This chapter attempts to provide a unified framework to analyze algorithms from different perspectives with some mathematical rigor. Both convergence and stability are analyzed, together with some algorithmic complexity. Some key issues concerning benchmarking and comparison of nature-inspired algorithms are also highlighted.doi:10.1016/B978-0-12-8...
In this Perspective, we draw on Marr’s levels-of-analysis framework to argue that a holistic consideration of the goals and functions of a social emotion (computation level), formal modelling of its underlying cognitive operations (algorithm level), and neuroscientific measures of the biological ...
Binary Welded Tree: Uses quantum random walk algorithm to find a path between an entry and exit node of a binary welded tree . The app is parameterized by the height of the tree (n) and a time parameter (s) within which to find the solution. ...
Diverse toxicological mechanisms may mediate the impact of environmental toxicants (phthalates, phenols, polycyclic aromatic hydrocarbons, and metals) on pregnancy outcomes. In this study, we introduce an analytical framework for multivariate mediation analysis to identify mediation pathways (q = 61 m...
This paper presents a comprehensive study of the second-order-type time integration methods family encompassing the linear multistep (LMS) methods, the single-step methods, and the LMS equivalent single-step methods for structural dynamics. An analytical accuracy framework for algorithm design, converge...
To watch in fullscreen, use the button in the bottom right corner of the player,more video demos Functions VideoPipeis a framework that simplifies the integration of computer vision algorithm models. It is important to note that it is not a deep learning framework like TensorFlow or TensorRT....
Data Flow Analysis Framework via Lattice(数据流分析框架) 一个数据流分析框架(Data FLow Analysis Frameworld)(D.L.F.)包括 D:一个数据流的分析方向(Forwards和Backwards) L:一个包括了数据流值的值域和操作数meet or join的格 F: Families of Transfer Function 数据流分析可以看做是迭代算法对格值利用转...
Clustering Algorithm-Based Pandemic Multicluster Framework Analysis: K-Means and K-Medoids Several research results show that the variables determining the distribution of the pandemic become a reference for all regions in dealing with the pandemic. A number of frameworks were built to assist in deter...
We applied this framework to the predictability results obtained above for each metabolite, using the level of predictability (scored by Spearman’s ρ) as the measured effect size in each dataset. The resulting REM for each metabolite thus provides an estimation of the mean predictability of that...
13 JavaScript libraries for network diagram (analysis & visualization) Graph Drawing by Force-directed Placement Deep Learning --- Detailed Simulated Annealing Algorithm (Simulated Annealing, SA) TensorFlow learning (17): tf.layers of advanced API ...