Probabilistic relabelling strategies for the label switching problem in Bayesian mixture models. [PDF]
The label switching problem is caused by the likelihood of a Bayesian mixture model being invariant to permutations of the labels. The permutation can change multiple times between Markov Chain Monte Carlo (MCMC) iterations making it difficult to infer ...
Sperrin, M.; id_orcid +6 more
core +4 more sources
Simpler is better: a novel genetic algorithm to induce compact multi-label chain classifiers [PDF]
Multi-label classification (MLC) is the task of assigning multiple class labels to an object based on the features that describe the object. One of the most effective MLC methods is known as Classifier Chains (CC).
Plastino, Alexandre +5 more
core +1 more source
Integrated Development of Agricultural Machinery and Agronomy in the Hilly and Mountainous Regions of Southern China [PDF]
The hilly and mountainous regions of southern China are important agricultural production regions. However, the traditional agricultural model faces challenges such as low efficiency and sustainable development owing to terrain fragmentation, ecological ...
Ming Li +8 more
doaj +1 more source
Labeled as Innate, but Not Innately Labeled [PDF]
In this issue of Neuron, Iurilli and Datta (2017) conduct a comprehensive analysis of odor responses in the posterolateral cortical amygdala, a brain region implicated in innate processing of olfactory cues. Unexpectedly, neuronal responses in this region do not reveal preferred representations of stimulus valence.
openaire +2 more sources
Estimating labels from label proportions [PDF]
Consider the following problem: given sets of unlabeled observations, each set with known label proportions, predict the labels of another set of observations, also with known label proportions. This problem appears in areas like e-commerce, spam filtering and improper content detection.
Novi Quadrianto +3 more
openaire +3 more sources
Ten-Year Development and Future Strategy of Green Manufacturing in China [PDF]
Green manufacturing, at the macro level, aims for the green development of China's manufacturing sector. At the micro level, it focuses on minimizing environmental impact and enhancing resource efficiency throughout a product's entire life cycle.
Jianfeng Chen +6 more
doaj +1 more source
Localized Carbon Footprint Accounting Products in China: Taking the Lithium Battery Industry as an Example [PDF]
Establishing a localized carbon footprint accounting system for products in China is crucial for fostering new productive forces and enhancing the international competitiveness of the country. This study aims to address current challenges faced by carbon
Hanbo Gao +10 more
doaj +1 more source
We propose a new family of discrete energy minimization problems, which we call parsimonious labeling. Specifically, our energy functional consists of unary potentials and high-order clique potentials. While the unary potentials are arbitrary, the clique potentials are proportional to the {\em diversity} of set of the unique labels assigned to the ...
Puneet K. Dokania, M. Pawan Kumar
openaire +6 more sources
Development of Energy-Saving and New-Energy Vehicles: Ten-Year Review and Prospects [PDF]
Energy-saving and new-energy vehicles have become the common choice of countries around the world to address climate change and achieve the green and low-carbon development in road mobility.
Jun Li +6 more
doaj +1 more source
Strategies and Pathways for Emerging Pollutant Governance Based on Artificial Intelligence Technology [PDF]
With the rapid advancement of industrialization and urbanization, emerging pollutants has brought unprecedented challenges to environmental protection and posed significant threats to human health.
Xiaohong Chen +3 more
doaj +1 more source

