A Text-based Approach For Link Prediction on Wikipedia Articles

This paper present our work in the DSAA 2023 Challenge about Link Prediction for Wikipedia Articles. We use traditional machine learning models with POS tags (part-of-speech tags) features extracted from text to train the classification model for predicting whether two nodes has the link. Then, we use these tags to test on various machine learning models. We obtained the results by F1 score at 0.99999 and got 7th place in the competition. Our source code is publicly available at this link: https://github.com/Tam1032/DSAA2023-Challenge-Link-prediction-DS-UIT_SATComment: Accepted by DSAA 2023 Conference in the DSAA Student Competition Sectio

Serendipity

Serendipity is defined as the ability to recognize and evaluate unexpected information and generate unintended value from it. The concept has been discussed for centuries. Still, it has only caught the attention of academia quite recently due to its strategic advantage in all aspects of life, such as daily life activities, science and technology, business and entrepreneurship, politics and economics, education administration, career choice and development, etc

Ecomindsponge theory: positioning humans in the ecosphere

We propose the theory of ecomindsponge to focus on examining the human information processing system in relation to the Earth’s ecosphere. This can help in the quest of knowing where we stand in this Universe and the basic mechanisms of how we interact with the natural environment

Suicidal ideation mechanism

Suicidal ideation mechanism is the psychological process of how thoughts of killing oneself emerge and persist in the mind. From the Mindsponge-based suicidal ideation mechanism perspective, there are two conditions for suicidal ideation to happen: (1) the existence of accessible suicide-related information in the environment, and (2) the subjective perception that suicide being a beneficial option. Psychosocial factors (e.g. social connectedness or burdensomeness) can affect these two conditions and, in turn, influence the probability of suicidal ideation

Serendipity

Serendipity is defined as an ability to notice, evaluate, and take advantage of unexpected information for survival purposes (both natural and social). The concept has been discussed for centuries. Still, it has only caught the attention of academia quite recently due to its strategic advantage in all aspects of life, such as daily life activities, science and technology, business and entrepreneurship, politics and economics, education administration, career choice and development, etc

Data Driven Customer Segmentation for Vietnamese SMEs in Big Data Era

Almost Vietnamese big businesses often use outsourcing services to do marketing researches such as analysing and evaluating consumer intention and behaviour, customers’ satisfaction, customers’ loyalty, market share, market segmentation and some similar marketing studies. One of the most favourite marketing research business in Vietnam is ACNielsen and Vietnam big businesses usually plan and adjust marketing activities based on ACNielsen’s report. Belong to the limitation of budget, Vietnamese small and medium enterprises (SMEs) often do marketing researches by themselves. Among the marketing researches activities in SMEs, customer segmentation is conducted by tools such as Excel, Facebook analytics or only by simple design thinking approach to help save costs. However, these tools are no longer suitable for the age of data information explosion today. This article uses case analysing of the United Kingdom online retailer through clustering algorithm on R package. The result proves clustering method’s superiority in customer segmentation compared to the traditional method (SPSS, Excel, Facebook analytics, design thinking) which Vietnamese SMEs are using. More important, this article helps Vietnamese SMEs understand and apply clustering algorithm on R in customer segmenting on their given data set efficiently. On that basis, Vietnamese SMEs can plan marketing programs and drive their actions as contextualizing and/or personalizing their message to their customers suitabl

Information particle

We propose an approach of treating information as an intermediate (or medium). The intermediate can be thought of as an information particle. That particle has three main properties

The Difficulty and Significance of Using Subjective Interpretation in Conjunction with Bayesian Network Analysis in Arts and Cultures

Art and Culture are very important aspects of humanity. However, due to their abstract nature, attempts to quantify the value of such fields have been the challenges for the scientific community. Recently, a new work of Vuong et al. (2019) presents an approach that sheds light on the possibility of applying Bayesian networks analysis to clarify the connection between architecture, for example, the design of the house façade and cultural evolution in Vietnamese city in the early 20th century

Data frauds, health risks, and the growing question of ethics during the COVID-19 pandemic

In this essay, we advocate that the issue of health data ethics should no longer be considered on the level of individual scientists or research labs, but rather as a problem involving all stakeholders, from publishers, funders, ethical committees to governments, for the sake of research integrity