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Bias in the Training Data

Exploring the impact of training data bias on automatic generation of video captions

Exploring the impact of training data bias on automatic generation of video captions

... for Data Analytics, Dublin City University, Dublin 9, Ireland ...of training data, recently this has shifted to the availability of sufficient unbiased training ...of training data ...

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Performance Impact Caused by Hidden Bias of Training Data for Recognizing Textual Entailment

Performance Impact Caused by Hidden Bias of Training Data for Recognizing Textual Entailment

... of training data is one of the crucial problems when a learning-centered approach is ...hidden bias, and the second phase is to test the null hypothesis using a Naive Bayes ...hidden bias ...

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“Oh, I’ve Heard That Before”: Modelling Own Dialect Bias After Perceptual Learning by Weighting Training Data

“Oh, I’ve Heard That Before”: Modelling Own Dialect Bias After Perceptual Learning by Weighting Training Data

... strong bias towards the acous- tics of their own dialect after dialect learn- ...imbalanced training data may result in automatic speech recogni- tion errors consistent with those of speak- ers from ...

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Rectifying the Data Bias in Knowledge Distillation

Rectifying the Data Bias in Knowledge Distillation

... of bias in the dataset and argue that this can harm the knowledge distil- lation ...the bias issue and provide a quantitative defini- tion of ...resampled data help to improve the performance and ...

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Bots, Bias and Big Data: Artificial Intelligence, Algorithmic Bias and Disparate Impact Liability in Hiring Practices

Bots, Bias and Big Data: Artificial Intelligence, Algorithmic Bias and Disparate Impact Liability in Hiring Practices

... St. George’s Hospital, a medical school in the United Kingdom, developed a computer program in the 1980’s to simplify the process of sorting through applicants. 151 The computer program was created after carefully ...

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Cognitive bias modification training in adolescents: persistence of training effects

Cognitive bias modification training in adolescents: persistence of training effects

... CBM-I training in typically-developing samples, so as to maximise the observed effects (Lothmann et ...current data show that differences are detectable between positive CBM-I and neutral control ...CBM-I ...

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Effective Mitigation of Anchoring Bias, Projection Bias, and Representativeness Bias from Serious Game-based Training

Effective Mitigation of Anchoring Bias, Projection Bias, and Representativeness Bias from Serious Game-based Training

... a training experience, and allow the use of mechanisms that enhance learning and ...cognitive bias: anchoring, a tendency to be inordinately influenced by one piece of information; projection, an implicit ...

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Learning to look at the bright side of life: Attention bias modification training enhances optimism bias

Learning to look at the bright side of life: Attention bias modification training enhances optimism bias

... our data show that directing attention toward positive and away from negative social information enhances comparative optimism ...optimism bias is essential for employing its benefits for mental ...

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Isolation and Onboarding: Gender Bias in Aviation Training Documents

Isolation and Onboarding: Gender Bias in Aviation Training Documents

... the training material based on the goals of an organization with input from subject matter ...technical training documents, specifically focusing on manuals, handbooks, and guides found on the FAA ...Gender ...

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Training and pre-decisional bias in a multiattribute decision task

Training and pre-decisional bias in a multiattribute decision task

... the data show that subjects with training pay more attention to all the alternati- ...with training or the group without. A more qualitative analysis of the data reveals that subjects with ...

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An Investigation in Attention Bias Modification Training: Attention Bias Assessment, Acquisition and Change with the Dot-Probe Task

An Investigation in Attention Bias Modification Training: Attention Bias Assessment, Acquisition and Change with the Dot-Probe Task

... attention bias in a sample of vulnerable individuals compared to healthy controls, it is possible that the construct itself is inconsistent over ...attention bias is a stable construct may need to be ...

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Influence of Implicit-Bias Training on the Cultural Competency of Police Officers

Influence of Implicit-Bias Training on the Cultural Competency of Police Officers

... implicit bias (Feld & Born, ...implicit-bias training attempts to remove bias consciously, unconscious programming may still be the impetus for violent and fearful ...implicit bias ...

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Implicit Bias Toward Cervical Cancer: Provider and Training Differences

Implicit Bias Toward Cervical Cancer: Provider and Training Differences

... The data for the present study were drawn from a convenience sample of gynecologic oncology providers who are members of several professional gynecologic oncology ...in training and role in patient care, ...

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The Implicit Bias of Gradient Descent on Separable Data

The Implicit Bias of Gradient Descent on Separable Data

... the training loss is already extremely small. We emphasize that this bias is specific to gradient descent, and changing the optimization algorithm, ...

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Cognitive bias measurement and social anxiety disorder: Correlating self-report data and attentional bias

Cognitive bias measurement and social anxiety disorder: Correlating self-report data and attentional bias

... attentional bias reduce the chance that it is merely an artifact of a particular paradigm ( Cisler and Koster, 2010 ...attentional bias effect at similar time periods ( Mohlman et ...attentional bias ...

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Potential For Progress: Implicit Bias Training\u27s Journey To Making Change

Potential For Progress: Implicit Bias Training\u27s Journey To Making Change

... implicit bias training also insufficiently fulfills step seven, “consolidating improvements and producing still more ...the data gathered, only one of the tech companies represented conducts implicit ...

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Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach

Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach

... Importantly, we used Bayesian inference to analyze the robustness of the attentional bias assessment data that was obtained after attentional bias modification. Both the frequentist and Bayesian ...

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Implications for Multicultural Counseling Training: Motivation, Implicit Race Bias, Empathy and Attribution Bias

Implications for Multicultural Counseling Training: Motivation, Implicit Race Bias, Empathy and Attribution Bias

... multicultural training, and participant race were entered into the ...a bias in the attribution of etiology, as evidenced by a significant negative relationship between color- blindness and attribution of ...

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BIAS Data Sharing Platform and Data Storage Device

BIAS Data Sharing Platform and Data Storage Device

... the data sharing device used in BIAS by ...less data and thus does not need more than 4 TB data storage. The Data-Sharing platform consists of two NAS:s (Synology DiskStation DS713+), ...

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Characterizing and measuring bias in sequence data

Characterizing and measuring bias in sequence data

... We thank Lynne Aftuck, Daniel Aird, Aaron Berlin, Elizabeth Bevilacqua, James Bochicchio, Julio Diaz Caballero, Patrick Cahill, Mauricio Carneiro, Jean Chang, Kristen Connolly, Matt Coole, Toni Delorey, Mark DePristo, ...

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