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We show that a modification of the first layer of a Graph Convolutional Network (GCN) can be used to effectively propagate label information across neighbor nodes, for binary and multi-class classification problems. This is done by selectively elimin
Externí odkaz:
http://arxiv.org/abs/2104.02153
Publikováno v:
Frontiers in Microbiology; 2024, p1-21, 21p
Akademický článek
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Autor:
Young CE; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University, Murdoch, Western Australia, Australia., Alattas H; School of Medical, Molecular and Forensic Sciences, Murdoch University, Murdoch, Western Australia, Australia., Scott C; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia.; CSIRO Environment, Black Mountain Science and Innovation Park, Canberra, Australia., Murphy DV; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Tiwari R; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University, Murdoch, Western Australia, Australia., Reeve WG; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University, Murdoch, Western Australia, Australia.
Publikováno v:
Microbiology resource announcements [Microbiol Resour Announc] 2024 Sep 10; Vol. 13 (9), pp. e0036124. Date of Electronic Publication: 2024 Aug 20.
Autor:
Young CE; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia., Alattas H; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia., Scott C; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; CSIRO Environment, Black Mountain Science and Innovation Park , Canberra, Australia., Murphy DV; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia., Tiwari R; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia., Reeve WG; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia.
Publikováno v:
Microbiology resource announcements [Microbiol Resour Announc] 2024 Aug 13; Vol. 13 (8), pp. e0012924. Date of Electronic Publication: 2024 Jul 05.
Autor:
Young CE; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia., Alattas H; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia., Scott C; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; CSIRO Advanced Engineering Biology Future Science Platform, Black Mountain Science and Innovation Park , Canberra, Australia., Murphy DV; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia., Tiwari R; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia., Reeve WG; Bioplastic Innovation Hub, Food Futures Institute, Murdoch University , Murdoch, Western Australia, Australia.; School of Medical, Molecular and Forensic Sciences, Murdoch University , Murdoch, Western Australia, Australia.
Publikováno v:
Microbiology resource announcements [Microbiol Resour Announc] 2024 Aug 13; Vol. 13 (8), pp. e0015724. Date of Electronic Publication: 2024 Jul 05.
Autor:
Alattas H; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Ardley J; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Swift R; School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, Perth, Western Australia, Australia., Kant P; Agriculture Victoria, AgriBio, Bundoora, Victoria, Australia., Jackson S; Department of Primary Industries and Regional Development, Western Australia, Perth, Western Australia, Australia., Biddulph B; Department of Primary Industries and Regional Development, Western Australia, Perth, Western Australia, Australia., Bekuma A; Department of Primary Industries and Regional Development, Western Australia, Perth, Western Australia, Australia., Zandberg J; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Abraham S; Antimicrobial Resistance and Infectious Diseases Laboratory, Harry Butler Institute, Murdoch University, Murdoch, Western Australia, Australia., Tiwari R; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Reeve W; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia.
Publikováno v:
Microbiology resource announcements [Microbiol Resour Announc] 2023 Mar 16; Vol. 12 (3), pp. e0127622. Date of Electronic Publication: 2023 Feb 13.
Autor:
Alattas H; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Ardley J; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Swift R; School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, Perth, Western Australia, Australia., Jackson S; Department of Primary Industries and Regional Development, Western Australia, Perth, Western Australia, Australia., Biddulph B; Department of Primary Industries and Regional Development, Western Australia, Perth, Western Australia, Australia., Bekuma A; Department of Primary Industries and Regional Development, Western Australia, Perth, Western Australia, Australia., Zandberg J; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Abraham S; Antimicrobial Resistance and Infectious Diseases Laboratory, Harry Butler Institute, Murdoch University, Murdoch, Western Australia, Australia., Tiwari R; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia., Reeve W; Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, Western Australia, Australia.
Publikováno v:
Microbiology resource announcements [Microbiol Resour Announc] 2023 Mar 16; Vol. 12 (3), pp. e0127522. Date of Electronic Publication: 2023 Feb 13.