scholarly journals Preference-Aware Task Assignment in On-Demand Taxi Dispatching: An Online Stable Matching Approach

Author(s):  
Boming Zhao ◽  
Pan Xu ◽  
Yexuan Shi ◽  
Yongxin Tong ◽  
Zimu Zhou ◽  
...  

A central issue in on-demand taxi dispatching platforms is task assignment, which designs matching policies among dynamically arrived drivers (workers) and passengers (tasks). Previous matching policies maximize the profit of the platform without considering the preferences of workers and tasks (e.g., workers may prefer high-rewarding tasks while tasks may prefer nearby workers). Such ignorance of preferences impairs user experience and will decrease the profit of the platform in the long run. To address this problem, we propose preference-aware task assignment using online stable matching. Specifically, we define a new model, Online Stable Matching under Known Identical Independent Distributions (OSM-KIID). It not only maximizes the expected total profits (OBJ-1), but also tries to satisfy the preferences among workers and tasks by minimizing the expected total number of blocking pairs (OBJ-2). The model also features a practical arrival assumption validated on real-world dataset. Furthermore, we present a linear program based online algorithm LP-ALG, which achieves an online ratio of at least 1−1/e on OBJ-1 and has at most 0.6·|E| blocking pairs expectedly, where |E| is the total number of edges in the compatible graph. We also show that a natural Greedy can have an arbitrarily bad performance on OBJ-1 while maintaining around 0.5·|E| blocking pairs. Evaluations on both synthetic and real datasets confirm our theoretical analysis and demonstrate that LP-ALG strictly dominates all the baselines on both objectives when tasks notably outnumber workers.

2021 ◽  
Vol 12 ◽  
Author(s):  
Joffrey Fuhrer ◽  
Florian Cova ◽  
Nicolas Gauvrit ◽  
Sebastian Dieguez

Some people publicly pretend to be experts while not being ones. They are pseudoexperts, and their presence seems to be ubiquitous in the current cultural landscape. This manuscript explores the nature and mechanisms of pseudoexpertise. We first provide a conceptual analysis of pseudoexperts based on prototypical cases of pseudoexpertise and recent philosophical work on the concept of expertise. This allows us to propose a definition that captures real-world cases of pseudoexpertise, distinguishes it from related but different concepts such as pseudoscience, and highlights what is wrong with pseudoexpertise. Next, based on this conceptual analysis, we propose a framework for further research on pseudoexpertise, built on relevant empirical and theoretical approaches to cultural cognition. We provide exploratory answers to three questions: why is there pseudoexpertise at all; how can pseudoexperts be successful despite not being experts; and what becomes of pseudoexperts in the long run. Together, these conceptual and theoretical approaches to pseudoexpertise draw a preliminary framework from which to approach the very troubling problem posed by persons usurping the capacities and reputations of genuine experts.


Author(s):  
Meghan Murray ◽  
Marian Chapman Moore

This case is used in Darden’s “Digital Marketing” course elective. It explores the experience of a niche search firm whose founder attributed her ability to open her recruiting firm to LinkedIn and the new model of recruiting it created. LinkedIn Corporation had been one of the most successful companies in the digital media space, with more than 4,000 employees and a market capitalization of over $25.5 billion in August 2013. But few people knew how LinkedIn had grown and how it had become profitable. LinkedIn had multiple unique aspects to explore: its focus on professional--not simply personal--social interaction, the company’s B2B components, and also its marketing positioning from user experience to targeting and growth strategy.


Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 1132-1132
Author(s):  
Robert F. Sidonio ◽  
Angela C. Weyand ◽  
Dunlei Cheng ◽  
Crystal Watson

Background: Von Willebrand disease (VWD) is the most common inherited bleeding disorder in humans affecting up to 1% of the population, while symptomatic prevalence is likely closer to 0.1%. A deficiency of von Willebrand factor (VWF) can be quantitative (type 1 or type 3) or qualitative (type 2) and lead to a bleeding diathesis of variable intensity roughly correlating with functional activity. Diagnosis can be challenging due to variable penetrance and large influence of multiple pre-analytic variables and a wide testing coefficient of variation. Treatment for VWD is focused on replacement of defective or deficient VWF with a plasma-derived or recombinant VWF-containing product, release and elevation of endogenous stores of VWF with Desmopressin (DDAVP), or prevention of premature fibrinolysis with an antifibrinolytic, such as aminocaproic acid. Although there is relative consensus on the management of mild VWD, there is scarce literature about the optimal treatment of patients with severe disease, especially in regard to factor replacement. Real World evidence for the use of primary (prior to significant bleeding) or secondary (following development of significant bleeding) prophylaxis is lacking with the majority of studies relying heavily on retrospective data. Additionally, ongoing VWD prophylaxis studies typically only allow participants to enroll if they previously have not been on prophylaxis, limiting our ability to learn about this growing population of patients. Study Design and Methods: Approximately 1,900 VWD patients were identified in the ATHNdataset with a VWF:Ag or VWF:RCo of ≤ 30%, with ~170 of these on prophylaxis. This group, in addition to those VWD patients with clinically significant bleeding and ≤ 40% of normal VWF:Ag or VWF:RCo, provide a potential unmet opportunity to examine prophylaxis and treatment patterns. Furthermore, a standardized laboratory assessment (including a standardized diagnostic battery, genetic evaluation of VWF gene, and inhibitor testing) will provide significant enrichment of the ATHNdataset by fully characterizing patients that are highly likely to utilize factor concentrates. Inclusion criteria are patients with severe VWD defined as type 3 VWD, or VWF:RCo, VWF:GP1bM or VWF:Ag≤ 30%, patients with clinically severe VWD as defined by VWF:Rco, VWF:GP1bM or VWF:Ag ≤ 40% with severe bleeding phenotype requiring recurrent use of factor concentrates, and co-enrollment in the ATHNdataset. Patients with platelet-type or acquired VWD are excluded. The primary objective is to assess the safety of various VWF regimens for different indications (on-demand, surgery, and prophylaxis) in adult and pediatric patients with clinically severe VWD. Safety is measured by the number of reported events as defined by the European Haemophilia Safety Surveillance (EUHASS) program. Secondary objectives are to enrich and analyze data from clinically severe congenital VWD patients by collecting laboratory data; to establish sub-studies for patients who are treated with VWF products on demand or who have started on or switched to a particular VWF containing product; to evaluate the use of factor replacement as prophylaxis in a cohort of severe VWD participants over 6 month time periods; to describe bleeding events, changes in overall bleeding, and annualized bleed rate as measured by the International Society on Thrombosis and Haemostasis (ISTH) Bleeding Assessment Tool (BAT) and if applicable the Pictorial Bleed Assessment Chart (PBAC); and to describe real-world effectiveness of VWD treatment as measured by health care utilization and quality of life measures (PROMIS® and V-WIQ questionnaires). Descriptive statistics will be calculated to analyze the primary and secondary outcomes. For each categorical variable, its frequency and percentage will be reported. In terms of a continuous measurement, its mean, median, standard deviation, interquartile range, minimum, and maximum values will be disclosed. The study will attempt to enroll a target number of at least 50 participants who are receiving VONVENDI but will not mandate the use of VONVENDI. More study design details are outlined in Table 1. Disclosures Sidonio: Genetech: Membership on an entity's Board of Directors or advisory committees, Research Funding; Takeda-Shire: Membership on an entity's Board of Directors or advisory committees, Research Funding; Bioverativ: Membership on an entity's Board of Directors or advisory committees, Research Funding; Octapharma: Membership on an entity's Board of Directors or advisory committees, Research Funding; Grifols: Membership on an entity's Board of Directors or advisory committees, Research Funding; Biomarin: Membership on an entity's Board of Directors or advisory committees; Uniqure: Membership on an entity's Board of Directors or advisory committees; Novo Nordisk: Membership on an entity's Board of Directors or advisory committees; Kedrion: Research Funding.


2005 ◽  
Vol 15 (3) ◽  
pp. 403-430 ◽  
Author(s):  
VICTOR M. GULIAS ◽  
MIGUEL BARREIRO ◽  
JOSE L. FREIRE

In this paper, we present some experience of using the concurrent functional language Erlang to implement a distributed video-on-demand server. For performance reasons, the server is deployed in a cheap cluster made from off-the-shelf components. The demanding system requirements, in addition to the complex and ever-changing domain, suggested a highly flexible and scalable architecture as well as a quite sophisticated control software. Functional programming played a key role in the development, allowing us to identify functional abstractions throughout the system. Using these building blocks, large configurations can be defined using functional and process composition, reducing the effort spent on adapting the system to the frequent changes in requirements. The server evolved from a prototype that was the result of a project supported by a regional cable company, and it is currently being used to provide services for real-world users. Despite our initial concerns, efficiency has not been a major issue.


Bioanalysis ◽  
2021 ◽  
Author(s):  
Scott Davis ◽  
Joel Usansky ◽  
Shibani Mitra-Kaushik ◽  
John Kellie ◽  
Kimberly Honrine ◽  
...  

Challenges for data storage during drug development have become increasingly complex as the pharmaceutical industry expands in an environment that requires on-demand availability of data and resources for users across the globe. While the efficiency and relative low cost of cloud services have become increasingly attractive, hesitancy toward the use of cloud services has decreased and there has been a significant shift toward real-world implementation. Within GxP laboratories, the considerations for cloud storage of data include data integrity and security, as well as access control and usage for users around the globe. In this review, challenges and considerations when using cloud storage options for the storage of laboratory-based GxP data are discussed and best practices are defined.


Sign in / Sign up

Export Citation Format

Share Document