Comments on the Proof of Adaptive Stochastic Set Cover Based on Adaptive Submodularity and Its Implications for the Group Identification Problem in “Group-Based Active Query Selection for Rapid Diagnosis in Time-Critical Situations”

2017 ◽  
Vol 63 (11) ◽  
pp. 7612-7614 ◽  
Author(s):  
Feng Nan ◽  
Venkatesh Saligrama
Author(s):  
Yi Ren ◽  
Panos Y. Papalambros

Conjoint analysis from marketing has been successfully integrated with engineering analysis in design for market systems. The long questionnaires needed for conjoint analysis in relatively complex design decisions can become cumbersome to the human respondents. This paper presents an adaptive questionnaire generation strategy that uses active learning and allows incorporation of engineering knowledge in order to identify efficiently designs with high probability to be optimal. The strategy is based on viewing optimal design as a group identification problem. A running example demonstrates that a good estimation of consumer preference is not always necessary for finding the optimal design and that conjoint analysis could be configured more effectively for the specific purpose of design optimization. Extending the proposed method beyond a homogeneous preference model and noiseless user responses is also discussed.


Author(s):  
Victor Ginsburgh ◽  
Shlomo Weber

In this chapter we examine the notion of linguistic and other types of societal diversity that have become an important factor in evaluating economic, political and societal progress. While most of the existing research on the measurement of diversity has been focused either on the number and size of different groups, this approach fails to take into account the degree of their distinctiveness. Thus, it is important to incorporate the notion of distances or dissimilarity between groups which should help resolving the difficult group identification problem. We discuss various ways of measuring similarity between groups, the wide range of fractionalization and polarization indices and their impact (positive or negative) on various economic and political outcomes. To mitigate the negative impact of linguistic fractionalization, societies has often chosen to standardize by reducing the number of official languages. The numerous examples of such standardization policies (in the Russian Empire, India, Sri Lanka, among many others, including the European Union) lead to the feeling of disenfranchisement experienced by some population groups, and often end up failing. The search for a compromise between efficiency and the sentiment of being disenfranchised represents a serious challenge for any multi-lingual country or union; we examine this problem in the context of the European Union for which good data are available.


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