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Using this structure, DBN exhibits better performances compared to classical baseline models such as hidden Markov models (HMMs) and hidden semi-Markov models (HSMMs).
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Climatology and persistence models, such as r-CLIPER, can create a baseline for tropical cyclone rainfall forecast skill.
The ANN outputs proved not to be substantially different from the results provided by other valid models such as SIMAN and ProModel when compared against the adopted baseline, Arena.
We upfront highlight that our choice for TMMi as the baseline reference model was mainly motivated by its worldwide scope and multi-context adoption (Experimentus Ltd. 2012); furthermore, it is well acknowledged that more specific models such as MPT.Br are usually inspired in widely adopted models such as CMMI and TMMi (Softex Recife 2011).
For the purpose of this analysis, UK patients who underwent liver transplantation were excluded, as the survival of this group would not be expected to be influenced by the baseline features included in the model (such as bilirubin and albumin).
The sensitivity analyses also included different variants of the statistical model such as considering time as a continuous variable and adjusting for potentially influential baseline variables.
In all these experiments, the performance of the proposed model is compared with the following baseline approaches such as Over Replicated Softmax Model (ORSM) [21], Replicated Softmax Model (RS M [6] and Rate Adapting Poisson model (RAP) [5].
To relate dependent and independent variables, perform the statistical analysis according to the following steps: Construct a baseline model by introducing variables, such as temperature, ambient humidity, and atmospheric pressure.
Fourth, we investigated differences in the results in HEAL according to baseline characteristics, such as mold exposure, atopy, and IgE, using mixed models with interaction terms between intervention status (based on timing of asthma counselor contact) and each baseline characteristic.
The models were repeated after stratifying the population based on different baseline variables, such as age, body mass index, and alcohol use.
Hypoxic exposure (live-high, train-low model) can increase haemoglobin mass, especially in athletes with low baseline levels such as team sport players.
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