State of the Art

By Markus Völter. 1997

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Citations in the corpus

Time-series forecasting with deep learning: a survey (2020, methodology): “While traditional methods have focused on parametric models informed by domain expertise—such as autoregressive (AR) [6], exponential smoothing [7,8] or structural time-series models [9]— modern machine learning methods provide a means to learn temporal dynamics in a purely data-driven manner [10].”
WILDS: A Benchmark of in-the-Wild Distribution Shifts (2020, neutral): “For example, automatic essay scoring has been found to be affected by rater bias (Amorim et al., 2018) and spurious correlations like essay length (Perelman, 2014), leading to problems with subpopulation shift; and these systems would also ideally generalize across different educational contexts,…”
The contribution of various types of activities to recovery (2006, background): “Exactly why individuals report better sleep quality remains unclear since a physiologic examination was not possible; correlations might suggest that similar to other findings (e.g., Horne, 2001) sleep quantity plays a role in maintaining sleep quality, and therefore affecting recovery indirectly.”
State of the Art. I: Resilient Response of Unbound Aggregates (2000, background): “As discussed in this paper and a companion paper (Lekarp et al. 2000), there are many parameters that influence the behavior of granular materials under repeated loading.”
Small Business Owners' Success Criteria, a Values Approach to Personal Differences1 (2011, unknown): “In line with previous literature reviews (for example, Adams and Sykes 2003; Julien 1998; Paige and Littrell 2002), we found that growth and profitability are the two criteria most often used as performance measures in the entrepreneurship and small business literature.”
Nitrogen Transfer Within and Between Plants Through Common Mycorrhizal Networks (CMNs) (2003, background): “These questions are obviously important in addressing competition between plants (Read et al., 1985; Newman, 1988; Read 1998).”