igraine has generally been conceptualized as a primary isorder of the brainstem that mediates sensory input and eural influences on cranial vessels. It is estimated that ,500,000 patients in the U.S. have at least one migraine per eek, with a lifetime prevalence of 18%. Migraine is a risk actor for cryptogenic stroke, particularly in young patients ithout atherosclerosis risk factors. In fact, ...

the stability of a communication network composed of processing nodes and communication links is of prime importance to network designers. as the network begins losing links or nodes, eventually there is a loss in its effectiveness. thus, communication networks must be constructed to be as stable as possible, not only with respect to the initial disruption, but also with respect to the possible...

Abstract Attributed graph embedding aims to learn node representation based on the topology and attributes. The current mainstream GNN-based methods of target by aggregating attributes its neighbor nodes. These still face two challenges: (1) In neighborhood aggregation procedure, each would be propagated neighborhoods which may cause disturbance original over-smoothing in GNN iteration. (2) Bec...

Network pruning is aimed at imposing sparsity in a neural network architecture by increasing the portion of zero-valued weights for reducing its size regarding energy-efficiency consideration and increasing evaluation speed. In most of the conducted research efforts, the sparsity is enforced for network pruning without any attention to the internal network characteristics such as unbalanced out...

A multi-lane free flow (MLFF) toll collection system installed on a simplified gantry requires compact cameras for supervising enforcement. Because these compact cameras have low image resolution, it is also necessary to develop vehicle license plate recognition technology that uses dynamic image processing. Mitsubishi Heavy Industries, Ltd. (MHI) has developed three technologies based on the c...

The advancements and reliance on digital data necessitates dependence information technology. growing amount of their availability over the Internet have given rise to problem security. With increase in connectivity among devices networks, maintaining security an asset has now become essential for organization. Intrusion detection systems (IDS) are widely used networks protection against differ...

o a a A chieving circuit-level insight into the fundamental nature of psychiatric symptoms has long proven elusive. Technological limitations have traditionally prevented cell type-tareted and temporally precise interventions into intact mammalian eural circuitry to elicit or ameliorate expression of disease sympom-related phenotypes. However, recent years have seen a growng wave of application...

Machine-learned force fields (MLFFs) are becoming an increasingly important tool in materials science and physics. However, most MLFFs constructed based on density functional theory (DFT) calculations, which come with significant limitations. Here, the authors combine efficient on-the-fly active learning procedure a ∆-machine approach, enabling generation of accuracy that exceeds DFT at modest ...

Weld attributes like geometry and cooling rate are strong functions of the welding process parameters such as arc current, voltage and welding peed. A specific weld pool geometry can be produced using multiple sets of these welding variables, i.e., different combinations of arc current, oltage and welding speed. At present, there is no systematic methodology that can determine, in a realistic t...

This paper presents a description of the principal aspects employed in the development of a speaker verification system based on a Spanish corpus. The main goal is to obtain classification results and behavior using Support Vector Machines (SVM) as the classifier technique. The most relevant aspects involved in developing a Spanish corpus are given. For the front end processing a novel method t...