11-01 Radhakrishnan B , Shineraj G , Anver Muhammed K. M

Over the last several years, the computation landscape for conducting data analytics has completely changed. While in the past, a lot of the activities have been undertaken in isolation by companies, and research institutions, today's…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-27 Gregor von Laszewski , Wo Chang , Russell Reinsch , Olivera Kotevska , Ali Karimi , Abdul Rahman Sattar , Garry Mazzaferro , Geoffrey C. Fox

Software analytics has been the subject of considerable recent attention but is yet to receive significant industry traction. One of the key reasons is that software practitioners are reluctant to trust predictions produced by the analytics…

Software Engineering · Computer Science 2018-02-05 Hoa Khanh Dam , Truyen Tran , Aditya Ghose

Objective This study is part of a series of initiatives at a UK university designed to cultivate a deep understanding of students' perspectives on analytics that resonate with their unique learning needs. It explores collaborative data…

Computers and Society · Computer Science 2025-02-18 Raghda Zahran , Jianfei Xu , Huizhi Liang , Matthew Forshaw

We increasingly live in a data-driven world, with diverse kinds of data distributed across many locations. In some cases, the datasets are collected from multiple locations, such as sensors (e.g., mobile phones and street cameras) spread…

Computers and Society · Computer Science 2020-06-19 Rachit Agarwal , Jen Rexford , with contributions from numerous workshop attendees

Many empirical networks originate from correlational data, arising in domains as diverse as psychology, neuroscience, genomics, microbiology, finance, and climate science. Specialized algorithms and theory have been developed in different…

Physics and Society · Physics 2025-07-15 Naoki Masuda , Zachary M. Boyd , Diego Garlaschelli , Peter J. Mucha

Data scientists and statisticians are often at odds when determining the best approach, machine learning or statistical modeling, to solve an analytics challenge. However, machine learning and statistical modeling are more cousins than…

Machine Learning · Computer Science 2022-01-10 Michele Bennett , Karin Hayes , Ewa J. Kleczyk , Rajesh Mehta

The field of data science currently enjoys a broad definition that includes a wide array of activities which borrow from many other established fields of study. Having such a vague characterization of a field in the early stages might be…

Other Statistics · Statistics 2021-05-14 Roger D. Peng , Hilary S. Parker

Software analytics (SA) is frequently proposed as a tool to support practitioners in software engineering (SE) tasks. We have observed that several secondary studies on SA have been published. Some of these studies have overlapping aims and…

Software Engineering · Computer Science 2025-09-18 Muhammad Laiq , Nauman bin Ali , Jürgen Börstler , Emelie Engström

Analysis and prediction of network traffic has applications in wide comprehensive set of areas and has newly attracted significant number of studies. Different kinds of experiments are conducted and summarized to identify various problems…

Networking and Internet Architecture · Computer Science 2015-07-28 Manish Joshi , Theyazn Hassn Hadi

Context: Success with agile methods in the small scale has led to an increasing adoption also in large development undertakings and organizations. Recent years have also seen an increasing amount of primary research on the topic, as well as…

Software Engineering · Computer Science 2022-08-05 Oemer Uludag , Pascal Philipp , Abheeshta Putta , Maria Paasivaara , Casper Lassenius , Florian Matthes

The purpose of this research is to develop a model that would close the gap between marketing plans and strategies from one side and the advanced online collaboration applications platforms known as WEB 2.0 in order to implement marketing…

Other Computer Science · Computer Science 2013-08-23 Abdulrahman Aldhaheri , Christian Bach

Successful analytics solutions that provide valuable insights often hinge on the connection of various data sources. While it is often feasible to generate larger data pools within organizations, the application of analytics within…

Machine Learning · Computer Science 2023-03-29 Robin Hirt , Niklas Kühl , Dominik Martin , Gerhard Satzger

Learning Analytics is an emerging field in the vast areas of Educational Technology and Technology Enhanced Learning (TEL). It provides tools and techniques that offer researchers the ability to analyze, study, and benchmark institutions,…

Computers and Society · Computer Science 2016-06-14 Mohammad Khalil , Behnam Taraghi , Martin Ebner

This article gives an integrative review of research using projective methods in the consumer research domain. We give a general historical overview of the use of projective methods, both in psychology and in consumer research applications,…

Methodology · Statistics 2024-09-13 Stephen L. France

Different sectors have sought to take advantage of opportunities to invest in big data analytics and Natural language processing, in order to improve their productivity and competitiveness. Current challenges facing the higher education…

Computers and Society · Computer Science 2018-01-19 Amal S. Alblawi

Many problems in industry --- and in the social, natural, information, and medical sciences --- involve discrete data and benefit from approaches from subjects such as network science, information theory, optimization, probability, and…

Social and Information Networks · Computer Science 2018-08-08 Mason A. Porter , Sam D. Howison

The new age of digital growth has marked all fields. This technological evolution has impacted data flows which have witnessed a rapid expansion over the last decade that makes the data traditional processing unable to catch up with the…

Databases · Computer Science 2024-04-22 Rania Mkhinini Gahar , Olfa Arfaoui , Minyar Sassi Hidri

This article provides a brief overview of statistical network analysis, a rapidly evolving field of statistics, which encompasses statistical models, algorithms, and inferential methods for analyzing data in the form of networks. Particular…

Methodology · Statistics 2023-11-02 Srijan Sengupta

Analytics corresponds to a relevant and challenging phase of Big Data. The generation of knowledge from extensive data sets (petabyte era) of varying types, occurring at a speed able to serve decision makers, is practiced using multiple…

Software Engineering · Computer Science 2022-03-15 Rogerio Rossi , Kechi Hirama