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| 1 | +--- |
| 2 | +layout: efflux |
| 3 | +title: "Matchmaker, Matchmaker, Make Me a Match: Geometric, Variational, and Evolutionary Implications of Criteria for Tag Affinity" |
| 4 | +date: 2023-03-24 |
| 5 | +permalink: "/pubs/:title" |
| 6 | +category: journal |
| 7 | +download: https://link.springer.com/content/pdf/10.1007/s10710-023-09448-0.pdf |
| 8 | +view_publisher: https://doi.org/10.1007/s10710-023-09448-0 |
| 9 | +doi: 10.1007/s10710-023-09448-0 |
| 10 | +authors: |
| 11 | + - Matthew Andres Moreno |
| 12 | + - Alexander Lalejini |
| 13 | + - Charles Ofria |
| 14 | +venue: Genetic Programming and Evolvable Machines |
| 15 | +projects: |
| 16 | + - tag |
| 17 | +abstract: | |
| 18 | +Genetic programming and artificial life systems commonly use tag matching to decide interactions between system components. |
| 19 | +However, the implications of criteria used to determine affinity between tags with respect evolutionary dynamics have not been directly studied. |
| 20 | +We investigate differences between tag-matching criteria with respect to geometric constraint and variation generated under mutation. |
| 21 | +In experiments, we find that tag-matching criteria can influence the rate of adaptive evolution and the quality of evolved solutions. |
| 22 | +Better understanding of the geometric, variational, and evolutionary properties of tag-matching criteria will facilitate more effective incorporation of tag matching into genetic programming and artificial life systems. |
| 23 | +By showing that tag-matching criteria influence connectivity patterns and evolutionary dynamics, our findings also raise fundamental questions about the properties of tag-matching systems in nature. |
| 24 | +bibtex: |- |
| 25 | + @article{moreno2023matchmaker, |
| 26 | + author = {Moreno, Matthew Andres and Lalejini, Alexander and Ofria, Charles}, |
| 27 | + title = {Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity}, |
| 28 | + journal = {Genetic Programming and Evolvable Machines}, |
| 29 | + year = {2023}, |
| 30 | + month = {Mar}, |
| 31 | + day = {24}, |
| 32 | + volume = {24}, |
| 33 | + number = {1}, |
| 34 | + pages = {4}, |
| 35 | + issn = {1573-7632}, |
| 36 | + doi = {10.1007/s10710-023-09448-0}, |
| 37 | + url = {https://doi.org/10.1007/s10710-023-09448-0} |
| 38 | + } |
| 39 | +citation: "Moreno, M.A., Lalejini, A. & Ofria, C. Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity. Genet Program Evolvable Mach 24, 4 (2023). https://doi.org/10.1007/s10710-023-09448-0" |
| 40 | +supporting_materials: | |
| 41 | + - [data](https://osf.io/gw5mc/) [via Open Science Framework ❋](https://osf.io) |
| 42 | + - [source code](https://github.com/mmore500/tag-olympics/releases/tag/v1.1.0) [via GitHub <i class="icon-github-1"></i>](https://github.com/) |
| 43 | + - [source code](https://github.com/mmore500/tag-olympics/releases/tag/v1.1.0) [via GitHub <i class="icon-github-1"></i>](https://github.com/) |
| 44 | + - [LaTeX source](https://github.com/mmore500/tag-olympics-writeup/) [via GitHub <i class="icon-github-1"></i>](https://github.com/) |
| 45 | +--- |
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