Survey of Preference Elicitation Methods
نویسنده
چکیده
As people increasingly rely on interactive decision support systems to choose products and make decisions, building effective interfaces for these systems becomes more and more challenging due to the explosion of on-line information, the initial incomplete user preference and user’s cognitive and emotional limitations of information processing. How to accurately elicit user’s preference thereby becomes the main concern of current decision support systems. This paper is a survey of the typical preference elicitation methods proposed by related research works, starting from the traditional utility function elicitation and analytic hierarchy process methods, to computer aided elicitation approaches which include example critiquing, needs -oriented interaction, comparison matrix, CP-network, preferences clustering & matching and collaborative filtering.
منابع مشابه
Are Risk Preferences Stable? Comparing an Experimental Measure with a Validated Survey-Based Measure
We examine the stability of risk preference within subjects by comparing measures obtained from two elicitation methods, an economics experiment with real monetary rewards and a survey with questions on hypothetical gambles. The survey questions have been validated by numerous empirical studies of investment, insurance demand, smoking and alcohol use, and recent studies have shown the experimen...
متن کاملA Survey of Preference Elicitation
As more information becomes available to users, there is an increasing number of complex tasks that motivate the need for computer-assisted interaction, such as the exploration of a large multidimensional information space. In order to assist users with achieving their goals, computers need to accurately model the preferences of their users. Preference elicitation techniques attempt to collect ...
متن کاملPairwise comparison techniques for preference elicitation: using test-retest reliability as a quality indicator
This study aims at augmenting the profile distance method (PDM) with techniques that support the elicitation of a relative weight vector. Therefore, prominent methods from the field of preference elicitation and related research are investigated according to their task fitness. Preference elicitation is widely regarded as one integral part of decision support. It has found broad attention in mu...
متن کاملConsumer Preference Elicitation of Complex Products Using Fuzzy Support Vector Machine Active Learning
As technology advances, new products (e.g., digital cameras, computer tablets) have become increasingly more complex. Researchers often face considerable challenges in understanding consumers’ preferences for such products. The current research proposes an adaptive decompositional framework to elicit consumers’ preferences for complex products. The proposed method starts with a collaborative-fi...
متن کاملOn Measuring Time Preferences
We examine the predictive validity of two recent innovations to the experimental measurement of time preferences: the Convex Time Budget (CTB) and the Double Multiple Price List (DMPL). Using comparable experimental methods, the CTB and DMPL are implemented, corresponding parameters are estimated, and out-of-sample prediction is conducted for survey measures of patience and incentivized willing...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2004