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Effective Graph Learning with Adaptive Knowledge Exchange [article]

Liang Zeng, Jin Xu, Zijun Yao, Yanqiao Zhu, Jian Li
2021 arXiv   pre-print
Graph Neural Networks (GNNs), due to their capability to learn complex relations (edges) among attributed objects (nodes) within graph datasets, have already been widely used in various graph mining tasks  ...  In this paper, we introduce a novel GNN learning framework, called AKE-GNN (Adaptive-Knowledge-Exchange GNN), which adaptively exchanges diverse knowledge learned from multiple graph views generated by  ...  Extending Symbiosis Learning to Multiple GNNs Symbiosis learning can be easily extended to the case with multiple-graph GNNs, as illustrated in Figure 2 (c).  ... 
arXiv:2106.05455v2 fatcat:k4byiokosfen7f4rmot6j5uipe

Combining Model-driven and Capability- driven Developments: A Case Study of Industrial Symbiosis

Christina Stratigaki, Pericles Loucopoulos, Antonis Migiakis, Yannis Zorgios
2016 Conference on Business Informatics  
The focus of the application is the development of a web-based industrial symbiosis platform.  ...  The matching process is based on a machine learning algorithm (CLMS GIS9) which will be evaluated against the existing data in the knowledge graph.  ...  maps, graphs, and wizards.  ... 
dblp:conf/wecwis/StratigakiLMZ16 fatcat:lqbhjrcclbfttjnqvr5o5wk36e

Mysterious Mycorrhizae? A Field Trip & Classroom Experiment to Demystify the Symbioses Formed between Plants & Fungi

Nancy C. Johnson, V. Bala Chaudhary, Jason D. Hoeksema, John C. Moore, Anne Pringle, James A. Umbanhowar, Gail W. T. Wilson
2009 The American history teacher  
Mutualism, Symbiosis & Mycorrhizae Symbiosis occurs when individuals of different species live in a close physical association (Boucher et al., 1982) .  ...  Learn about symbioses and their range of outcomes in nature. 3.  ...  Scientists often make graphs of their measurements; both line graphs and bar graphs are commonly used.  ... 
doi:10.2307/20565346 fatcat:paqid6iehvflfcxdlreom3be6q

Strong Cognitive Symbiosis: Cognitive Computing for Humans

Csaba Veres
2017 Big Data and Cognitive Computing  
for cognitive symbiosis.  ...  A survey of existing proposals on this view suggests a distinction between weak and strong versions of symbiosis.  ...  However, the computational problems almost exclusively involve formal properties of the graphs themselves rather than the way a human might process those graphs.  ... 
doi:10.3390/bdcc1010006 fatcat:u3snsalujvf5fgyinzjxwl5c6a

Towards a Semantic Clinical Data Warehouse: A Case Study of Discovering Similar Genes

Benedikt Kämpgen, Horst Werner, Radwan Deeb, Christof Bornhövd
2015 Extended Semantic Web Conference  
graph database.  ...  We describe lessons learned from a case study of discovering similar genes where we use an existing similarity metric to derive new information, the Gene Ontology as a data source, and SAP HANA as an efficient  ...  genes (Section 3) and derive lessons learned (Section 4).  ... 
dblp:conf/esws/KampgenWDB15 fatcat:2zyowacw3ndqfegdz7bahltbhy

A collaboration platform for enabling industrial symbiosis: Towards creating a self-learning waste-to-resource database for recommending industrial symbiosis transactions using text analytics

Zhiquan Yeo, Jonathan Sze Choong Low, Daren Zong Loong Tan, Si Ying Chung, Tobias Bestari Tjandra, Joshua Ignatius
2019 Procedia CIRP  
Moreover, a hybrid functional and physical architecture graph (HyFPAG) is the output which depicts the similarity between product families by providing design support to both, production system planners  ...  This work presents the creation of a self-learning waste-to-resource database supporting an IS recommendation system by utilizing text analytics techniques.  ...  A collaboration platform for enabling industrial symbiosis: Towards creating a self-learning waste-to-resource database for recommending industrial symbiosis transactions using text analytics Introduction  ... 
doi:10.1016/j.procir.2019.01.015 fatcat:2le3lfcknvgp5ptw7etgz5tgii

Agent-based Modelling Simulation for the Development of an Industrial Symbiosis - Preliminary Results

N. Bichraoui, B. Guillaume, A. Halog
2013 Procedia Environmental Sciences  
The current model focuses on the cultural and behavioral aspects with the following research question: What are the behavioral factors that favor the development of an industrial symbiosis?  ...  This task will help identify and provide a contextual analysis of the structural factors and main driving forces for the development of industrial symbiosis along the lines of prospective scenarios (ecological  ...  and (2) are cooperation and learning determinant factors for symbiosis?  ... 
doi:10.1016/j.proenv.2013.02.029 fatcat:hztd26iiivdh7ixewawco67uly

Analysis of Junior High School students' critical thinking ability on ecosystem materials

A N Fauziah, H Kuswanto
2020 Journal of Physics, Conference Series  
Therefore, critical thinking ability must become serious concern and appropriate learning innovations need to be developed so that students' critical thinking ability in learning science can be better.  ...  Figure 1 . 1 Percentage graph of critical thinking ability for each concept.  ...  Therefore in learning especially science learning, students must be trained and given habituation to analyze a facts/ problems.  ... 
doi:10.1088/1742-6596/1440/1/012098 fatcat:2r2aj6edcvf6tgtbj3c2stzvlq

Industrial symbiosis as a social process

Wouter Spekkink
2017 Bestuurskunde  
Industrial symbiosis has also been related to (social) learning and innovation.  ...  For some, learning processes and innovation are inherent parts of industrial symbiosis (Lambert and Boons 2002; Doménech and Davies 2011) .  ... 
doi:10.5553/bk/092733872017026003008 fatcat:zhhue5w5vjcpfpcf74tgqrf3ou

LEARNING STYLE: ENGINEERING STUDENTS VS MANAGEMENT STUDENTS

JyotiVyas Bajpai, AnshulPratap SinghRaghuwanshi, AkshayRamesh Taskar
2018 International Journal of Advanced Research  
Visual learners learn visually by means of charts, graphs, and pictures. Auditory learners learn by listening. Kinesthetic learners learn by doing.  ...  The present study investigated learning styles among the graduate and postgraduate students of Symbiosis University of Applied Sciences, Indore.  ... 
doi:10.21474/ijar01/6298 fatcat:d6d3cjkgffgppnmnb2fuspo6lu

Spatial Information Theory and Construction Informatics - a Fruitful Symbiosis (Invited Talk)

André Borrmann, Michael Wagner
2019 Conference On Spatial Information Theory  
The environment information can be learned by an agent via exposure.  ...  Learning effects enable the agents to enrich its own memory with information of the scenario.  ... 
doi:10.4230/lipics.cosit.2019.13 dblp:conf/cosit/Borrmann19 fatcat:fq2h4mkx5rhbvcz4cedgtrsxpq

Lifelong Personal Context Recognition [article]

Andrea Bontempelli, Marcelo Rodas Britez, Xiaoyue Li, Haonan Zhao, Luca Erculiani, Stefano Teso, Andrea Passerini, Fausto Giunchiglia
2022 arXiv   pre-print
We focus on the development of AIs which live in lifelong symbiosis with a human.  ...  The main take-away message is that pursuing this project requires research which lies at the intersection of knowledge representation and machine learning.  ...  Here, however, drift is more complex as it can affect the knowledge encoded in the context knowledge graph.  ... 
arXiv:2205.10123v1 fatcat:bfdwwkkuqrayvnmy76xadb4v7q

An ensemble symbiosis organisms search algorithm and its application to real world problems

Sukanta Nama, Apu Kumar Saha
2018 Decision Science Letters  
F18: Convergence graph of sum squares function QOSOS SOS Fig. 2 . 2 Convergence graph of ten unconstrained functions which are given in Appendix 1 ((a) F16, (b) F17, (c) F18, (d) F19, (e) F20, (f) F21  ...  with Symbiosis Organisms Search algorithm, called quasi-oppositional Symbiosis Organisms Search (QOSOS) algorithm.  ... 
doi:10.5267/j.dsl.2017.6.006 fatcat:scauibukbfcclgpr5wcwxncu5e

Two Revolutions in Learning

S. R. Singer, W. B. Bonvillian
2013 Science  
It's the human-online symbiosis-the right blend of students, teachers, and teams with online capabilities, all informed by advances in learning science-that will be the enabler for a new generation of  ...  Visual representations are crucial to conceptualizing and communicating science, but students often have diffi culty interpreting the models, simulations, and graphs that are key to attaining a true understanding  ...  It's the human-online symbiosis-the right blend of students, teachers, and teams with online capabilities, all informed by advances in learning science-that will be the enabler for a new generation of  ... 
doi:10.1126/science.1237223 pmid:23520079 fatcat:uwrib5ei3ffvnhs5pwlhdttbvu

Two Revolutions in Learning

S. R. Singer, W. B. Bonvillian
2013 Science  
It's the human-online symbiosis-the right blend of students, teachers, and teams with online capabilities, all informed by advances in learning science-that will be the enabler for a new generation of  ...  Visual representations are crucial to conceptualizing and communicating science, but students often have diffi culty interpreting the models, simulations, and graphs that are key to attaining a true understanding  ...  It's the human-online symbiosis-the right blend of students, teachers, and teams with online capabilities, all informed by advances in learning science-that will be the enabler for a new generation of  ... 
doi:10.1126/science.339.6126.1359 fatcat:erqldb4xznhfzkfheuli2pxwki
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