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41.
    
We propose Near-optimal Nonlinear Regression Trees with hyperplane splits (NNRTs) that use a polynomial prediction function in the leaf nodes, which we solve by stochastic gradient methods. On synthetic data, we show experimentally that the algorithm converges to the global optimal. We compare NNRTs, ORT-LH, Multivariate Adaptive Regression Splines (MARS), Random Forests (RF) and XGBoost on 40 real-world datasets and show that overall NNRTs have a performance edge over all other methods.  相似文献   
42.
We propose a geometric growth model for weighted scale-free networks, which is controlled by two tunable parameters. We derive exactly the main characteristics of the networks, which are partially determined by the parameters. Analytical results indicate that the resulting networks have power-law distributions of degree, strength, weight and betweenness, a scale-free behavior for degree correlations, logarithmic small average path length and diameter with network size. The obtained properties are in agreement with empirical data observed in many real-life networks, which shows that the presented model may provide valuable insight into the real systems.  相似文献   
43.
We focus on the heterogeneity of social networks and its role to the emergence of prevailing cooperators and sustainable cooperation. The social networks are representative of the interaction relationships between players and their encounters in each round of games. We study an evolutionary Prisoner's Dilemma game on a variant of Newman-Watts small-world network, whose heterogeneity can be tuned by a parameter. It is found that optimal cooperation level exists at some intermediate topological heterogeneity for different temptations to defect. That is, frequency of cooperators peaks at a certain specific value of degree heterogeneity — neither the most heterogeneous case nor the most homogeneous one would favor the cooperators. Besides, the average degree of networks and the adopted update rule also affect the cooperation level.  相似文献   
44.
Self-similar topology, which can be characterized as power law size distribution, has been found in diverse tree networks ranging from river networks to taxonomic trees. In this study, we find that the statistical self-similar topology is an inevitable consequence of any full binary tree organization. We show this by coding a binary tree as a unique bifurcation string. This coding scheme allows us to investigate trees over the realm from deterministic to entirely random trees. To obtain partial random trees, partial random perturbation is added to the deterministic trees by an operator similar to that used in genetic algorithms. Our analysis shows that the hierarchical density of binary trees is more diverse than has been described in earlier studies. We find that the connectivity structure of river networks is far from strict self-similar trees. On the other hand, organization of some social networks is close to deterministic supercritical trees.  相似文献   
45.
We make a mapping from Sierpinski fractals to a new class of networks, the incompatibility networks, which are scale-free, small-world, disassortative, and maximal planar graphs. Some relevant characteristics of the networks such as degree distribution, clustering coefficient, average path length, and degree correlations are computed analytically and found to be peculiarly rich. The method of network representation can be applied to some real-life systems making it possible to study the complexity of real networked systems within the framework of complex network theory.  相似文献   
46.
According to Fortunato and Barthélemy, modularity-based community detection algorithms have a resolution threshold such that small communities in a large network are invisible. Here we generalize their work and show that the q-state Potts community detection method introduced by Reichardt and Bornholdt also has a resolution threshold. The model contains a parameter by which this threshold can be tuned, but no a priori principle is known to select the proper value. Single global optimization criteria do not seem capable for detecting all communities if their size distribution is broad.  相似文献   
47.
    
The strategy selection process plays a crucial role in evolutionary dynamics when we study the spontaneous emergence of cooperation under the framework of evolutionary game theory. In most previous studies,it is assumed that individuals choose role models randomly from their neighbors. However,by considering the heterogeneity of individuals' influence in the real society,preferential selection is more realistic. Here,we associate an individuals' attractiveness with payoff satisfaction,which characterized the possibility of changing his strategy. We propose a preferential selection mechanism based on payoff satisfaction and memory in the spatial prisoner's dilemma games on square lattice networks and Erdős-Rényi networks and Barabási-Albert scale-free networks. People might prefer to learn from those with higher satisfaction in real life. Therefore,they are usually more preferable to choose individuals with higher satisfaction when selecting learning role model. We introduce an expected payoff to describe the level of individual satisfaction and memory length to represent the memory capacity of the individual. However,the expectation of defectors and cooperators may be different obviously in the real society. And in general,the expectation of the defector is higher than that of the cooperator. So we want to explore the distribution of expected payoffs that can improve the cooperation level. We investigate the effects of expected payoffs and memory length on cooperation. The results show that cooperation could be promoted when individuals prefer to choose more satisfied neighbors. And the size of expected payoffs and memory length also has different effects on the evolutionary game process. Besides,we investigate the robustness of the network topology,and find that the qualitative features of the results are unchanged.https://doi.org/10.1209/0295-5075/129/38002  相似文献   
48.
    
Understanding the robustness of interdependent networks has attracted much attention in recent years. In many real scenarios,links may fail instead of nodes and how the interdependent networks behave in this case has not been adequately addressed. In this work,we investigate the link failures propagation mechanism for both two-layer and n-layer interdependent networks by using the self-consistent probabilities method which significantly simplifies the mathematical analysis of such systems. For bond percolation in which initial link failures occur in one layer,we find,analytically and via simulations,that the critical percolation threshold,pc,of this system is lower than that of site percolation. Furthermore,for interdependent ER networks,in contrast to site percolation,bond percolation results show that pc varies nonlinearly with the inverse of average degree. We also find,for the case of bond percolation where initial link failures occur in all layers,that the critical percolation threshold is the same as that of site percolation,but the behavior of the giant component above pc is different. Our research brings insight to better understand the vulnerability of interdependent networks due to link failures.https://doi.org/10.1209/0295-5075/130/38003  相似文献   
49.
    
The importance of a strict quarantine has been widely debated during the COVID-19 epidemic even from the purely epidemiological point of view. One argument against strict lockdown measures is that once the strict quarantine is lifted,the epidemic comes back,and so the cumulative number of infected individuals during the entire epidemic will stay the same. We consider an SIR model on a network and follow the disease dynamics,modeling the phases of quarantine by changing the node degree distribution. We show that the system reaches different steady states based on the history: the outcome of the epidemic is path-dependent despite the same final node degree distribution. The results indicate that the two-phase route to the final node degree distribution (a strict phase followed by a soft phase) is always better than one phase (the same soft one) unless all the individuals have the same number of connections at the end (the same degree); in the latter case,the overall number of infected is indeed history-independent. The modeling also suggests that the optimal procedure of lifting the quarantine consists of releasing nodes in the order of their degree - highest first.https://doi.org/10.1209/0295-5075/132/28003  相似文献   
50.
    
Cascading failures take place between networks after initial failures occur in interdependent networks. Most previous studies are limited to undirected networks,while many real-world networks are directed. For interdependent directed networks,earlier studies focused on random initial failures. How the interdependent directed networks respond to targeted attacks has not been addressed. In this work,we develop a general theoretical framework for analyzing the robustness in interdependent directed networks under targeted attack on nodes with high or low degrees (in-degrees or out-degrees). We find that for degree heterogeneous networks,targeted attacks perform more efficiently in breaking down the system than random failures,with the degree-based attacks being the most efficient way. Interestingly,we find that system robustness first increases then decreases as the degree heterogeneity increases,showing a peak,which helps understand system robustness and enables the better design of robust infrastructure systems.https://doi.org/10.1209/0295-5075/133/68004  相似文献   
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