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karypis committed Jul 7, 2024
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18 changes: 9 additions & 9 deletions glaros/projects/cheminfo.md
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Expand Up @@ -50,12 +50,12 @@ geometric). The topological version of this algorithm, called FSG, is currently
available as part of our pattern discovery toolkit PAFI, which can be downloaded and
used for educational and research purposes.

Another recent development is the AFGen program that operates on a database of
chemical compounds and generates their descriptor-based representation by considering
all bounded length acyclic fragments that they contain. These descriptors are quite
effective in capturing the structural characteristics of chemical compounds.
Experiments in the context of SVM-based classification and ranked-retrieval show that
these descriptors consistently and statistically outperform previously developed
schemes based on the widely used fingerprint- and Maccs keys-based descriptors, as
well as recently introduced descriptors obtained by mining and analyzing the
structure of the molecular graphs.
Another recent development is the [AFGen](/glaros/software/overview.md) program that
operates on a database of chemical compounds and generates their descriptor-based
representation by considering all bounded length acyclic fragments that they contain.
These descriptors are quite effective in capturing the structural characteristics of
chemical compounds. Experiments in the context of SVM-based classification and
ranked-retrieval show that these descriptors consistently and statistically
outperform previously developed schemes based on the widely used fingerprint- and
Maccs keys-based descriptors, as well as recently introduced descriptors obtained by
mining and analyzing the structure of the molecular graphs.
3 changes: 2 additions & 1 deletion glaros/projects/dm.md
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Expand Up @@ -43,6 +43,7 @@ algorithms, the SUGGEST and SLIM libraries of scalable collaborative-filtering b
recommendation algorithms, and the PAFI pattern finding toolkit that contains various
algorithms to find frequent patterns in transaction, sequence, and graph databases.

All of these tools are available for download from our Software page.
All of these tools are available for download from our [Software
page](/glaros/software/overview.md).


3 changes: 2 additions & 1 deletion glaros/projects/gp.md
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Expand Up @@ -60,4 +60,5 @@ algorithms. In fact, the quality of the partitionings produced by CLUTO are in
general better than those produced by the serial graph partitioning algorithm in
METIS.

All of these tools are available for download from our Software page.
All of these tools are available for download from our [Software
page](/glaros/software/overview.md).

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