Label distribution learning (LDL) is an interpretable and general paradigm that has been applied in many real-world applications. In contrast to the simple logical vector single-label (SLL) multi-label (MLL), LDL assigns labels with a description degree each instance. practice, two challenges exist LDL, namely, how address dimensional gap problem during process of exactly recover label distribu...

Extracellular matrix dynamics are key to tissue morphogenesis, homeostasis, injury, and repair. The spatiotemporal organization of this matrix has profound biological implications, but is challenging to monitor using standard techniques. Here, we address these challenges by using noncanonical amino acid tagging to fluorescently label extracellular matrix synthesized in the presence of bio-ortho...

Maintaining the pairwise relationship among originally high-dimensional data into a low-dimensional binary space is popular strategy to learn codes. One simple and intuitive method utilize two identical code matrices produced by hash functions approximate real label matrix. However, resulting quartic problem in term of difficult directly solve due non-convex non-smooth nature objective. In this...

objective: this study was designed to examine the effects of human umbilical cord matrix stemcell (hucmsc) administration in rats for 6 week after traumatic brain injury (tbi). materials and methods: adult male wistar rats (n = 30) were injured with controlled cortical impact device and divided into three groups. the treatment groups (n = 10 each) were injected with 2 × 106 (2 milion) intraveno...

With the increase of multi-view graph data, clustering (MVGC) that can discover hidden clusters without label supervision has attracted growing attention from researchers. Existing MVGC methods are often sensitive to given graphs, especially influenced by low quality i.e., they tend be limited homophily assumption. However, widespread real-world data hardly satisfy This gap limits performance e...

Background: Quality assurance in the hematology laboratory is a must to ensure laboratory users of reliable test results with high degree of precision and accuracy. Even after so many advances in hematology laboratory practice, pre-analytical errors remain a challenge for practicing pathologists. This study was undertaken with an objective to ...

a matrix $pintextmd{c}^{ntimes n}$ is called a generalized reflection matrix if $p^{h}=p$ and $p^{2}=i$‎. ‎an $ntimes n$‎ ‎complex matrix $a$ is said to be a reflexive (anti-reflexive) matrix with respect to the generalized reflection matrix $p$ if $a=pap$ ($a=-pap$)‎. ‎in this paper‎, ‎we introduce two iterative methods for solving the pair of matrix equations $axb=c$ and $dxe=f$ over reflexiv...