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Title: Exploring Effective Decision Making through Human-Centered and Computational Intelligence Methods

Abstract

Decision-making has long been studied to understand a psychological, cognitive, and social process of selecting an effective choice from alternative options. Its studies have been extended from a personal level to a group and collaborative level, and many computer-aided decision-making systems have been developed to help people make right decisions. There has been significant research growth in computational aspects of decision-making systems, yet comparatively little effort has existed in identifying and articulating user needs and requirements in assessing system outputs and the extent to which human judgments could be utilized for making accurate and reliable decisions. Our research focus is decision-making through human-centered and computational intelligence methods in a collaborative environment, and the objectives of this position paper are to bring our research ideas to the workshop, and share and discuss ideas.

Authors:
; ;
Publication Date:
Research Org.:
Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
1334872
Report Number(s):
PNNL-SA-116344
DOE Contract Number:
AC05-76RL01830
Resource Type:
Conference
Resource Relation:
Conference: Human Centred Machine Learning at CHI 2016, May 7-12, 2016, San Jose, California
Country of Publication:
United States
Language:
English
Subject:
Human-centered decision-making; human-in-the-loop machine learning; collaboration; user-centered design

Citation Formats

Han, Kyungsik, Cook, Kristin A., and Shih, Patrick C. Exploring Effective Decision Making through Human-Centered and Computational Intelligence Methods. United States: N. p., 2016. Web.
Han, Kyungsik, Cook, Kristin A., & Shih, Patrick C. Exploring Effective Decision Making through Human-Centered and Computational Intelligence Methods. United States.
Han, Kyungsik, Cook, Kristin A., and Shih, Patrick C. Mon . "Exploring Effective Decision Making through Human-Centered and Computational Intelligence Methods". United States. doi:.
@article{osti_1334872,
title = {Exploring Effective Decision Making through Human-Centered and Computational Intelligence Methods},
author = {Han, Kyungsik and Cook, Kristin A. and Shih, Patrick C.},
abstractNote = {Decision-making has long been studied to understand a psychological, cognitive, and social process of selecting an effective choice from alternative options. Its studies have been extended from a personal level to a group and collaborative level, and many computer-aided decision-making systems have been developed to help people make right decisions. There has been significant research growth in computational aspects of decision-making systems, yet comparatively little effort has existed in identifying and articulating user needs and requirements in assessing system outputs and the extent to which human judgments could be utilized for making accurate and reliable decisions. Our research focus is decision-making through human-centered and computational intelligence methods in a collaborative environment, and the objectives of this position paper are to bring our research ideas to the workshop, and share and discuss ideas.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {Mon Jun 13 00:00:00 EDT 2016},
month = {Mon Jun 13 00:00:00 EDT 2016}
}

Conference:
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