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Predicting Role Relevance with Minimal Domain Expertise in a Financial Domain
2017
Proceedings of the 3rd International Workshop on Data Science for Macro--Modeling with Financial and Economic Datasets - DSMM'17
In this paper, we explore a word embedding-based architecture for predicting the relevance of a role between two financial entities within the context of natural language sentences. ...
We train a machine learning classifier using the labeled context vectors, and use the trained classifier to predict contextual role relevance on test data. ...
domain-speci c universe R of roles, role relevance prediction is de ned as the problem of assigning a relevance score in [0, 1] to the triple in a given context c. ...
doi:10.1145/3077240.3077249
dblp:conf/sigmod/Kejriwal17
fatcat:fj6bwnfb3rhs7kwnqk2zu4ev3a
"When Experts Become Liabilities: Bankers, Boards, and Bank Failures"
2015
Academy of Management Proceedings
The alternative explanation that banks with greater anticipated risk of failure select more expert directors, or that banks with many expert directors simply pursue a high-risk, high-return strategy, was ...
In this paper, we argue that the latent dangers of expertise are most likely to materialize and contribute to organizational failure when the organization in which the focal experts are key decision makers ...
Moreover, domain expertise is seen as playing a key role in creativity and innovation, which in turn are essential for organizational success and survival (e.g., Amabile, 1996) . ...
doi:10.5465/ambpp.2015.13571abstract
fatcat:c7c7fmnu7bhabfuq4c7ge4aid4
HOW MUCH INFORMATION DO YOU NEED? INTERACTION OF INTUITIVE PROCESSING WITH EXPERTISE
2014
Studia Psychologica
context-specific tasks as the experience plays a crucial role in the searching information when making decisions. ...
In this paper we present two studies examining two different domains (financial and recruiting) and employing different ma nipulations (time stress and instruction). ...
Katarína Vicenová for help with collecting data in Study 2 and Eva Ballová Mikušková, PhD. for proofreading the first draft of the manuscript and helpful comments. ...
doi:10.21909/sp.2014.02.652
fatcat:wzxdciorwzcujgl6w7ou5jkvtm
THE INFLUENCE OF DOMAIN KNOWLEDGE AND CLIENT'S REPORTING STRATEGY ON TAX CONSULTANT'S DECISION
[chapter]
2019
The International Conference on ASEAN 2019
This study aims to investigate the contingent effect of domain knowledge in two different client financial reporting strategy toward tax consultants decision making. ...
To accomplish this purpose, study participants were given the role of asa tax consultant in a tax compliance task setting. The Experiment was conducted toward experienced students. ...
This finding implies that domain knowledge has a significant role in a variety of client conditions and characteristics. ...
doi:10.1515/9783110678666-039
fatcat:frnp3cytnfhe3ow2umy5bs6g6i
Risk Attitudes and Personality Traits Predict Perceptions of Benefits and Risks for Medicinal Products: A Field Study of European Medical Assessors
2015
Value in Health
Methods: Seventy-five European medical assessors were assessed in a field study using the Domain Specific Risk Taking scale and the Big Five Inventory scale. ...
in predicting either the benefit or the risk ratings. ...
Source of financial support: This work was supported by the Escher project (T6-202), a project of the Dutch Top Institute Pharma and the European Medicines Agency. ...
doi:10.1016/j.jval.2014.10.011
pmid:25595239
fatcat:nbeht426c5bupmevuietfxzcxe
Financial decision making: teacher involvement and the need for trust
1997
International Journal of Educational Management
The process will greatly reduce the need for the majority of teachers to be involved in managerial financial issues and will minimize teachers' involvement in financial issues in the technical domain. ...
Cost centre managers have a critical role in the process. ...
doi:10.1108/09513549710163989
fatcat:t7momezkane5rn6nx25gewnpgu
What do they know? The effects of outside director acquisition experience on firm acquisition performance
2008
Strategic Management Journal
Our theoretical model is grounded in the psychological literature on expertise and its role in group decision making effectiveness. ...
or product markets) through their past experiences at other firms with decisions about those specific types of acquisitions, and we predict that this experience and expertise will have positive effects ...
The psychological literature on expertise further indicates that prior experience with making decisions in a particular knowledge domain is a critical source for the development of expertise in that domain ...
doi:10.1002/smj.704
fatcat:n4nrcrdnqve4do5d5exqvlqsui
Knowledge Encapsulation and the Intermediate Effect
2000
Contemporary Educational Psychology
The present study explored the role of so-called encapsulated knowledge in diagnosing clinical cases outside the expert physicians' domain of expertise. ...
The proportion of encapsulating concepts in recall and pathophysiological explanations, on the other hand, increased with levels of expertise. ...
A canonical explanation constitutes a minimally sufficient explanation for all the signs and symptoms described in a clinical case and it is constructed with the help of domain experts. ...
doi:10.1006/ceps.1998.1000
pmid:10753544
fatcat:m5uywqdczzbsxj5qhqgovgpxpm
Performance Pressure as a Double-edged Sword
2012
Administrative Science Quarterly
Survey results show that, as performance pressure increases, team members begin to over-rely on general expertise while discounting domain-specific expertise, leading to suboptimal performance. ...
In this paper, I develop and empirically test the proposition that performance pressure acts as a double-edged sword for teams, providing positive effects by enhancing team motivation to achieve good results ...
Similarly, Groysberg and colleagues (2008, 2010) demonstrated that domain-specific expertise plays a significantly greater role in equity research analysts' career success than does general professional ...
doi:10.1177/0001839212446454
fatcat:n73rlntv2rckbk7vccdz25rhtq
Knowledge-based Support in a Group Decision Making Context: An Expert-Novice Comparison
2004
Journal of the AIS
Consistent with predictions from the persuasion literature, our results show that experts exhibit a higher level of criticality and involvement in their area of expertise; this not only decreases their ...
for domain experts. ...
degrees of domain expertise. ...
doi:10.17705/1jais.00048
fatcat:in7tosvudvftvh3o2u2lzhiws4
Amplifying Domain Expertise in Clinical Data Pipelines
2020
JMIR Medical Informatics
There are multiple people involved in this process: a data engineer who processes and restructures the data, a data scientist who develops statistical models, and a domain expert who informs the design ...
Finally, we demonstrate the use of our taxonomy with a case study. ...
Acknowledgments The research reported in this paper was supported by the National Institute of Allergy and Infectious Diseases of National Institute of Health (NIH) under R01AI116975. ...
doi:10.2196/19612
pmid:33151150
fatcat:3wng2jtq45g75jf2x6yxf4mgyi
Automatization of the Stream Mining Process
[chapter]
2014
Lecture Notes in Computer Science
To this end we observed data mining experts at work and in discussion with them coded their knowledge in a form of an expert system. ...
Our aim is to show that the expertise which is usually provided by data and data mining experts and is crucial for problems of this kind can be successfully captured and computerized. ...
It is important to note here that in our work we assumed that only a minimal knowledge on the domain is available; by avoiding requirement for domain expertise we therefore aimed to make the system as ...
doi:10.1007/978-3-319-07881-6_28
fatcat:qi6hazgafzbr5ldknwcelq4dka
Thinking, feeling and deciding: the influence of emotions on the decision making and performance of traders
2012
Strategic Direction
We conclude that emotions and their regulation play a central role in traders' decision-making. ...
We argue that, in particular, response-focused approaches incur a performance penalty, in part because of the reduced opportunity to combine analysis with the use of affective cues in making intuitive ...
complex domain relevant schema, a description which fits the world of financial trading. ...
doi:10.1108/sd.2012.05628daa.007
fatcat:xof2hv4xzvaifigl7ik37panlm
Engaging Practitioners within Design Science Research: A Natural Language Processing Case Study
[chapter]
2013
Communications in Computer and Information Science
Using domain knowledge to instruct domain specific Natural Language Processing (NLP) applications requires that knowledge intensive design challenges associated with developing extraction rules and conceptual ...
The business motivation behind domain specific NLP is explained and design challenges encountered in framework application to use case development, discussed. ...
The work presented in this paper has been funded in part by Science Foundation Ireland under Grant No. SFI/08/CE/I1380 (Lion-2), and the EU FP7 MONNET project under Grant Agreement No. 248458. ...
doi:10.1007/978-3-319-04090-5_14
fatcat:xcbic6h2jza3lksk544gpruqwm
Thinking, feeling and deciding: The influence of emotions on the decision making and performance of traders
2010
Journal of Organizational Behavior
complex domain relevant schema, a description which fits the world of financial trading. ...
However, it is clear from this study that even within such an analysis-intensive domain as financial trading emotion plays a central role. ...
doi:10.1002/job.720
fatcat:gf67zqs45vfxbjiozjjqqwdndy
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