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Article
Open AccessA Framework to Maximize Group Fairness for Workers on Online Labor Platforms
As the number of online labor platforms and the diversity of jobs on these platforms increase, ensuring group fairness for workers needs to be the focus of job-matching services. Risk of discrimination against...
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Chapter
Optimizing Data Coverage and Significance in Multiple Hypothesis Testing on User Groups
We tackle the question of checking hypotheses on user data. In particular, we address the challenges that arise in the context of testing an input hypothesis on many data samples, in our case, user groups. Thi...
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Article
Real-world Patient Trajectory Prediction from Clinical Notes Using Artificial Neural Networks and UMLS-Based Extraction of Concepts
As more data is generated from medical attendances and as Artificial Neural Networks gain momentum in research and industry, computer-aided medical prognosis has become a promising technology. A common approac...
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Chapter and Conference Paper
Multi-Objective Recommendations and Promotions at TOTAL
In this paper, we revisit the semantics of recommendations and promotional offers using multi-objective optimization principles. We investigate two formulations of product recommendation that go beyond traditi...
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Chapter and Conference Paper
An Efficient Greedy Algorithm for Sequence Recommendation
Recommending a sequence of items that maximizes some objective func...
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Article
Open AccessEvolutionary Active Constrained Clustering for Obstructive Sleep Apnea Analysis
We introduce a novel interactive framework to handle both instance-level and temporal smoothness constraints for clustering large longitudinal data and for tracking the cluster evolutions over time. It consist...
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Reference Work Entry In depth
Social Media Analytics
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Reference Work Entry In depth
Structure Analytics in Social Media
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Reference Work Entry In depth
Text Analytics in Social Media
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Reference Work Entry In depth
Interactive Analytics in Social Media
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Reference Work Entry In depth
Temporal Analytics in Social Media
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Reference Work Entry In depth
Human Factors Modeling in Crowdsourcing
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Chapter and Conference Paper
Scalable Active Constrained Clustering for Temporal Data
In this paper, we introduce a novel interactive framework to handle both instance-level and temporal smoothness constraints for clustering large temporal data. It consists of a constrained clustering algorithm...
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Article
Colloquial region discovery for retail products: discovery and application
Consumer behavior is of quintessential importance to the retail industry. Purchase trends for retail products are often affected by consumer location. Region-specific purchase trends, such as the French love wine
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Living Reference Work Entry In depth
Social Media Analytics
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Living Reference Work Entry In depth
Text Analytics in Social Media
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Living Reference Work Entry In depth
Structure Analytics in Social Media
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Living Reference Work Entry In depth
Temporal Analytics in Social Media
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Living Reference Work Entry In depth
Interactive Analytics in Social Media
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Chapter and Conference Paper
Toward Interactive User Data Analytics
User data can be acquired from various domains. This data is characterized by a combination of demographics such as age and occupation and user actions such as rating a movie, reviewing a restaurant or buying ...