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21.
Alexandros Kalousis Julien Prados Melanie Hilario 《Knowledge and Information Systems》2007,12(1):95-116
With the proliferation of extremely high-dimensional data, feature selection algorithms have become indispensable components
of the learning process. Strangely, despite extensive work on the stability of learning algorithms, the stability of feature
selection algorithms has been relatively neglected. This study is an attempt to fill that gap by quantifying the sensitivity
of feature selection algorithms to variations in the training set. We assess the stability of feature selection algorithms
based on the stability of the feature preferences that they express in the form of weights-scores, ranks, or a selected feature
subset. We examine a number of measures to quantify the stability of feature preferences and propose an empirical way to estimate
them. We perform a series of experiments with several feature selection algorithms on a set of proteomics datasets. The experiments
allow us to explore the merits of each stability measure and create stability profiles of the feature selection algorithms.
Finally, we show how stability profiles can support the choice of a feature selection algorithm.
Alexandros Kalousis received the B.Sc. degree in computer science, in 1994, and the M.Sc. degree in advanced information systems, in 1997, both
from the University of Athens, Greece. He received the Ph.D. degree in meta-learning for classification algorithm selection
from the University of Geneva, Department of Computer Science, Geneva, in 2002. Since then he is a Senior Researcher in the
same university. His research interests include relational learning with kernels and distances, stability of feature selection
algorithms, and feature extraction from spectral data.
Julien Prados is a Ph.D. student at the University of Geneva, Switzerland. In 1999 and 2001, he received the B.Sc. and M.Sc. degrees in
computer science from the University Joseph Fourier (Grenoble, France). After a year of work in industry, he joined the Geneva
Artificial Intelligence Laboratory, where he is working on bioinformatics and datamining tools for mass spectrometry data
analysis.
Melanie Hilario has a Ph.D. in computer science from the University of Paris VI and currently works at the University of Geneva’s Artificial
Intelligence Laboratory. She has initiated and participated in several European research projects on neuro-symbolic integration,
meta-learning, and biological text mining. She has served on the program committees of many conferences and workshops in machine
learning, data mining, and artificial intelligence. She is currently an Associate Editor of theInternational Journal on Artificial Intelligence Toolsand a member of the Editorial Board of theIntelligent Data Analysis journal. 相似文献
22.
Alexandros C. Diamantidis Chrissoleon T. Papadopoulos Cathal Heavey 《IIE Transactions》2007,39(4):361-375
This paper studies serial flow lines, in which each station consists of multiple identical reliable parallel machines. The parallel machines of different work stations are not necessarily identical, viz., station processing times are assumed to be exponentially distributed with non-identical mean service rates. Initially, a model consisting of two stations with multiple parallel machines and an intermediate buffer is solved analytically, by developing a recursive algorithm that generates the transition matrix for any value of the intermediate buffer capacity. This model is used as a decomposition block for solving larger lines. More specifically, the decomposition block is solved via exact Markovian analysis and then the decomposition equations and an algorithm that simultaneously solves them are derived in order to evaluate the performance measures of large production systems with multiple parallel-machine stations. Numerical results are provided for large production lines with up to 1000 workstations. These results are compared against simulation and the average percentage error is found to be very small. 相似文献
23.
Alexandros Tsilfidis Iosif Mporas John Mourjopoulos Nikos Fakotakis 《Computer Speech and Language》2013,27(1):380-395
The performance of recent dereverberation methods for reverberant speech preprocessing prior to Automatic Speech Recognition (ASR) is compared for an extensive range of room and source-receiver configurations. It is shown that room acoustic parameters such as the clarity (C50) and the definition (D50) correlate well with the ASR results. When available, such room acoustic parameters can provide insight into reverberant speech ASR performance and potential improvement via dereverberation preprocessing. It is also shown that the application of a recent dereverberation method based on perceptual modelling can be used in the above context and achieve significant Phone Recognition (PR) improvement, especially under highly reverberant conditions. 相似文献
24.
Andreas Drakos Theofanis G. Orphanoudakis Christina Politi Alexandros Stavdas Andrew Lord 《Photonic Network Communications》2010,20(1):75-82
Clustering of nodes in optical networks has been proven to be an efficient way to serve end-to-end connectivity. However, clustering requires specific topological characteristics, or alternatively the introduction of significant alterations of an existing topology to achieve the expected performance improvements. The comparison of future dynamic optical networking technologies should therefore include in the set of initial assumptions, apart from the statistical properties of the traffic load, the network topology to draw conclusions regarding the efficiency as well as feasibility and scalability of the proposed solutions. In this article, we show how node clustering under the CANON architecture can be applied in real-life core networks and provide superior performance compared to conventional burst switching techniques in terms of blocking, resource utilization and power consumption. 相似文献
25.
Zervas Evangelos Kaloxylos Alexandros Merakos Lazaros 《Mobile Networks and Applications》2001,6(2):125-135
In this paper we present a new location management protocol for wireless ATM networks, called LMCP (Location Management and Control Protocol). This protocol is based on the PNNI (Private Network-to-Network Interface) routing functionality to advertise the movement of mobile terminals within predefined areas. Moreover, LMCP uses specialized entities to store and retrieve the current location area of the mobile terminals. These entities are located in mobility enhanced switches that control the execution of mobility procedures (e.g., handovers).The main benefit from the application of LMCP is the establishment of connections that do not contain any misrouted segments. Furthermore, it requires minor modifications to the PNNI and enables its inter-working with other location management mechanisms. The protocol is compared with other similar mechanisms, and its efficiency is demonstrated by the results of an analytical model. 相似文献
26.
Yingping Huang Ross McMurran Mark Amor-Segan Gunwant Dhadyalla R. Peter Jones Peter Bennett Alexandros Mouzakitis Jan Kieloch 《The International Journal of Advanced Manufacturing Technology》2010,51(1-4):233-246
A current premium vehicle is implemented with a variety of information, entertainment, and communication functions, which are generally referred as an infotainment system. During vehicle development, testing of the infotainment system at an overall level is conventionally carried out manually by an expert who can observe at a customer level. This approach has significant limitations with regard to test coverage and effectiveness due to the complexity of the system functions and human’s capability. Hence, it is highly demanded by car manufacturers for an automated infotainment testing system, which replicates a human expert encompassing relevant sensory modalities relating to control (i.e., touch) and observation (i.e., sight and sound) of the system under test. This paper describes the design, development, and evaluation of such a system that consists of simulation of vehicle network, vision-based inspection, automated navigation of features, random cranking waveform generation, sound detection, and test automation. The system developed is able to: stimulate a vehicle system across a wide variety of initialisation conditions, exercise each function, check for system responses, and record failure situations for post-testing analysis. 相似文献
27.
Alexandros Gasparatos Mohamed El-Haram Malcolm Horner 《Renewable & Sustainable Energy Reviews》2009,13(5):1074-1081
This paper provides a concise overview of the influence of human activity within the UK society on resource consumption and the subsequent effects on the environment. The concept of the Multi Scale Integrated Analysis of Societal Metabolism (MSIASM) is applied in order to elucidate the evolution of the UK economy for the period between 1981 and 2004. Our findings highlight the transition to a service-based economy and the disproportionate increase of energy demand when compared to the overall population increase. Emergy synthesis is applied in order to understand the production and consumption patterns and the environmental support required to sustain human activity within the UK for the year 2004. Generally speaking the UK society greatly benefits from its significant natural resources with 44.3% of the total emergy used coming from home sources and 29.1% from locally renewable sources. Interestingly enough, despite its significant natural resources, the UK economy, seems to be a net emergy importer by 638.5 × 1021 seJ. Furthermore, the current economic activity is believed to have a significant impact in the environment despite the relatively low environmental load ratio of 2.44. 相似文献
28.
Mohammad Nahid Siddiqui Dimitris S. Achilias Halim Hamid Redhwi Dimitris N. Bikiaris Konstantinos–Alexandros G. Katsogiannis George P. Karayannidis 《大分子材料与工程》2010,295(6):575-584
Recycling of PET was examined using hydrolytic depolymerization in an alkaline solution under microwave irradiation. The reaction was carried out in a sealed microwave reactor in which the pressure and temperature were controlled and recorded. The main products were the monomers TPA and EG. The effect of reaction temperature, time, amount of PET and alkaline concentration on the degree of PET depolymerization and TPA recovery was investigated. Microwave irradiation was found to reduce the time needed to achieve a specific degradation of PET significantly, with almost complete depolymerization occurring in 30 min at 180 °C and only 46 W of microwave power. Using a phase transfer catalyst (TOMAB) resulted in the same amount of unreacted PET but at significantly lower depolymerization temperatures.
29.
Kostas Tsagkaris Gerard Nguengang Aristi Galani Imen Grida Ben Yahia Majid Ghader Alexandros Kaloxylos Markus Gruber Apostolis Kousaridas Mathieu Bouet Stylianos Georgoulas Aimilia Bantouna Nancy Alonistioti Panagiotis Demestichas 《International Journal of Network Management》2013,23(6):402-423
Academic and industrial research initiatives have sought to make fully autonomic networks a reality. Some of these initiatives pursued a holistic approach, while others focused on setting up functionalities for specific networking domains. These efforts did not succeed in being extensively deployed, because the goals of network operators were not satisfactorily met. These goals include unification of management operations, enablement of end‐to‐end management and enhancement of the overall system performance in a trusted way, while reducing management cost. In this paper, we analyse a set of existing autonomic management architectures and frameworks with respect to a selected set of criteria. We then identify missing parts and challenges and propose a framework to unify the most promising attributes towards a novel approach of realization of autonomic networking management. We call this proposal Unified Management Framework (UMF). Copyright © 2013 John Wiley & Sons, Ltd. 相似文献
30.
Pierre Santucci Christina Dedaki Alexandros Athanasoulis Laura Gallorini Anaïs Munoz Dr. Stéphane Canaan Dr. Jean-François Cavalier Dr. Victoria Magrioti 《ChemMedChem》2019,14(3):349-358
In the quest for new antibacterial agents, a series of novel long- and medium-chain mono- and disubstituted β-lactones was developed. Their activity against three pathogenic mycobacteria—M. abscessus, M. marinum, and M. tuberculosis—was assessed by the resazurin microtiter assay (REMA). Among the 16 β-lactones synthesized, only 3-hexadecyloxetan-2-one (VM005) exhibited promising activity against M. abscessus, whereas most of the β-lactones showed interesting activities against M. marinum, similar to that of the classical antibiotic, isoniazid. Regarding M. tuberculosis, six compounds were found to be active against this mycobacterium, with β-lactone VM008 [trans-(Z)-3-(hexadec-7-en-1-yl)-4-propyloxetan-2-one] being the best growth inhibitor. The promising antibacterial activities of the best compounds in this series suggest that these molecules may serve as leads for the development of much more efficient antimycobacterial agents. 相似文献