Exact(2)
In this article, we propose jointly structured input-output lasso (SIOL) model for multitask regression that systematically addresses these challenges.
We propose a novel regularization scheme over multitask regression called jointly structured input output lasso based on an ℓ1/ℓ2 norm, which allows shared sparsity patterns for related inputs and outputs to be optimally estimated.
Similar(58)
New type functions are proposed by using a backward-in-time continuous-time Markov chain (CTMC) to describe the type-change process along an edge, with the type transition rate matrix fixed to the jointly estimated structured coalescent immigration rate matrix m.
This paper presents a research activity on the design of an Integrated Control Structure framework enabling to ensure co-jointly structure sizing and robust control design for flexible satellite.
In combination with those for traversing the space of unstructured trees (Drummond et al., 2002), Ewing et al. showed that an MCMC algorithm based on these moves is capable not only of jointly inferring the structured tree and migration model parameters, but also of exploiting the additional information contained in serially sampled data to infer absolute migration rates.
In one of the most recent works [27], the authors consider that object detection and continuous pose estimation are interdependent problems and they jointly formulate them as a structured prediction problem, by learning a single and continuously parameterized object appearance model over the entire pose space.
Eq. 8 shows that C k,-1) also preserves the jointly diagonalizable struC k,-1
A few research has studied the jointly optimal structure of the source precoding matrix and the relay amplifying matrix.
Therefore, by exploiting the Kronecker product structure jointly with the persymmetric structure, the performance of the proposed detection scheme can further be improved in terms of the required number of sample to estimate the covariance matrix (i.e. the detector efficiency).
The methodology is of substantive interest since the effects of other covariates are jointly estimated with the random effects, e.g., spatially structured and unstructured heterogeneity effects [ 16].
In social insects, for instance, colony size effect has been suggested to be intimately related to kin structure [4], jointly providing a holistic explanation for colony complexity, namely, the suite of traits that together define the level of sociality.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com