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相关论文: Predicting Customer Satisfaction by Replicating th…

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For an interactive agent, such as task-oriented spoken dialog systems or chatbots, measuring and adapting to Customer Satisfaction (CSAT) is critical in order to understand user perception of an agent's behavior and increase user engagement…

音频与语音处理 · 电气工程与系统科学 2020-08-31 Yelin Kim , Joshua Levy , Yang Liu

Predicting user satisfaction in conversational systems has become critical, as spoken conversational assistants operate in increasingly complex domains. Online satisfaction prediction (i.e., predicting satisfaction of the user with the…

人机交互 · 计算机科学 2020-06-04 Jason Ingyu Choi , Ali Ahmadvand , Eugene Agichtein

Customer experience plays a critical role for a profitable organisation or company. A satisfied customer for a company corresponds to higher rates of customer retention, and better representation in the market. One way to improve customer…

机器学习 · 计算机科学 2023-05-26 S. Filippou , A. Tsiartas , P. Hadjineophytou , S. Christofides , K. Malialis , C. G. Panayiotou

For users to trust model predictions, they need to understand model outputs, particularly their confidence - calibration aims to adjust (calibrate) models' confidence to match expected accuracy. We argue that the traditional calibration…

计算与语言 · 计算机科学 2022-10-25 Chenglei Si , Chen Zhao , Sewon Min , Jordan Boyd-Graber

Companies survey their customers to measure their satisfaction levels with the company and its services. The received responses are crucial as they allow companies to assess their respective performances and find ways to make needed…

计量经济学 · 经济学 2020-10-27 Naftali Cohen , Simran Lamba , Prashant Reddy

Conformal prediction is a popular technique for constructing prediction intervals with distribution-free coverage guarantees. The coverage is marginal, meaning it only holds on average over the entire population but not necessarily for any…

统计方法学 · 统计学 2026-05-28 Yao Zhang , Emmanuel J. Candès

Customer ratings are valuable sources to understand their satisfaction and are critical for designing better customer experiences and recommendations. The majority of customers, however, do not respond to rating surveys, which makes the…

社会与信息网络 · 计算机科学 2018-03-12 Kunwoo Park , Meeyoung Cha , Eunhee Rhim

This paper proposes a general method to handle forecasts exposed to behavioural bias by finding appropriate outside views, in our case corporate sales forecasts of analysts. The idea is to find reference classes, i.e. peer groups, for each…

统计金融 · 定量金融 2022-11-17 Etienne Theising , Dominik Wied , Daniel Ziggel

This paper describes diff-SAT, an Answer Set and SAT solver which combines regular solving with the capability to use probabilistic clauses, facts and rules, and to sample an optimal world-view (multiset of satisfying Boolean variable…

人工智能 · 计算机科学 2021-01-05 Matthias Nickles

In many countries information on expectations collected through consumer confidence surveys are used in macroeconomic policy formulation. Unfortunately, before doing so, the consistency of responses is often not taken into account, leading…

综合金融 · 定量金融 2015-09-04 Sunil Kumar , Zakir Husain , Diganta Mukherjee

Turn-level user satisfaction is one of the most important performance metrics for conversational agents. It can be used to monitor the agent's performance and provide insights about defective user experiences. Moreover, a powerful…

机器学习 · 计算机科学 2021-04-13 Mohammad Kachuee , Hao Yuan , Young-Bum Kim , Sungjin Lee

Credit risk scorecards are logistic regression models, fitted to large and complex data sets, employed by the financial industry to model the probability of default of a potential customer. In order to ensure that a scorecard remains a…

统计方法学 · 统计学 2022-06-24 J. du Pisanie , J. S. Allison , I. J. H. Visagie

In this project, we aimed to improve the runtime of Minisat, a Conflict-Driven Clause Learning (CDCL) solver that solves the Propositional Boolean Satisfiability (SAT) problem. We first used a logistic regression model to predict the…

人工智能 · 计算机科学 2017-11-01 Haoze Wu

Conformal prediction is a simple and powerful tool that can quantify uncertainty without any distributional assumptions. Many existing methods only address the average coverage guarantee, which is not ideal compared to the stronger…

机器学习 · 统计学 2023-02-21 Xing Han , Ziyang Tang , Joydeep Ghosh , Qiang Liu

This study investigates factors that may determine satisfaction in customer service operations. We utilized more than 170,000 online chat sessions between customers and agents to identify characteristics of chat sessions that incurred…

计算机与社会 · 计算机科学 2015-10-19 Kunwoo Park , Jaewoo Kim , Jaram Park , Meeyoung Cha , Jiin Nam , Seunghyun Yoon , Eunhee Rhim

This study seeks to better understand the network characteristics of client support teams by analyzing the teams' e-mail communication networks and comparing it to client organization's satisfaction. In collaboration with a large service…

社会与信息网络 · 计算机科学 2013-08-07 Dirk Brunberg , Peter A. Gloor , Gianni Giacomelli

Contact centers are crucial in shaping customer experience, especially in industries like airlines where they significantly influence brand perception and satisfaction. Despite their importance, the effect of contact center improvements on…

应用统计 · 统计学 2024-12-09 Sebastián Orellana , Leandro Magga , Paolo Gorgi , Hyeokmoon Kweon , Felipe Bahamonde

Continual Test-Time Adaptation (CTA) is a challenging task that aims to adapt a source pre-trained model to continually changing target domains. In the CTA setting, a model does not know when the target domain changes, thus facing a drastic…

机器学习 · 计算机科学 2024-03-05 Inseop Chung , Kyomin Hwang , Jayeon Yoo , Nojun Kwak

Conformal Prediction (CP) has emerged as a powerful statistical framework for high-stakes classification applications. Instead of predicting a single class, CP generates a prediction set, guaranteed to include the true label with a…

机器学习 · 计算机科学 2025-11-25 Ariel Fargion , Lahav Dabah , Tom Tirer

Computerized Adaptive Testing (CAT) offers an efficient and personalized method for assessing examinee proficiency by dynamically adjusting test questions based on individual performance. Compared to traditional, non-personalized testing…

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