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Causal inference from observational data is the goal of many data analyses in the health and social sciences. However, academic statistics has often frowned upon data analyses with a causal objective. The introduction of the term "data…

Machine Learning · Statistics 2019-04-11 Miguel A. Hernán , John Hsu , Brian Healy

We consider a problem of data integration. Consider determining which genes affect a disease. The genes, which we call predictor objects, can be measured in different experiments on the same individual. We address the question of finding…

Machine Learning · Statistics 2016-10-04 Xin Gao , Raymond J. Carroll

From a computational viewpoint, emotions continue to be intriguingly hard to understand. In research, direct, real-time inspection in realistic settings is not possible. Discrete, indirect, post-hoc recordings are therefore the norm. As a…

Human-Computer Interaction · Computer Science 2018-12-10 Karan Sharma , Claudio Castellini , Egon L. van den Broek , Alin Albu-Schaeffer , Friedhelm Schwenker

While data science has emerged as a contentious new scientific field, enormous debates and discussions have been made on it why we need data science and what makes it as a science. In reviewing hundreds of pieces of literature which include…

Computers and Society · Computer Science 2020-07-01 Longbing Cao

Online and in the real world, communities are bonded together by emotional consensus around core issues. Emotional responses to scientific findings often play a pivotal role in these core issues. When there is too much diversity of opinion…

Social and Information Networks · Computer Science 2020-01-07 Cole Freeman , Hamed Alhoori , Murtuza Shahzad

Privacy is dynamic, sensitive, and contextual, much like our emotions. Previous studies have explored the interplay between privacy and context, privacy and emotion, and emotion and context. However, there remains a significant gap in…

Computers and Society · Computer Science 2024-09-19 Elham Naghizade , Kaixin Ji , Benjamin Tag , Flora Salim

Food is central to life. Food provides us with energy and foundational building blocks for our body and is also a major source of joy and new experiences. A significant part of the overall economy is related to food. Food science,…

Multimedia · Computer Science 2020-09-01 Ali Rostami , Vaibhav Pandey , Nitish Nag , Vesper Wang , Ramesh Jain

The emergence of "big data" offers unprecedented opportunities for not only accelerating scientific advances but also enabling new modes of discovery. Scientific progress in many disciplines is increasingly enabled by our ability to examine…

Computers and Society · Computer Science 2017-07-03 Vasant G. Honavar , Mark D. Hill , Katherine Yelick

Social science concerns issues on individuals, relationships, and the whole society. The complexity of research topics in social science makes it the amalgamation of multiple disciplines, such as economics, political science, and sociology,…

Social and Information Networks · Computer Science 2020-08-31 Jun Zhang , Wei Wang , Feng Xia , Yu-Ru Lin , Hanghang Tong

Emotional concepts play a huge role in our daily life since they take part into many cognitive processes: from the perception of the environment around us to different learning processes and natural communication. Social robots need to…

Neural and Evolutionary Computing · Computer Science 2018-08-02 Pablo Barros , Emilia Barakova , Stefan Wermter

The information era is the time when information is not only largely generated, but also vastly processed in order to extract and generated more information. The complex nature of modern living is represented by the various kind of data.…

Computers and Society · Computer Science 2015-08-12 Hokky Situngkir

In systems biology, it is common to measure biochemical entities at different levels of the same biological system. One of the central problems for the data fusion of such data sets is the heterogeneity of the data. This thesis discusses…

Genomics · Quantitative Biology 2019-08-27 Yipeng Song

Simulations play a crucial role in the modern scientific process. Yet despite (or due to) this ubiquity, the Data Science community shares neither a comprehensive definition for a "high-quality" study nor a consolidated guide to designing…

Computation · Statistics 2025-05-16 Corrine F Elliott , James PC Duncan , Tiffany M Tang , Merle Behr , Karl Kumbier , Bin Yu

Working with complex data is one of the important updates to the 2014 ASA Curriculum Guidelines for Undergraduate Programs in Statistical Science. Infusing 'authentic data experiences' within courses allow students opportunities to learn…

Other Statistics · Statistics 2015-08-03 Scott D. Grimshaw

Past shared tasks on emotions use data with both overt expressions of emotions (I am so happy to see you!) as well as subtle expressions where the emotions have to be inferred, for instance from event descriptions. Further, most datasets do…

Computation and Language · Computer Science 2018-09-06 Roman Klinger , Orphée De Clercq , Saif M. Mohammad , Alexandra Balahur

Recent research in the enteric nervous system, sometimes called the second brain, has revealed potential of the digestive system in predicting emotion. Even though people regularly experience changes in their gastrointestinal (GI) tract…

Human-Computer Interaction · Computer Science 2018-09-14 Jelena Mladenović

In this paper we present results from recent experiments that suggest that chess players associate emotions to game situations and reactively use these associations to guide search for planning and problem solving. We describe the design of…

Human-Computer Interaction · Computer Science 2018-10-29 Thomas Guntz , James Crowley , Dominique Vaufreydaz , Raffaella Balzarini , Philippe Dessus

In this paper we argue that data science is a coherent and novel approach to empirical problems that, in its most general form, does not build understanding about phenomena. Within the new type of mathematization at work in data science,…

Other Statistics · Statistics 2021-03-31 Domenico Napoletani , Marco Panza , Daniele Struppa

People have the ability to make sensible assumptions about other people's emotional states by being sympathetic, and because of our common sense of knowledge and the ability to think visually. Over the years, much research has been done on…

Human-Computer Interaction · Computer Science 2021-06-30 Stuti Sehgal , Harsh Sharma , Akshat Anand

Given the growing ubiquity of emojis in language, there is a need for methods and resources that shed light on their meaning and communicative role. One conspicuous aspect of emojis is their use to convey affect in ways that may otherwise…

Computation and Language · Computer Science 2020-05-05 Abu Shoeb , Gerard de Melo