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The paper aims to develop a particle matter (PM_2.5) prediction model for open-plan office space using a variety of data sources. Monitoring of PM_2.5 levels is not widely applied in indoor settings. Many reliable methods of monitoring PM_2.5 require either time-consuming or expensive equipment, thus making PM_2.5 monitoring impractical for many settings. The goal of this paper is to identify possible low-cost, low-effort data sources that building managers can use in combination with machine learning (ML) models to approximate the performance of much more costly monitoring devices.

This study identified a variety of data sources, including freely available, public data, data from low-cost sensors and data from expensive, high-quality sensors. This study examined a variety of neural network architectures, including traditional artificial neural networks, generalized recurrent neural networks and long short-term memory neural networks as candidates for the prediction model. The authors trained the selected predictive model using this data and identified data sources that can be cheaply combined to approximate more expensive data sources.

The paper identified combinations of free data sources such as building damper percentages and weather data and low-cost sensors such as Wi-Fi-based occupancy estimator or a Plantower PMS7003 sensor that perform nearly as well as predictions made based on nephelometer data.

This work demonstrates that by combining low-cost sensors and ML, indoor PM_2.5 monitoring can be performed at a drastically reduced cost with minimal error compared to more traditional approaches.

Purpose – This chapter explores the use of music and celebrity endorsements in political campaigns of the United States. It focuses on two aspects: (1) the legality of a political campaign’s use of music at rallies and in advertisements without authorization from the owner of the musical work and (2) a review of the literature on the potential effect of the use of music in political campaigns on voter behavior.

Design/methodology/approach – A brief history of the use of music in political campaigns precedes an examination of the expansion of copyright law protection for music and the legal claims musicians may raise against the unauthorized use of music by political campaigns. The chapter then reviews the potential effect of political campaigns’ use of music and celebrity endorsements on voter behavior.

Findings – A musician’s primary legal protection falls under copyright law, but the courts disagree on whether the unauthorized use of music at political rallies and in political campaign advertisements results in copyright infringement. Social research suggests music and celebrity endorsements affect voter behavior with a likely greater effect on first-time voters.

Originality/value of chapter – This chapter introduces the complicated application of copyright law to the unauthorized use of musical works by political campaigns. Additionally, it notes the limited research on the effect of music and celebrity endorsements on voter behavior even as political campaigns increasingly target niche demographics with specific music selections to motivate voters to vote.

The paper focuses on the question of the extent to which individual preference-based values are suitable in guiding environmental policy and damage assessment decisions. Three criteria for “suitableness” are reviewed: conceptual, moral and legal. Their discussion suggests that: (i) the concept of economic value as applied to environmental resources is a meaningful concept based on the notion of trade-off; (ii) the limitations of the moral foundations of cost-benefit analysis do not invalidate its use as a procedure for guiding environmental decision making; (iii) the input of individual preferences into damage assessment is compatible with the basic foundations of tort law; (iv) using individual preference-based methods provides incentives for efficient levels of due care; (v) determining standing is still very contentious for various categories of users as well as for aggregating non-use values. Overall, the discussion suggests that the use of preference-based approaches in both the policy and legal arenas is warranted provided that they are accurately applied, their limitations are openly acknowledged and they assume an information-providing rather than a determinative role.

Purpose: As biomedicine grants technology and quantification privileged roles in our cultural constructions of health, media and technology play an increasingly important role in mediating our everyday experiences of our bodies and may contribute to the reproduction of gendered norms.

Design: This study draws from a broad variety of disciplines to contextualize and interpret contemporary trends in self-quantification, focusing on metrics for health and fitness. I will also draw from psychology and feminist scholarship on objectification and body-surveillance.

Findings: I interpret body-tracking tools as biomedical technologies of self-surveillance that facilitate and encourage control of human bodies, while solidifying demands for standardization around neoliberal values of enhancement and optimization. I also argue that body-tracking devices reinforce and normalize the scrutiny of human bodies in ways that may reproduce and advance longstanding gender disparities in detriment of women.

Implications: A responsible conceptualization, design, implementation, and usage of health-tracking technologies requires us to recognize and better understand how technologies with widely touted benefits also have the potential to reinforce and extend inequalities, alter subjective experiences and produce damaging outcomes, especially among certain groups. I conclude by proposing some alternatives for devising technologies or encouraging practices that are sensitive to these differences and acknowledge the validity of alternative values.

This paper explores four works of contemporary fiction to illuminate formal and informal regulation of sex. The paper’s co-authors frame analysis with the story of their creation of a transdisciplinary course, entitled “Regulating Sex: Historical and Cultural Encounters,” in which students mined literature for social critique, became immersed in the study of law and its limits, and developed increased sensitivity to power, its uses, and abuses. The paper demonstrates the value theoretically and pedagogically of third-wave feminisms, wild zones, and contact zones as analytic constructs and contends that including sex and sexualities in conversations transforms personal experience, education, society, and culture, including law.

Acknowledges that the effect of displayed inventory on retail sales is widely recognized in the logistics, marketing and operations management literature and has been empirically verified. However, neither the marketing literature (shelf‐space allocation models) nor the operations management literature (inventory control models) has appropriately modeled this effect. The displayed‐inventory news‐vendor problem is developed and analyzed, utilizing a simple model to illustrate the interdependencies between the inventory and space‐allocation decisions. The model is then extended to the multi‐item case, which can be incorporated as part of a comprehensive shelf‐management system.

A concept of “prescripts” has been developed for those firms that apparently have shown an ability to extract, codify, and package knowledge in a manner that can be used both by themselves and others. This paper considers the prescript concept in terms of project management activity. Because projects and project management are important and apparently becoming more so, the activities of a firm such as Boeing are of interest. Their success turns not only on the ability to manage projects themselves, but also on instituting that discipline on their associates — the implication of an active prescript. This ability is discussed in terms of the company's present competitive position.

During 1994, Pierian Press began experimenting with the integration of the concepts and respective strengths of both Standard Generalized Markup Language (SGML) and MARC. These experiments were driven by pragmatism and self‐interest. Pierian Press publishes classified, analytical bibliographies—classical knowledge constructs—which the press and its authors would like to make available for loading on local library systems so that they can function as “maps” unto that subset of literature the respective bibliographies encompass.

Dyadic multi-dimensionality informs the variation that exists within and between network ties and suggests that ties are not all the same and not all equally strategic. This chapter presents a model of dyadic evolution grounded in dyadic multi-dimensionality and framed within actor-level, dyadic-level, endogenous, and exogenous contexts. These contexts generate both strategic catalysts that motivate network action and bounded agency that may constrain such network action. Assuming the need to navigate within bounded agency, the model highlights three strategic processes that demonstrate how dyadic multi-dimensionality underlies the evolution of strategic network ties.