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学术报告-Revisiting Graph Convolutional Networks: From Paradigm to Application（图）
学术报告 图神经网络 王石平
2024/4/15
图神经网络（Graph Neural Network，GNN）是指使用神经网络来学习图结构数据，提取和发掘图结构数据中的特征和模式，满足聚类、分类、预测、分割、生成等图学习任务需求的算法总称。如何从图数据（网络数据）中学习有效的数据表征是大数据与人工智能时代的一大挑战。为此，本次汇报将从一种特殊的谱图神经网络（图卷积神经网络）出发，介绍相应的消息传递范式，揭示传统机器学习和图神经网络的内在关联，并...
Small modular reactors (SMRs) are likely to be an important part of the next generation in nuclear, but a paradigm shift is needed to enable their safe deployment with the speed and magnitude required...
mapKITE:A NEW PARADIGM FOR SIMULTANEOUS AERIAL AND TERRESTRIAL GEODATA ACQUISITION AND MAPPING
Unmanned Aerial Vehicle (UAV) geomatics corridor mapping Terrestrial Mobile Mapping (TMM) integrated sensor orientation (ISO) Galileo E5 AltBOC EGNOS
2016/7/5
We introduce a new mobile, simultaneous terrestrial and aerial, geodata collection and post-processing method: mapKITE. By combining two mapping technologies such as terrestrial mobile mapping and unm...
MILCut: A Sweeping Line Multiple Instance Learning Paradigm for Interactive Image Segmentation
Sweeping Line Multiple Instance Learning Paradigm Interactive Image Segmentation
2016/1/22
Interactive segmentation, in which a user provides a bounding box to an object of interest for image segmenta-tion, has been applied to a variety of applications in im-age editing, crowdsourcing, comp...
Land Cover Classifications: an Obsolete Paradigm
Land Cover Data Models Object Orientation Parametric Classification
2015/12/16
Land Cover information is a critical aspect of geographical and environmental information. The actual Paradigm, the “classification” concept used in Anderson’s, Corine Land Cover and many other land c...
Towards A New Paradigm for High-Resolution Low-Cost Photogrammetryand Remote Sensing
calibration INS/GPS orientation photogrammetry remote sensing trajectory determination UAV
2015/11/24
Current mobile primary data acquisition systems can be grouped in three main categories: terrestrial, manned airborne and satellite borne. This paper discusses whether Unmanned Aircraft Systems (UASs)...
THE EXPERIENCE OF E-LEARNING: PROGRESS TOWARDS A NEW LEARNING PARADIGM
: E-Learning, Learning Paradigm On-line, Education Teaching, Training
2015/8/24
This paper reviews the use of E-Learning in the spatial information science programmes of the Dublin Institute of Technology (DIT).
The spatial information science programmes are placed within the c...
Complex Dynamics of Autonomous Communication Networks and the Intelligent Communication Paradigm
Dynamical chaos self-organisation artificial intelligence consciousness knowledge-based network
2015/7/30
Dynamics of arbitrary communication system is analysed as unreduced interaction process. The applied generalised, universally nonperturbative method of effective potential reveals the phenomenon of dy...
Knowledge Management:The Paradigm of Complexity
collaborative intelligence Knowledge management complexity emergent strategy deliberate strategy intended strategy human capital balanced scorecard Intangible Asset Monitor Navigator learning training collective intelligence distributed intelligence weak signal change innovation projects fractal structure virtual enterprise self organization networking XRM
2015/7/29
Knowledge Management encounters difficulties when it aims to tackle the complexity of the innovating firms structure. Indeed, it has to enhance emergent strategies while preserving the executives goal...
On the Role of AI in the Ongoing Paradigm Shift within the Cognitive Sciences
AI cognitive science paradigm shift enactivism phenomenology
2015/7/29
This paper supports the view that the ongoing shift from orthodox to embodied-embedded cognitive science has been significantly influenced by the experimental results generated by AI research. Recentl...
Comprehensive Paradigm for Semi-automatic Registration of Multi-source Imagery
Image Registration Features Automation
2015/7/9
The enormous increase in the volume of remotely sensed data, which might be in different formats and relative to different reference
frames, has created the need for robust data processing techniques...
Implementation of a multiagent-based paradigm for decentralized real-time structural health monitoring
Implementation multiagent-based paradigm decentralized real-time structural health monitoring
2015/6/30
Engineering structures such as wind turbines require continuous monitoring to ensure structural safety, to reduce the overall maintenance and repair costs and, ultimately, to achieve extended lifetime...
武汉理工大学现代计算机体系结构英文课件Lecture15 GPGPU Architecture and Programming Paradigm
武汉理工大学 现代计算机体系结构 英文 课件 Lecture15 GPGPU Architecture and Programming Paradigm
2015/6/1
武汉理工大学现代计算机体系结构英文课件Lecture15 GPGPU Architecture and Programming Paradigm。
TOWARDS A NEW PARADIGM FOR REGISTRATION OF SAR IMAGES USING LINEAR FEATURES
Feature-Based Photogrammetry SAR Registration
2015/6/1
This paper summarizes a preliminary progress made in our ongoing R&D project concerned with developing a new paradigm for
orientation and registration of SAR images. The basic idea is to replace tra...
NEW PARADIGM, NEW APPROACHES: RESTRUCTURING GEOSPATIAL INFORMATION EDUCATION AND TRAINING IN A TRADITIONAL RESEARCH UNIVERSITY SETTING
Education Remote Sensing Photogrammetry GIS Technology Transfer
2015/1/23
The basic context within which education and training in photogrammetry, remote sensing, and GIS reside has changed dramatically over the last several years. Once considered rather separate areas of s...